{"countries":[{"code":"AF","name":"Afghanistan","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.12,"weighted_robotics_risk":5.5,"weighted_offshoring_risk":0.95,"weighted_wfh_potential":1.49,"total_employment_thousands":7427.95,"wage_type":"median","wage_managers_usd":2864.9,"wage_professionals_usd":1942.69,"wage_clerks_usd":2513.51,"wage_elementary_usd":1342.01,"female_labor_force_pct":22.7,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":86.14,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.8,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":16.79,"youth_unemployment_year":2025,"ai_use_share_pct":6.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"AL","name":"Albania","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0); Eurostat SES 2022 (mean annual gross earnings, EUR)","weighted_ai_exposure":3.7,"weighted_robotics_risk":4.96,"weighted_offshoring_risk":1.64,"weighted_wfh_potential":2.36,"total_employment_thousands":1173.48,"wage_type":"mean","wage_managers_usd":17210.88,"wage_professionals_usd":9205.92,"wage_clerks_usd":7459.56,"wage_elementary_usd":4653.72,"female_labor_force_pct":45.62,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":3.9,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":5.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":6.7,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":25.57,"youth_unemployment_year":2025,"ai_use_share_pct":19.2,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"DZ","name":"Algeria","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2014,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.82,"weighted_robotics_risk":4.42,"weighted_offshoring_risk":1.93,"weighted_wfh_potential":2.58,"total_employment_thousands":10222.0,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":16.83,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.8,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.8,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":29.44,"youth_unemployment_year":2025,"ai_use_share_pct":13.8,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"AO","name":"Angola","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.36,"weighted_robotics_risk":5.36,"weighted_offshoring_risk":1.11,"weighted_wfh_potential":1.67,"total_employment_thousands":13754.58,"wage_type":"median","wage_managers_usd":2659.97,"wage_professionals_usd":2671.18,"wage_clerks_usd":1563.18,"wage_elementary_usd":562.69,"female_labor_force_pct":50.96,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":94.49,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.4,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":27.23,"youth_unemployment_year":2025,"ai_use_share_pct":11.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"AR","name":"Argentina","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.38,"weighted_robotics_risk":4.04,"weighted_offshoring_risk":2.63,"weighted_wfh_potential":3.39,"total_employment_thousands":13198.33,"wage_type":"median","wage_managers_usd":27429.42,"wage_professionals_usd":12819.28,"wage_clerks_usd":11531.54,"wage_elementary_usd":4921.67,"female_labor_force_pct":44.18,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":52.82,"risk_velocity":7.2,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":6.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.7,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":19.19,"youth_unemployment_year":2025,"ai_use_share_pct":23.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"AM","name":"Armenia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2017,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.01,"weighted_robotics_risk":4.58,"weighted_offshoring_risk":2.1,"weighted_wfh_potential":2.9,"total_employment_thousands":1011.72,"wage_type":"median","wage_managers_usd":4004.95,"wage_professionals_usd":2888.48,"wage_clerks_usd":2254.62,"wage_elementary_usd":1900.64,"female_labor_force_pct":47.63,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":76.14,"risk_velocity":3.8,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","sovereign_buffer":7.2,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":26.24,"youth_unemployment_year":2025,"ai_use_share_pct":7.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"AW","name":"Aruba","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2010,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.61,"weighted_robotics_risk":3.74,"weighted_offshoring_risk":2.88,"weighted_wfh_potential":3.78,"total_employment_thousands":46.41,"wage_type":"median","wage_managers_usd":40370.95,"wage_professionals_usd":34344.13,"wage_clerks_usd":18724.02,"wage_elementary_usd":10551.96,"female_labor_force_pct":49.81,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":3.3,"risk_velocity_label":"Disruption delayed (7-12 years)","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"AU","name":"Australia","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2026,"source":"ILO ILOSTAT (CC BY 4.0); ABS Labour Force Detailed EQ08 (CC BY 4.0); ABS Employee Earnings and Hours May 2025 (CC BY 4.0) - average annual gross earnings; OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.95,"weighted_robotics_risk":3.39,"weighted_offshoring_risk":3.39,"weighted_wfh_potential":4.48,"total_employment_thousands":17018.35,"wage_type":"mean","wage_managers_usd":88643.15,"wage_professionals_usd":73033.91,"wage_clerks_usd":45886.16,"wage_elementary_usd":43632.73,"female_labor_force_pct":47.62,"oecd_avg_annual_wage_usd_ppp":72018.44,"informal_employment_rate":null,"risk_velocity":8.5,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.8,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":6.1,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":9.61,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":40.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"AT","name":"Austria","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":40,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.09,"weighted_robotics_risk":3.71,"weighted_offshoring_risk":3.26,"weighted_wfh_potential":4.15,"total_employment_thousands":4486.6,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.53,"oecd_avg_annual_wage_usd_ppp":78301.34,"informal_employment_rate":3.38,"risk_velocity":7.8,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.4,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":11.0,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":35.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"AZ","name":"Azerbaijan","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2014,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.85,"weighted_robotics_risk":4.85,"weighted_offshoring_risk":1.97,"weighted_wfh_potential":2.58,"total_employment_thousands":4602.9,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.38,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":2.2,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":13.09,"youth_unemployment_year":2025,"ai_use_share_pct":18.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BS","name":"Bahamas","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.15,"weighted_robotics_risk":4.07,"weighted_offshoring_risk":2.33,"weighted_wfh_potential":3.06,"total_employment_thousands":202.35,"wage_type":"median","wage_managers_usd":42013.0,"wage_professionals_usd":35725.2,"wage_clerks_usd":23062.48,"wage_elementary_usd":14487.04,"female_labor_force_pct":48.3,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":18.25,"risk_velocity":7.1,"risk_velocity_label":"Disruption arriving (3-7 years)","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.2,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":19.25,"youth_unemployment_year":2025},{"code":"BH","name":"Bahrain","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.1,"weighted_robotics_risk":4.22,"weighted_offshoring_risk":2.14,"weighted_wfh_potential":3.21,"total_employment_thousands":810.07,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":20.87,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":5.8,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.5,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":2.6,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":5.42,"youth_unemployment_year":2025},{"code":"BD","name":"Bangladesh","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.21,"weighted_robotics_risk":5.48,"weighted_offshoring_risk":1.02,"weighted_wfh_potential":1.56,"total_employment_thousands":69071.56,"wage_type":"median","wage_managers_usd":3912.36,"wage_professionals_usd":2392.94,"wage_clerks_usd":2353.99,"wage_elementary_usd":1105.22,"female_labor_force_pct":33.1,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":84.04,"risk_velocity":1.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.6,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":9.38,"youth_unemployment_year":2025,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"BB","name":"Barbados","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.49,"weighted_robotics_risk":3.88,"weighted_offshoring_risk":2.77,"weighted_wfh_potential":3.7,"total_employment_thousands":124.2,"wage_type":"median","wage_managers_usd":30716.57,"wage_professionals_usd":26966.81,"wage_clerks_usd":15835.06,"wage_elementary_usd":8992.56,"female_labor_force_pct":48.3,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":61.77,"risk_velocity":4.2,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","wb_data_available":true,"youth_unemployment_rate":18.48,"youth_unemployment_year":2025},{"code":"BY","name":"Belarus","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.4,"weighted_robotics_risk":3.89,"weighted_offshoring_risk":2.7,"weighted_wfh_potential":3.71,"total_employment_thousands":4797.37,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":50.53,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":8.5,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.5,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":7.2,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":9.18,"youth_unemployment_year":2025,"ai_use_share_pct":10.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BE","name":"Belgium","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2023,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.31,"weighted_robotics_risk":3.46,"weighted_offshoring_risk":3.55,"weighted_wfh_potential":4.53,"total_employment_thousands":5021.1,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":46.94,"oecd_avg_annual_wage_usd_ppp":80008.65,"informal_employment_rate":3.27,"risk_velocity":9.4,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":17.78,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":40.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BZ","name":"Belize","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.67,"weighted_robotics_risk":4.61,"weighted_offshoring_risk":1.77,"weighted_wfh_potential":2.29,"total_employment_thousands":165.62,"wage_type":"median","wage_managers_usd":20520.0,"wage_professionals_usd":14760.0,"wage_clerks_usd":6840.0,"wage_elementary_usd":3960.0,"female_labor_force_pct":39.14,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":4.4,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.3,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":19.32,"youth_unemployment_year":2025},{"code":"BJ","name":"Benin","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.23,"weighted_robotics_risk":5.37,"weighted_offshoring_risk":0.93,"weighted_wfh_potential":1.46,"total_employment_thousands":5443.39,"wage_type":"median","wage_managers_usd":6128.82,"wage_professionals_usd":2621.12,"wage_clerks_usd":2476.28,"wage_elementary_usd":753.97,"female_labor_force_pct":52.1,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":96.35,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.3,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":0.9,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":2.89,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"BT","name":"Bhutan","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.82,"weighted_robotics_risk":4.87,"weighted_offshoring_risk":1.74,"weighted_wfh_potential":2.65,"total_employment_thousands":368.61,"wage_type":"median","wage_managers_usd":5746.92,"wage_professionals_usd":6248.3,"wage_clerks_usd":3325.15,"wage_elementary_usd":2479.15,"female_labor_force_pct":39.14,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":1.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.2,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":1.6,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":17.05,"youth_unemployment_year":2025},{"code":"BO","name":"Bolivia, Plurinational State of","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.51,"weighted_robotics_risk":4.93,"weighted_offshoring_risk":1.45,"weighted_wfh_potential":2.02,"total_employment_thousands":5239.6,"wage_type":"median","wage_managers_usd":12121.63,"wage_professionals_usd":8510.94,"wage_clerks_usd":5438.78,"wage_elementary_usd":3798.31,"female_labor_force_pct":47.72,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":83.88,"risk_velocity":1.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":8.1,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":9.7,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":5.01,"youth_unemployment_year":2025,"ai_use_share_pct":13.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BA","name":"Bosnia and Herzegovina","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy)","weighted_ai_exposure":4.31,"weighted_robotics_risk":4.58,"weighted_offshoring_risk":2.3,"weighted_wfh_potential":2.96,"total_employment_thousands":1247.7,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":38.97,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":16.57,"risk_velocity":7.7,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":7.3,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":28.2,"youth_unemployment_year":2025,"ai_use_share_pct":23.2,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BW","name":"Botswana","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.6,"weighted_robotics_risk":4.67,"weighted_offshoring_risk":1.72,"weighted_wfh_potential":2.37,"total_employment_thousands":859.99,"wage_type":"median","wage_managers_usd":16669.02,"wage_professionals_usd":18432.42,"wage_clerks_usd":4159.75,"wage_elementary_usd":1278.47,"female_labor_force_pct":48.39,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":75.58,"risk_velocity":1.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":8.7,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":46.0,"youth_unemployment_year":2025,"ai_use_share_pct":15.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BR","name":"Brazil","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.13,"weighted_robotics_risk":4.25,"weighted_offshoring_risk":2.36,"weighted_wfh_potential":3.07,"total_employment_thousands":102146.65,"wage_type":"median","wage_managers_usd":17183.12,"wage_professionals_usd":14071.5,"wage_clerks_usd":5933.83,"wage_elementary_usd":3489.53,"female_labor_force_pct":43.46,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":35.62,"risk_velocity":6.9,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":5.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.0,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":13.98,"youth_unemployment_year":2025,"ai_use_share_pct":20.2,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BN","name":"Brunei Darussalam","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.63,"weighted_robotics_risk":3.63,"weighted_offshoring_risk":3.02,"weighted_wfh_potential":3.88,"total_employment_thousands":222.72,"wage_type":"median","wage_managers_usd":49247.63,"wage_professionals_usd":32295.19,"wage_clerks_usd":12283.03,"wage_elementary_usd":5500.62,"female_labor_force_pct":39.89,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":21.39,"risk_velocity":6.5,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":6.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":18.23,"youth_unemployment_year":2025},{"code":"BG","name":"Bulgaria","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":42,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR)","weighted_ai_exposure":4.71,"weighted_robotics_risk":4.18,"weighted_offshoring_risk":2.82,"weighted_wfh_potential":3.67,"total_employment_thousands":2921.6,"wage_type":"mean","wage_managers_usd":28087.56,"wage_professionals_usd":19406.52,"wage_clerks_usd":9284.76,"wage_elementary_usd":6761.88,"female_labor_force_pct":46.99,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":4.15,"risk_velocity":8.6,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":10.15,"youth_unemployment_year":2025,"ai_use_share_pct":30.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"BF","name":"Burkina Faso","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.2,"weighted_robotics_risk":5.38,"weighted_offshoring_risk":0.98,"weighted_wfh_potential":1.49,"total_employment_thousands":7594.6,"wage_type":"median","wage_managers_usd":3821.72,"wage_professionals_usd":4353.85,"wage_clerks_usd":2271.06,"wage_elementary_usd":1684.5,"female_labor_force_pct":49.06,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":95.09,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":4.9,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":6.44,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"BI","name":"Burundi","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2020,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.05,"weighted_robotics_risk":6.16,"weighted_offshoring_risk":0.68,"weighted_wfh_potential":1.17,"total_employment_thousands":4953.66,"wage_type":"median","wage_managers_usd":2117.86,"wage_professionals_usd":1515.7,"wage_clerks_usd":1680.0,"wage_elementary_usd":287.95,"female_labor_force_pct":55.49,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":98.04,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.4,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":0.9,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":1.68,"youth_unemployment_year":2025,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"CV","name":"Cabo Verde","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.62,"weighted_robotics_risk":4.57,"weighted_offshoring_risk":1.75,"weighted_wfh_potential":2.34,"total_employment_thousands":206.28,"wage_type":"median","wage_managers_usd":10807.01,"wage_professionals_usd":6452.84,"wage_clerks_usd":6856.79,"wage_elementary_usd":2043.5,"female_labor_force_pct":44.02,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":60.59,"risk_velocity":1.7,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":28.41,"youth_unemployment_year":2025},{"code":"KH","name":"Cambodia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.24,"weighted_robotics_risk":5.09,"weighted_offshoring_risk":1.11,"weighted_wfh_potential":1.65,"total_employment_thousands":9756.29,"wage_type":"median","wage_managers_usd":5483.58,"wage_professionals_usd":4959.5,"wage_clerks_usd":4399.08,"wage_elementary_usd":2357.69,"female_labor_force_pct":48.32,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":89.39,"risk_velocity":1.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.6,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":0.71,"youth_unemployment_year":2025,"ai_use_share_pct":6.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"CM","name":"Cameroon","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.82,"weighted_robotics_risk":4.67,"weighted_offshoring_risk":1.7,"weighted_wfh_potential":2.78,"total_employment_thousands":9250.65,"wage_type":"median","wage_managers_usd":5752.07,"wage_professionals_usd":4997.7,"wage_clerks_usd":3190.78,"wage_elementary_usd":1387.27,"female_labor_force_pct":47.67,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":87.1,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.3,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":1.3,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":6.55,"youth_unemployment_year":2025,"ai_use_share_pct":9.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"CA","name":"Canada","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); Statistics Canada Table 14-10-0340-01 (Open Licence); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.29,"weighted_robotics_risk":3.3,"weighted_offshoring_risk":3.75,"weighted_wfh_potential":4.83,"total_employment_thousands":18744.63,"wage_type":"median","wage_managers_usd":60883.1,"wage_professionals_usd":46412.03,"wage_clerks_usd":36939.82,"wage_elementary_usd":null,"female_labor_force_pct":49.27,"oecd_avg_annual_wage_usd_ppp":67900.6,"informal_employment_rate":null,"risk_velocity":9.2,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.5,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":5.7,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":13.8,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":38.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"KY","name":"Cayman Islands","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2015,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.54,"weighted_robotics_risk":3.69,"weighted_offshoring_risk":2.86,"weighted_wfh_potential":3.8,"total_employment_thousands":38.97,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.71,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"CF","name":"Central African Republic","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.19,"weighted_robotics_risk":4.94,"weighted_offshoring_risk":1.04,"weighted_wfh_potential":1.62,"total_employment_thousands":709.02,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":41.05,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.1,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":10.09,"youth_unemployment_year":2025,"ai_use_share_pct":9.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"TD","name":"Chad","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.15,"weighted_robotics_risk":5.81,"weighted_offshoring_risk":0.78,"weighted_wfh_potential":1.29,"total_employment_thousands":4025.45,"wage_type":"median","wage_managers_usd":5476.85,"wage_professionals_usd":4156.33,"wage_clerks_usd":3872.04,"wage_elementary_usd":1188.84,"female_labor_force_pct":43.56,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":97.57,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":2.7,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":1.1,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":1.46,"youth_unemployment_year":2025,"ai_use_share_pct":9.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"CL","name":"Chile","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2023)","weighted_ai_exposure":4.21,"weighted_robotics_risk":4.05,"weighted_offshoring_risk":2.51,"weighted_wfh_potential":3.28,"total_employment_thousands":9359.55,"wage_type":"median","wage_managers_usd":30055.7,"wage_professionals_usd":19311.4,"wage_clerks_usd":9966.54,"wage_elementary_usd":6363.68,"female_labor_force_pct":43.25,"oecd_avg_annual_wage_usd_ppp":40626.11,"informal_employment_rate":26.37,"risk_velocity":6.9,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.3,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","sovereign_buffer":8.6,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":21.64,"youth_unemployment_year":2025,"oecd_wage_year":2023,"ai_use_share_pct":24.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"CN","name":"China","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.48,"weighted_robotics_risk":3.88,"weighted_offshoring_risk":2.77,"weighted_wfh_potential":3.66,"total_employment_thousands":362234.46,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":43.02,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":5.2,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":6.3,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","wb_data_available":true,"youth_unemployment_rate":15.79,"youth_unemployment_year":2025,"ai_use_share_pct":17.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"CO","name":"Colombia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2024)","weighted_ai_exposure":3.85,"weighted_robotics_risk":4.42,"weighted_offshoring_risk":2.05,"weighted_wfh_potential":2.75,"total_employment_thousands":23826.71,"wage_type":"median","wage_managers_usd":10444.01,"wage_professionals_usd":11424.62,"wage_clerks_usd":5561.38,"wage_elementary_usd":3730.82,"female_labor_force_pct":41.52,"oecd_avg_annual_wage_usd_ppp":30133.36,"informal_employment_rate":56.01,"risk_velocity":2.8,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":5.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":4.6,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":17.65,"youth_unemployment_year":2025,"oecd_wage_year":2024,"ai_use_share_pct":25.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"KM","name":"Comoros","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.69,"weighted_robotics_risk":5.06,"weighted_offshoring_risk":1.67,"weighted_wfh_potential":2.25,"total_employment_thousands":174.73,"wage_type":"median","wage_managers_usd":5247.38,"wage_professionals_usd":3466.76,"wage_clerks_usd":3714.0,"wage_elementary_usd":2408.41,"female_labor_force_pct":39.72,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":88.81,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":2.7,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":0.8,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":8.75,"youth_unemployment_year":2025},{"code":"CG","name":"Congo","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2009,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.82,"weighted_robotics_risk":4.18,"weighted_offshoring_risk":1.82,"weighted_wfh_potential":2.41,"total_employment_thousands":1024.79,"wage_type":"median","wage_managers_usd":5411.93,"wage_professionals_usd":3190.18,"wage_clerks_usd":2816.8,"wage_elementary_usd":1546.16,"female_labor_force_pct":56.09,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":85.28,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":40.5,"youth_unemployment_year":2025,"ai_use_share_pct":9.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"CD","name":"Congo, The Democratic Republic of the","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2020,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.35,"weighted_robotics_risk":5.79,"weighted_offshoring_risk":1.02,"weighted_wfh_potential":1.64,"total_employment_thousands":30597.39,"wage_type":"median","wage_managers_usd":2880.06,"wage_professionals_usd":3006.52,"wage_clerks_usd":2349.56,"wage_elementary_usd":964.8,"female_labor_force_pct":48.82,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":97.34,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":9.0,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":7.85,"youth_unemployment_year":2025,"ai_use_share_pct":9.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"CK","name":"Cook Islands","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.36,"weighted_robotics_risk":3.76,"weighted_offshoring_risk":2.55,"weighted_wfh_potential":3.57,"total_employment_thousands":8.53,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.88,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":40.18,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"CR","name":"Costa Rica","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2024)","weighted_ai_exposure":4.06,"weighted_robotics_risk":4.31,"weighted_offshoring_risk":2.36,"weighted_wfh_potential":2.97,"total_employment_thousands":2186.54,"wage_type":"median","wage_managers_usd":42972.64,"wage_professionals_usd":29335.31,"wage_clerks_usd":12438.71,"wage_elementary_usd":8096.45,"female_labor_force_pct":38.93,"oecd_avg_annual_wage_usd_ppp":44430.68,"informal_employment_rate":36.11,"risk_velocity":4.3,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":7.1,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":19.95,"youth_unemployment_year":2025,"oecd_wage_year":2024,"ai_use_share_pct":29.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"HR","name":"Croatia","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy)","weighted_ai_exposure":4.93,"weighted_robotics_risk":4.04,"weighted_offshoring_risk":3.04,"weighted_wfh_potential":3.88,"total_employment_thousands":1694.2,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.16,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":5.31,"risk_velocity":7.7,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":6.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":16.47,"youth_unemployment_year":2025,"ai_use_share_pct":27.2,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"CU","name":"Cuba","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2012,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.24,"weighted_robotics_risk":4.12,"weighted_offshoring_risk":2.52,"weighted_wfh_potential":3.38,"total_employment_thousands":4843.89,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":37.81,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","wb_data_available":true,"youth_unemployment_rate":4.28,"youth_unemployment_year":2025,"ai_use_share_pct":6.8,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"CW","name":"Curaçao","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2020,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.7,"weighted_robotics_risk":3.58,"weighted_offshoring_risk":3.03,"weighted_wfh_potential":4.03,"total_employment_thousands":51.26,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":53.17,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":7.9,"risk_velocity_label":"Disruption arriving (3-7 years)","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"CY","name":"Cyprus","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":39,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR)","weighted_ai_exposure":4.98,"weighted_robotics_risk":3.7,"weighted_offshoring_risk":3.27,"weighted_wfh_potential":4.17,"total_employment_thousands":500.9,"wage_type":"mean","wage_managers_usd":74325.6,"wage_professionals_usd":41170.68,"wage_clerks_usd":20326.68,"wage_elementary_usd":16462.44,"female_labor_force_pct":47.1,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":2.65,"risk_velocity":8.7,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.4,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","wb_data_available":true,"youth_unemployment_rate":12.71,"youth_unemployment_year":2025},{"code":"CZ","name":"Czechia","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.84,"weighted_robotics_risk":4.03,"weighted_offshoring_risk":3.06,"weighted_wfh_potential":3.87,"total_employment_thousands":5224.6,"wage_type":"mean","wage_managers_usd":50934.96,"wage_professionals_usd":33116.04,"wage_clerks_usd":18037.08,"wage_elementary_usd":13011.84,"female_labor_force_pct":46.5,"oecd_avg_annual_wage_usd_ppp":43607.14,"informal_employment_rate":3.8,"risk_velocity":8.8,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.2,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":9.22,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":31.2,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"CI","name":"Côte d'Ivoire","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.32,"weighted_robotics_risk":5.37,"weighted_offshoring_risk":1.03,"weighted_wfh_potential":1.54,"total_employment_thousands":11491.52,"wage_type":"median","wage_managers_usd":7084.93,"wage_professionals_usd":5701.01,"wage_clerks_usd":3385.73,"wage_elementary_usd":1414.36,"female_labor_force_pct":46.57,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":92.12,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.1,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":0.9,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":4.01,"youth_unemployment_year":2025,"ai_use_share_pct":13.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"DK","name":"Denmark","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.13,"weighted_robotics_risk":3.47,"weighted_offshoring_risk":3.36,"weighted_wfh_potential":4.26,"total_employment_thousands":3009.0,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":46.8,"oecd_avg_annual_wage_usd_ppp":78090.45,"informal_employment_rate":7.07,"risk_velocity":9.3,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.8,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":11.74,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":32.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"DJ","name":"Djibouti","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2017,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.51,"weighted_robotics_risk":3.63,"weighted_offshoring_risk":2.8,"weighted_wfh_potential":3.57,"total_employment_thousands":79.84,"wage_type":"median","wage_managers_usd":11129.99,"wage_professionals_usd":9323.52,"wage_clerks_usd":5411.86,"wage_elementary_usd":2399.92,"female_labor_force_pct":24.87,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":47.62,"risk_velocity":0.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":2.2,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":76.77,"youth_unemployment_year":2025},{"code":"DO","name":"Dominican Republic","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.9,"weighted_robotics_risk":4.45,"weighted_offshoring_risk":2.04,"weighted_wfh_potential":2.67,"total_employment_thousands":5139.95,"wage_type":"median","wage_managers_usd":14668.03,"wage_professionals_usd":10843.13,"wage_clerks_usd":4922.11,"wage_elementary_usd":3473.99,"female_labor_force_pct":42.43,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":53.5,"risk_velocity":0.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.1,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":12.31,"youth_unemployment_year":2025,"ai_use_share_pct":25.8,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"EC","name":"Ecuador","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.34,"weighted_robotics_risk":5.02,"weighted_offshoring_risk":1.4,"weighted_wfh_potential":1.89,"total_employment_thousands":8327.25,"wage_type":"median","wage_managers_usd":16828.74,"wage_professionals_usd":11387.35,"wage_clerks_usd":7635.68,"wage_elementary_usd":4579.6,"female_labor_force_pct":41.0,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":68.45,"risk_velocity":1.8,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":4.1,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":8.16,"youth_unemployment_year":2025,"ai_use_share_pct":20.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"EG","name":"Egypt","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.87,"weighted_robotics_risk":4.65,"weighted_offshoring_risk":1.92,"weighted_wfh_potential":2.65,"total_employment_thousands":29927.56,"wage_type":"median","wage_managers_usd":1695.52,"wage_professionals_usd":1405.1,"wage_clerks_usd":1325.33,"wage_elementary_usd":1160.6,"female_labor_force_pct":16.5,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":68.61,"risk_velocity":0.6,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":8.8,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":18.29,"youth_unemployment_year":2025,"ai_use_share_pct":15.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SV","name":"El Salvador","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.56,"weighted_robotics_risk":4.67,"weighted_offshoring_risk":1.65,"weighted_wfh_potential":2.18,"total_employment_thousands":2993.67,"wage_type":"median","wage_managers_usd":12902.81,"wage_professionals_usd":10429.02,"wage_clerks_usd":7380.22,"wage_elementary_usd":4088.99,"female_labor_force_pct":42.2,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":63.95,"risk_velocity":1.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":7.4,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.5,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":7.81,"youth_unemployment_year":2025,"ai_use_share_pct":20.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"GQ","name":"Equatorial Guinea","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.84,"weighted_robotics_risk":4.44,"weighted_offshoring_risk":1.84,"weighted_wfh_potential":2.55,"total_employment_thousands":373.44,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":33.26,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.4,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":15.74,"youth_unemployment_year":2025},{"code":"ER","name":"Eritrea","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.36,"weighted_robotics_risk":4.75,"weighted_offshoring_risk":1.27,"weighted_wfh_potential":1.96,"total_employment_thousands":681.77,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":38.74,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":10.24,"youth_unemployment_year":2025,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"EE","name":"Estonia","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":37,"detail_occupation_count":0,"year":2024,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR) - some occupations derived from hourly x 1700 hrs/yr; OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.89,"weighted_robotics_risk":3.93,"weighted_offshoring_risk":3.13,"weighted_wfh_potential":3.99,"total_employment_thousands":695.3,"wage_type":"mean","wage_managers_usd":35497.44,"wage_professionals_usd":31191.48,"wage_clerks_usd":20279.16,"wage_elementary_usd":13934.16,"female_labor_force_pct":50.08,"oecd_avg_annual_wage_usd_ppp":41019.04,"informal_employment_rate":5.98,"risk_velocity":8.4,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.7,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":19.7,"youth_unemployment_year":2025,"oecd_wage_year":2025},{"code":"SZ","name":"Eswatini","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.67,"weighted_robotics_risk":4.61,"weighted_offshoring_risk":1.78,"weighted_wfh_potential":2.42,"total_employment_thousands":219.42,"wage_type":"median","wage_managers_usd":19926.46,"wage_professionals_usd":8082.17,"wage_clerks_usd":6616.46,"wage_elementary_usd":2255.56,"female_labor_force_pct":49.39,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":53.3,"risk_velocity":0.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.3,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":7.6,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":54.33,"youth_unemployment_year":2025},{"code":"ET","name":"Ethiopia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":2.94,"weighted_robotics_risk":5.73,"weighted_offshoring_risk":0.8,"weighted_wfh_potential":1.21,"total_employment_thousands":36561.45,"wage_type":"median","wage_managers_usd":2197.84,"wage_professionals_usd":2164.64,"wage_clerks_usd":1164.8,"wage_elementary_usd":576.78,"female_labor_force_pct":42.23,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":77.65,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":5.35,"youth_unemployment_year":2025,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"FJ","name":"Fiji","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.95,"weighted_robotics_risk":4.67,"weighted_offshoring_risk":2.01,"weighted_wfh_potential":2.75,"total_employment_thousands":319.04,"wage_type":"median","wage_managers_usd":11815.32,"wage_professionals_usd":9911.3,"wage_clerks_usd":7235.51,"wage_elementary_usd":5110.44,"female_labor_force_pct":33.32,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":45.7,"risk_velocity":0.4,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":15.21,"youth_unemployment_year":2025},{"code":"FI","name":"Finland","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.91,"weighted_robotics_risk":3.68,"weighted_offshoring_risk":3.14,"weighted_wfh_potential":4.01,"total_employment_thousands":2569.8,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.49,"oecd_avg_annual_wage_usd_ppp":63053.42,"informal_employment_rate":2.0,"risk_velocity":8.5,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.2,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":21.48,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":30.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"FR","name":"France","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.06,"weighted_robotics_risk":3.59,"weighted_offshoring_risk":3.27,"weighted_wfh_potential":4.22,"total_employment_thousands":28782.3,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.88,"oecd_avg_annual_wage_usd_ppp":60483.17,"informal_employment_rate":3.78,"risk_velocity":9.9,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.0,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":18.89,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":49.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PF","name":"French Polynesia","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.09,"weighted_robotics_risk":3.4,"weighted_offshoring_risk":3.52,"weighted_wfh_potential":4.5,"total_employment_thousands":90.42,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":44.68,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":6.3,"risk_velocity_label":"Disruption arriving (3-7 years)","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":36.57,"youth_unemployment_year":2025},{"code":"GA","name":"Gabon","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.74,"weighted_robotics_risk":4.43,"weighted_offshoring_risk":1.82,"weighted_wfh_potential":2.45,"total_employment_thousands":511.15,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":42.91,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":86.05,"risk_velocity":0.4,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.1,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":36.28,"youth_unemployment_year":2025,"ai_use_share_pct":15.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"GM","name":"Gambia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.4,"weighted_robotics_risk":4.91,"weighted_offshoring_risk":1.27,"weighted_wfh_potential":1.86,"total_employment_thousands":683.57,"wage_type":"median","wage_managers_usd":2090.74,"wage_professionals_usd":1257.23,"wage_clerks_usd":1024.5,"wage_elementary_usd":798.59,"female_labor_force_pct":48.12,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":84.06,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.8,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":10.86,"youth_unemployment_year":2025,"ai_use_share_pct":11.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"GE","name":"Georgia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.93,"weighted_robotics_risk":4.67,"weighted_offshoring_risk":2.01,"weighted_wfh_potential":2.76,"total_employment_thousands":1744.79,"wage_type":"median","wage_managers_usd":8994.6,"wage_professionals_usd":4967.96,"wage_clerks_usd":4263.35,"wage_elementary_usd":2510.94,"female_labor_force_pct":48.14,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":51.46,"risk_velocity":7.8,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":5.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","sovereign_buffer":6.9,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":30.26,"youth_unemployment_year":2025,"ai_use_share_pct":21.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"DE","name":"Germany","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.3,"weighted_robotics_risk":3.68,"weighted_offshoring_risk":3.51,"weighted_wfh_potential":4.38,"total_employment_thousands":42098.2,"wage_type":"mean","wage_managers_usd":120177.0,"wage_professionals_usd":77987.88,"wage_clerks_usd":46899.0,"wage_elementary_usd":31626.72,"female_labor_force_pct":46.98,"oecd_avg_annual_wage_usd_ppp":76284.52,"informal_employment_rate":3.95,"risk_velocity":9.6,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.8,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":6.86,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":32.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"GH","name":"Ghana","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.39,"weighted_robotics_risk":5.15,"weighted_offshoring_risk":1.18,"weighted_wfh_potential":1.77,"total_employment_thousands":48356.44,"wage_type":"median","wage_managers_usd":3324.7,"wage_professionals_usd":2512.88,"wage_clerks_usd":1872.35,"wage_elementary_usd":2107.22,"female_labor_force_pct":54.75,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":78.05,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":5.83,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"GR","name":"Greece","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.88,"weighted_robotics_risk":4.18,"weighted_offshoring_risk":2.86,"weighted_wfh_potential":3.68,"total_employment_thousands":4326.6,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":43.52,"oecd_avg_annual_wage_usd_ppp":32412.15,"informal_employment_rate":4.33,"risk_velocity":9.5,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":5.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":21.39,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":21.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"GD","name":"Grenada","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.24,"weighted_robotics_risk":4.66,"weighted_offshoring_risk":1.49,"weighted_wfh_potential":1.92,"total_employment_thousands":52.22,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":43.99,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":48.05,"risk_velocity":3.0,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"GU","name":"Guam","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.16,"weighted_robotics_risk":3.46,"weighted_offshoring_risk":3.56,"weighted_wfh_potential":4.55,"total_employment_thousands":62.38,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":45.47,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":1.0,"risk_velocity_label":"Disruption distant (12+ years)","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":13.81,"youth_unemployment_year":2025},{"code":"GT","name":"Guatemala","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.34,"weighted_robotics_risk":4.82,"weighted_offshoring_risk":1.4,"weighted_wfh_potential":1.89,"total_employment_thousands":7575.09,"wage_type":"median","wage_managers_usd":15461.65,"wage_professionals_usd":11424.25,"wage_clerks_usd":7720.99,"wage_elementary_usd":3117.58,"female_labor_force_pct":43.21,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":75.93,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":4.76,"youth_unemployment_year":2025,"ai_use_share_pct":17.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"GN","name":"Guinea","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.35,"weighted_robotics_risk":5.2,"weighted_offshoring_risk":1.1,"weighted_wfh_potential":1.66,"total_employment_thousands":3189.36,"wage_type":"median","wage_managers_usd":3012.22,"wage_professionals_usd":2310.7,"wage_clerks_usd":2368.57,"wage_elementary_usd":1300.08,"female_labor_force_pct":44.7,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":7.02,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"GW","name":"Guinea-Bissau","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.01,"weighted_robotics_risk":5.47,"weighted_offshoring_risk":0.94,"weighted_wfh_potential":1.36,"total_employment_thousands":711.48,"wage_type":"median","wage_managers_usd":3677.28,"wage_professionals_usd":2317.06,"wage_clerks_usd":2293.62,"wage_elementary_usd":980.02,"female_labor_force_pct":49.7,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":94.77,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.5,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":2.2,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":2.84,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"GY","name":"Guyana","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.76,"weighted_robotics_risk":4.53,"weighted_offshoring_risk":1.87,"weighted_wfh_potential":2.53,"total_employment_thousands":248.49,"wage_type":"median","wage_managers_usd":8952.32,"wage_professionals_usd":6398.65,"wage_clerks_usd":4787.57,"wage_elementary_usd":4320.66,"female_labor_force_pct":37.98,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":51.25,"risk_velocity":1.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":24.9,"youth_unemployment_year":2025,"ai_use_share_pct":11.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"HT","name":"Haiti","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2003,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.29,"weighted_robotics_risk":5.47,"weighted_offshoring_risk":1.01,"weighted_wfh_potential":1.52,"total_employment_thousands":1905.13,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":41.31,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":91.61,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.4,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":37.52,"youth_unemployment_year":2025,"ai_use_share_pct":8.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"HN","name":"Honduras","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.33,"weighted_robotics_risk":4.77,"weighted_offshoring_risk":1.42,"weighted_wfh_potential":1.92,"total_employment_thousands":4074.84,"wage_type":"median","wage_managers_usd":11228.52,"wage_professionals_usd":11622.95,"wage_clerks_usd":7672.49,"wage_elementary_usd":2843.76,"female_labor_force_pct":39.57,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":82.61,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.3,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":3.2,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":8.53,"youth_unemployment_year":2025,"ai_use_share_pct":14.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"HK","name":"Hong Kong","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":6,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.17,"weighted_robotics_risk":3.39,"weighted_offshoring_risk":3.79,"weighted_wfh_potential":4.89,"total_employment_thousands":2748.42,"wage_type":"median","wage_managers_usd":61837.74,"wage_professionals_usd":61837.74,"wage_clerks_usd":21334.02,"wage_elementary_usd":10821.6,"female_labor_force_pct":53.72,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":9.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":8.96,"youth_unemployment_year":2025},{"code":"HU","name":"Hungary","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":40,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.82,"weighted_robotics_risk":4.12,"weighted_offshoring_risk":3.0,"weighted_wfh_potential":3.81,"total_employment_thousands":4666.0,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.01,"oecd_avg_annual_wage_usd_ppp":39144.85,"informal_employment_rate":9.86,"risk_velocity":8.7,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.1,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":4.5,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":14.21,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":33.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"IS","name":"Iceland","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":36,"detail_occupation_count":0,"year":2024,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.95,"weighted_robotics_risk":3.34,"weighted_offshoring_risk":2.99,"weighted_wfh_potential":4.2,"total_employment_thousands":227.6,"wage_type":"mean","wage_managers_usd":128914.2,"wage_professionals_usd":92011.68,"wage_clerks_usd":66913.56,"wage_elementary_usd":68028.12,"female_labor_force_pct":45.21,"oecd_avg_annual_wage_usd_ppp":100605.43,"informal_employment_rate":1.99,"risk_velocity":8.7,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":8.4,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","sovereign_buffer":4.7,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":8.67,"youth_unemployment_year":2025,"oecd_wage_year":2025},{"code":"IN","name":"India","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.26,"weighted_robotics_risk":5.24,"weighted_offshoring_risk":1.23,"weighted_wfh_potential":1.77,"total_employment_thousands":476557.09,"wage_type":"median","wage_managers_usd":6949.12,"wage_professionals_usd":5272.86,"wage_clerks_usd":3339.05,"wage_elementary_usd":1587.44,"female_labor_force_pct":31.23,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":87.2,"risk_velocity":1.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":16.02,"youth_unemployment_year":2025,"ai_use_share_pct":18.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"ID","name":"Indonesia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.44,"weighted_robotics_risk":4.96,"weighted_offshoring_risk":1.42,"weighted_wfh_potential":1.96,"total_employment_thousands":139242.44,"wage_type":"median","wage_managers_usd":5676.55,"wage_professionals_usd":2705.33,"wage_clerks_usd":2832.14,"wage_elementary_usd":1496.04,"female_labor_force_pct":39.15,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":80.97,"risk_velocity":2.4,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.5,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":12.98,"youth_unemployment_year":2025,"ai_use_share_pct":14.8,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"IR","name":"Iran, Islamic Republic of","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.71,"weighted_robotics_risk":4.68,"weighted_offshoring_risk":1.82,"weighted_wfh_potential":2.49,"total_employment_thousands":24075.55,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":16.42,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":4.9,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.4,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":9.0,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":21.9,"youth_unemployment_year":2025,"ai_use_share_pct":12.8,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"IQ","name":"Iraq","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.77,"weighted_robotics_risk":4.36,"weighted_offshoring_risk":1.88,"weighted_wfh_potential":2.55,"total_employment_thousands":8462.7,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":11.59,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":67.64,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.4,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":32.01,"youth_unemployment_year":2025,"ai_use_share_pct":13.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"IE","name":"Ireland","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":37,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.11,"weighted_robotics_risk":3.58,"weighted_offshoring_risk":3.28,"weighted_wfh_potential":4.25,"total_employment_thousands":2776.4,"wage_type":"mean","wage_managers_usd":94691.16,"wage_professionals_usd":74615.04,"wage_clerks_usd":42644.88,"wage_elementary_usd":35803.08,"female_labor_force_pct":47.34,"oecd_avg_annual_wage_usd_ppp":70112.82,"informal_employment_rate":3.89,"risk_velocity":8.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.6,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","wb_data_available":true,"youth_unemployment_rate":10.49,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":49.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"IM","name":"Isle of Man","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":8,"detail_occupation_count":0,"year":2016,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.07,"weighted_robotics_risk":3.3,"weighted_offshoring_risk":3.5,"weighted_wfh_potential":4.66,"total_employment_thousands":41.64,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.13,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"IL","name":"Israel","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.08,"weighted_robotics_risk":3.25,"weighted_offshoring_risk":3.6,"weighted_wfh_potential":4.66,"total_employment_thousands":4072.67,"wage_type":"median","wage_managers_usd":76022.58,"wage_professionals_usd":57581.6,"wage_clerks_usd":27483.14,"wage_elementary_usd":19050.23,"female_labor_force_pct":49.19,"oecd_avg_annual_wage_usd_ppp":57425.88,"informal_employment_rate":null,"risk_velocity":7.6,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.3,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":6.03,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":38.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"IT","name":"Italy","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":42,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.82,"weighted_robotics_risk":4.03,"weighted_offshoring_risk":2.97,"weighted_wfh_potential":3.75,"total_employment_thousands":24053.1,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":42.58,"oecd_avg_annual_wage_usd_ppp":53864.16,"informal_employment_rate":10.94,"risk_velocity":8.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":5.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":20.55,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":31.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"JM","name":"Jamaica","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.12,"weighted_robotics_risk":4.31,"weighted_offshoring_risk":2.22,"weighted_wfh_potential":3.04,"total_employment_thousands":1264.19,"wage_type":"median","wage_managers_usd":11241.82,"wage_professionals_usd":9258.25,"wage_clerks_usd":3587.04,"wage_elementary_usd":1935.42,"female_labor_force_pct":45.54,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":54.64,"risk_velocity":1.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":3.5,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":10.81,"youth_unemployment_year":2025,"ai_use_share_pct":25.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"JP","name":"Japan","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.92,"weighted_robotics_risk":4.15,"weighted_offshoring_risk":3.19,"weighted_wfh_potential":4.01,"total_employment_thousands":70550.0,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":44.65,"oecd_avg_annual_wage_usd_ppp":50182.65,"informal_employment_rate":null,"risk_velocity":8.8,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":8.0,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":3.9,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":24.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"JO","name":"Jordan","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.93,"weighted_robotics_risk":4.19,"weighted_offshoring_risk":2.1,"weighted_wfh_potential":2.74,"total_employment_thousands":2857.75,"wage_type":"median","wage_managers_usd":10771.37,"wage_professionals_usd":8583.23,"wage_clerks_usd":6885.92,"wage_elementary_usd":4272.97,"female_labor_force_pct":18.41,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":54.22,"risk_velocity":0.8,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":3.1,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":38.88,"youth_unemployment_year":2025,"ai_use_share_pct":31.2,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"KZ","name":"Kazakhstan","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2013,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.99,"weighted_robotics_risk":4.28,"weighted_offshoring_risk":2.27,"weighted_wfh_potential":3.0,"total_employment_thousands":8570.6,"wage_type":"median","wage_managers_usd":11046.14,"wage_professionals_usd":6025.79,"wage_clerks_usd":4818.17,"wage_elementary_usd":2274.7,"female_labor_force_pct":48.79,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":5.5,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":6.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.9,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":3.81,"youth_unemployment_year":2025,"ai_use_share_pct":16.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"KE","name":"Kenya","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.25,"weighted_robotics_risk":5.25,"weighted_offshoring_risk":1.24,"weighted_wfh_potential":1.85,"total_employment_thousands":16785.01,"wage_type":"median","wage_managers_usd":6891.73,"wage_professionals_usd":3696.04,"wage_clerks_usd":2984.45,"wage_elementary_usd":565.79,"female_labor_force_pct":46.03,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":86.49,"risk_velocity":0.7,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":15.25,"youth_unemployment_year":2025,"ai_use_share_pct":8.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"KI","name":"Kiribati","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.51,"weighted_robotics_risk":4.44,"weighted_offshoring_risk":1.69,"weighted_wfh_potential":2.32,"total_employment_thousands":41.24,"wage_type":"median","wage_managers_usd":8685.05,"wage_professionals_usd":5118.46,"wage_clerks_usd":4535.83,"wage_elementary_usd":3530.63,"female_labor_force_pct":44.18,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":61.52,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.2,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"KP","name":"Korea, Democratic People's Republic of","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.5,"weighted_robotics_risk":4.95,"weighted_offshoring_risk":1.38,"weighted_wfh_potential":2.01,"total_employment_thousands":7569.25,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":40.92,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":7.9,"youth_unemployment_year":2025},{"code":"KR","name":"South Korea","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.85,"weighted_robotics_risk":3.87,"weighted_offshoring_risk":3.36,"weighted_wfh_potential":4.13,"total_employment_thousands":28768.9,"wage_type":"median","wage_managers_usd":110592.25,"wage_professionals_usd":43105.15,"wage_clerks_usd":42333.92,"wage_elementary_usd":22198.36,"female_labor_force_pct":44.58,"oecd_avg_annual_wage_usd_ppp":61259.16,"informal_employment_rate":29.12,"risk_velocity":9.8,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":6.8,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":6.7,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":40.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"KW","name":"Kuwait","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2016,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.56,"weighted_robotics_risk":4.53,"weighted_offshoring_risk":1.82,"weighted_wfh_potential":2.45,"total_employment_thousands":2497.11,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":24.01,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.4,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":15.06,"youth_unemployment_year":2025,"ai_use_share_pct":22.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"KG","name":"Kyrgyzstan","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.67,"weighted_robotics_risk":4.72,"weighted_offshoring_risk":1.73,"weighted_wfh_potential":2.38,"total_employment_thousands":2591.81,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":39.08,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":57.55,"risk_velocity":2.0,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":5.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.2,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":8.23,"youth_unemployment_year":2025,"ai_use_share_pct":10.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"LA","name":"Lao People's Democratic Republic","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.2,"weighted_robotics_risk":5.75,"weighted_offshoring_risk":0.92,"weighted_wfh_potential":1.42,"total_employment_thousands":3509.1,"wage_type":"median","wage_managers_usd":2391.74,"wage_professionals_usd":2020.33,"wage_clerks_usd":2432.36,"wage_elementary_usd":2307.72,"female_labor_force_pct":47.82,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":90.49,"risk_velocity":0.6,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":2.38,"youth_unemployment_year":2025,"ai_use_share_pct":8.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"LV","name":"Latvia","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":40,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.7,"weighted_robotics_risk":3.89,"weighted_offshoring_risk":2.9,"weighted_wfh_potential":3.88,"total_employment_thousands":875.6,"wage_type":"mean","wage_managers_usd":29975.4,"wage_professionals_usd":29353.32,"wage_clerks_usd":17236.8,"wage_elementary_usd":11921.04,"female_labor_force_pct":50.67,"oecd_avg_annual_wage_usd_ppp":44708.84,"informal_employment_rate":9.65,"risk_velocity":7.2,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.1,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":12.95,"youth_unemployment_year":2025,"oecd_wage_year":2025},{"code":"LB","name":"Lebanon","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.93,"weighted_robotics_risk":4.08,"weighted_offshoring_risk":2.16,"weighted_wfh_potential":2.97,"total_employment_thousands":1584.82,"wage_type":"median","wage_managers_usd":20400.86,"wage_professionals_usd":13230.24,"wage_clerks_usd":10254.48,"wage_elementary_usd":5115.44,"female_labor_force_pct":30.54,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":55.45,"risk_velocity":0.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null,"ai_use_share_pct":27.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"LS","name":"Lesotho","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.02,"weighted_robotics_risk":5.47,"weighted_offshoring_risk":0.98,"weighted_wfh_potential":1.43,"total_employment_thousands":803.32,"wage_type":"median","wage_managers_usd":4170.88,"wage_professionals_usd":4449.31,"wage_clerks_usd":2059.56,"wage_elementary_usd":856.52,"female_labor_force_pct":43.83,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":89.13,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":9.8,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":24.67,"youth_unemployment_year":2025,"ai_use_share_pct":9.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"LR","name":"Liberia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2017,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.66,"weighted_robotics_risk":4.87,"weighted_offshoring_risk":1.55,"weighted_wfh_potential":2.26,"total_employment_thousands":650.32,"wage_type":"median","wage_managers_usd":25279.96,"wage_professionals_usd":16999.66,"wage_clerks_usd":15106.62,"wage_elementary_usd":15621.9,"female_labor_force_pct":48.77,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":89.35,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.5,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":2.3,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"LY","name":"Libya","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.47,"weighted_robotics_risk":4.05,"weighted_offshoring_risk":2.67,"weighted_wfh_potential":3.55,"total_employment_thousands":1664.84,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":29.92,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.8,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":50.06,"youth_unemployment_year":2025,"ai_use_share_pct":15.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"LT","name":"Lithuania","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":39,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.95,"weighted_robotics_risk":3.7,"weighted_offshoring_risk":3.23,"weighted_wfh_potential":4.23,"total_employment_thousands":1455.9,"wage_type":"mean","wage_managers_usd":37005.12,"wage_professionals_usd":31937.76,"wage_clerks_usd":20293.2,"wage_elementary_usd":13244.04,"female_labor_force_pct":49.86,"oecd_avg_annual_wage_usd_ppp":58111.6,"informal_employment_rate":5.62,"risk_velocity":7.5,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.2,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":13.76,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":25.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"LU","name":"Luxembourg","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":36,"detail_occupation_count":0,"year":2022,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.87,"weighted_robotics_risk":2.86,"weighted_offshoring_risk":4.42,"weighted_wfh_potential":5.57,"total_employment_thousands":302.4,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":45.19,"oecd_avg_annual_wage_usd_ppp":98529.75,"informal_employment_rate":5.97,"risk_velocity":9.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","wb_data_available":true,"youth_unemployment_rate":21.47,"youth_unemployment_year":2025,"oecd_wage_year":2025},{"code":"MO","name":"Macao","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.74,"weighted_robotics_risk":3.23,"weighted_offshoring_risk":4.09,"weighted_wfh_potential":5.21,"total_employment_thousands":358.71,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":51.06,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":7.7,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.7,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":6.78,"youth_unemployment_year":2025},{"code":"MG","name":"Madagascar","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":2.91,"weighted_robotics_risk":5.73,"weighted_offshoring_risk":0.79,"weighted_wfh_potential":1.2,"total_employment_thousands":11855.4,"wage_type":"median","wage_managers_usd":1678.14,"wage_professionals_usd":1064.92,"wage_clerks_usd":992.54,"wage_elementary_usd":377.75,"female_labor_force_pct":47.25,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":96.08,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":5.25,"youth_unemployment_year":2025,"ai_use_share_pct":11.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"MW","name":"Malawi","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.38,"weighted_robotics_risk":4.77,"weighted_offshoring_risk":1.38,"weighted_wfh_potential":2.17,"total_employment_thousands":4998.57,"wage_type":"median","wage_managers_usd":2458.39,"wage_professionals_usd":1598.53,"wage_clerks_usd":1555.67,"wage_elementary_usd":460.49,"female_labor_force_pct":47.45,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":92.65,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":4.8,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":6.95,"youth_unemployment_year":2025,"ai_use_share_pct":11.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"MY","name":"Malaysia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2014,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.13,"weighted_robotics_risk":4.42,"weighted_offshoring_risk":2.28,"weighted_wfh_potential":3.0,"total_employment_thousands":13852.6,"wage_type":"median","wage_managers_usd":18496.09,"wage_professionals_usd":15133.16,"wage_clerks_usd":6765.82,"wage_elementary_usd":4930.2,"female_labor_force_pct":38.01,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":5.2,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":6.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.7,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":11.95,"youth_unemployment_year":2025,"ai_use_share_pct":22.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"MV","name":"Maldives","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.42,"weighted_robotics_risk":4.13,"weighted_offshoring_risk":2.63,"weighted_wfh_potential":3.5,"total_employment_thousands":191.75,"wage_type":"median","wage_managers_usd":15503.5,"wage_professionals_usd":11332.39,"wage_clerks_usd":7351.6,"wage_elementary_usd":5358.6,"female_labor_force_pct":42.83,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":47.33,"risk_velocity":3.2,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":4.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":2.9,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":15.69,"youth_unemployment_year":2025},{"code":"ML","name":"Mali","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.33,"weighted_robotics_risk":5.49,"weighted_offshoring_risk":1.02,"weighted_wfh_potential":1.55,"total_employment_thousands":6970.71,"wage_type":"median","wage_managers_usd":4817.65,"wage_professionals_usd":3536.29,"wage_clerks_usd":2162.51,"wage_elementary_usd":790.13,"female_labor_force_pct":38.04,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":92.77,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":3.5,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":3.88,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"MT","name":"Malta","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":38,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy)","weighted_ai_exposure":4.89,"weighted_robotics_risk":3.61,"weighted_offshoring_risk":3.07,"weighted_wfh_potential":4.03,"total_employment_thousands":328.1,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":40.72,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":9.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.9,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":8.43,"youth_unemployment_year":2025},{"code":"MH","name":"Marshall Islands","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.21,"weighted_robotics_risk":4.1,"weighted_offshoring_risk":2.39,"weighted_wfh_potential":3.28,"total_employment_thousands":12.35,"wage_type":"median","wage_managers_usd":18377.99,"wage_professionals_usd":11617.07,"wage_clerks_usd":6733.61,"wage_elementary_usd":7443.01,"female_labor_force_pct":36.19,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":32.58,"risk_velocity":0.4,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.3,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.3,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"MR","name":"Mauritania","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.25,"weighted_robotics_risk":4.07,"weighted_offshoring_risk":2.35,"weighted_wfh_potential":3.17,"total_employment_thousands":623.23,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":28.75,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":89.31,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.4,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":22.92,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"MU","name":"Mauritius","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.3,"weighted_robotics_risk":4.08,"weighted_offshoring_risk":2.55,"weighted_wfh_potential":3.31,"total_employment_thousands":546.64,"wage_type":"median","wage_managers_usd":22710.02,"wage_professionals_usd":12293.21,"wage_clerks_usd":7240.85,"wage_elementary_usd":4648.96,"female_labor_force_pct":42.16,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":23.45,"risk_velocity":4.9,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":4.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":17.37,"youth_unemployment_year":2025},{"code":"MX","name":"Mexico","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":3.83,"weighted_robotics_risk":4.53,"weighted_offshoring_risk":2.0,"weighted_wfh_potential":2.63,"total_employment_thousands":59026.48,"wage_type":"median","wage_managers_usd":13831.75,"wage_professionals_usd":10816.04,"wage_clerks_usd":7272.71,"wage_elementary_usd":4402.18,"female_labor_force_pct":41.01,"oecd_avg_annual_wage_usd_ppp":24463.12,"informal_employment_rate":56.88,"risk_velocity":2.2,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":5.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.6,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":5.71,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":21.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"FM","name":"Micronesia, Federated States of","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2014,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.82,"weighted_robotics_risk":4.87,"weighted_offshoring_risk":1.85,"weighted_wfh_potential":2.55,"total_employment_thousands":30.19,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":33.72,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.7,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":8.1,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"MD","name":"Moldova, Republic of","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.56,"weighted_robotics_risk":5.21,"weighted_offshoring_risk":1.47,"weighted_wfh_potential":2.18,"total_employment_thousands":1409.55,"wage_type":"median","wage_managers_usd":9242.2,"wage_professionals_usd":8056.42,"wage_clerks_usd":6680.32,"wage_elementary_usd":4141.97,"female_labor_force_pct":52.7,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":55.37,"risk_velocity":7.7,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":6.1,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":7.7,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":4.2,"youth_unemployment_year":2025,"ai_use_share_pct":19.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"MN","name":"Mongolia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.98,"weighted_robotics_risk":4.51,"weighted_offshoring_risk":2.09,"weighted_wfh_potential":2.98,"total_employment_thousands":1364.78,"wage_type":"median","wage_managers_usd":8714.56,"wage_professionals_usd":7248.08,"wage_clerks_usd":5480.98,"wage_elementary_usd":4656.67,"female_labor_force_pct":44.73,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":27.45,"risk_velocity":4.0,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":7.6,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":8.4,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":11.71,"youth_unemployment_year":2025,"ai_use_share_pct":17.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"ME","name":"Montenegro","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":32,"detail_occupation_count":0,"year":2020,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy)","weighted_ai_exposure":4.69,"weighted_robotics_risk":3.94,"weighted_offshoring_risk":2.75,"weighted_wfh_potential":3.59,"total_employment_thousands":213.1,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":43.96,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":8.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":24.44,"youth_unemployment_year":2025},{"code":"MS","name":"Montserrat","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2020,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.51,"weighted_robotics_risk":3.79,"weighted_offshoring_risk":2.8,"weighted_wfh_potential":3.69,"total_employment_thousands":2.49,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":49.58,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"MA","name":"Morocco","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2014,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.14,"weighted_robotics_risk":4.83,"weighted_offshoring_risk":1.25,"weighted_wfh_potential":1.72,"total_employment_thousands":9378.72,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":18.06,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":1.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.9,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":21.88,"youth_unemployment_year":2025,"ai_use_share_pct":12.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"MZ","name":"Mozambique","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.15,"weighted_robotics_risk":5.96,"weighted_offshoring_risk":0.79,"weighted_wfh_potential":1.31,"total_employment_thousands":12192.28,"wage_type":"median","wage_managers_usd":9909.22,"wage_professionals_usd":4832.51,"wage_clerks_usd":2694.38,"wage_elementary_usd":945.46,"female_labor_force_pct":51.94,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":95.51,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.0,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":2.4,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":11.61,"youth_unemployment_year":2025,"ai_use_share_pct":11.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"MM","name":"Myanmar","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2020,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.19,"weighted_robotics_risk":5.37,"weighted_offshoring_risk":1.05,"weighted_wfh_potential":1.54,"total_employment_thousands":22274.73,"wage_type":"median","wage_managers_usd":3767.02,"wage_professionals_usd":1939.25,"wage_clerks_usd":2260.39,"wage_elementary_usd":1242.16,"female_labor_force_pct":41.02,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":80.71,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":9.81,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"NA","name":"Namibia","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.62,"weighted_robotics_risk":3.7,"weighted_offshoring_risk":2.84,"weighted_wfh_potential":3.8,"total_employment_thousands":545.73,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":44.67,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":55.64,"risk_velocity":0.7,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":38.05,"youth_unemployment_year":2025,"ai_use_share_pct":15.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"NR","name":"Nauru","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.49,"weighted_robotics_risk":3.96,"weighted_offshoring_risk":2.81,"weighted_wfh_potential":3.56,"total_employment_thousands":2.53,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.69,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":93.92,"risk_velocity":1.6,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.3,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"NP","name":"Nepal","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2017,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.4,"weighted_robotics_risk":4.82,"weighted_offshoring_risk":1.44,"weighted_wfh_potential":1.97,"total_employment_thousands":7397.46,"wage_type":"median","wage_managers_usd":3817.13,"wage_professionals_usd":2418.68,"wage_clerks_usd":1855.58,"wage_elementary_usd":1563.88,"female_labor_force_pct":38.3,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":81.52,"risk_velocity":1.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.4,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":7.3,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":20.56,"youth_unemployment_year":2025,"ai_use_share_pct":14.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"NL","name":"Netherlands","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.44,"weighted_robotics_risk":3.33,"weighted_offshoring_risk":3.7,"weighted_wfh_potential":4.72,"total_employment_thousands":9750.4,"wage_type":"mean","wage_managers_usd":99074.88,"wage_professionals_usd":72709.92,"wage_clerks_usd":46739.16,"wage_elementary_usd":30867.48,"female_labor_force_pct":47.27,"oecd_avg_annual_wage_usd_ppp":80136.33,"informal_employment_rate":5.42,"risk_velocity":9.3,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":8.0,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":8.83,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":43.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"NC","name":"New Caledonia","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":2,"detail_occupation_count":0,"year":2014,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.25,"weighted_robotics_risk":3.8,"weighted_offshoring_risk":3.65,"weighted_wfh_potential":4.15,"total_employment_thousands":28.57,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":51.94,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":6.2,"risk_velocity_label":"Disruption arriving (3-7 years)","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":33.11,"youth_unemployment_year":2025},{"code":"NZ","name":"New Zealand","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.32,"weighted_robotics_risk":3.15,"weighted_offshoring_risk":3.75,"weighted_wfh_potential":5.02,"total_employment_thousands":2607.48,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":49.22,"oecd_avg_annual_wage_usd_ppp":60896.23,"informal_employment_rate":null,"risk_velocity":8.7,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.9,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":6.5,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":14.36,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":44.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"NI","name":"Nicaragua","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.22,"weighted_robotics_risk":4.13,"weighted_offshoring_risk":2.29,"weighted_wfh_potential":3.04,"total_employment_thousands":1694.97,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":50.18,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":81.79,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":9.54,"youth_unemployment_year":2025,"ai_use_share_pct":12.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"NE","name":"Niger","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.12,"weighted_robotics_risk":5.94,"weighted_offshoring_risk":0.72,"weighted_wfh_potential":1.22,"total_employment_thousands":9257.26,"wage_type":"median","wage_managers_usd":6869.18,"wage_professionals_usd":3221.58,"wage_clerks_usd":3034.22,"wage_elementary_usd":760.85,"female_labor_force_pct":51.04,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":98.49,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":2.3,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":0.46,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"NG","name":"Nigeria","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.31,"weighted_robotics_risk":5.28,"weighted_offshoring_risk":1.07,"weighted_wfh_potential":1.61,"total_employment_thousands":71437.04,"wage_type":"median","wage_managers_usd":863.75,"wage_professionals_usd":615.12,"wage_clerks_usd":595.09,"wage_elementary_usd":459.32,"female_labor_force_pct":49.0,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":93.14,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":5.34,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"NU","name":"Niue","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.79,"weighted_robotics_risk":3.48,"weighted_offshoring_risk":3.12,"weighted_wfh_potential":4.3,"total_employment_thousands":0.77,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":49.93,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"MK","name":"North Macedonia","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":39,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy)","weighted_ai_exposure":4.48,"weighted_robotics_risk":4.53,"weighted_offshoring_risk":2.49,"weighted_wfh_potential":3.24,"total_employment_thousands":704.1,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":42.42,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":11.96,"risk_velocity":5.0,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":5.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":28.75,"youth_unemployment_year":2025},{"code":"NO","name":"Norway","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.97,"weighted_robotics_risk":3.37,"weighted_offshoring_risk":3.42,"weighted_wfh_potential":4.46,"total_employment_thousands":2868.1,"wage_type":"mean","wage_managers_usd":100865.52,"wage_professionals_usd":79493.4,"wage_clerks_usd":59263.92,"wage_elementary_usd":49779.36,"female_labor_force_pct":47.06,"oecd_avg_annual_wage_usd_ppp":73461.54,"informal_employment_rate":2.03,"risk_velocity":9.5,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.7,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":13.42,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":49.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"OM","name":"Oman","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":8,"detail_occupation_count":0,"year":2008,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.89,"weighted_robotics_risk":4.45,"weighted_offshoring_risk":2.05,"weighted_wfh_potential":2.72,"total_employment_thousands":1124.32,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":15.78,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":1.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":13.88,"youth_unemployment_year":2025,"ai_use_share_pct":27.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PK","name":"Pakistan","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.31,"weighted_robotics_risk":5.18,"weighted_offshoring_risk":1.26,"weighted_wfh_potential":1.81,"total_employment_thousands":77608.61,"wage_type":"median","wage_managers_usd":1617.43,"wage_professionals_usd":1529.09,"wage_clerks_usd":1132.52,"wage_elementary_usd":1073.81,"female_labor_force_pct":24.18,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":88.69,"risk_velocity":0.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.4,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":9.59,"youth_unemployment_year":2025,"ai_use_share_pct":11.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PW","name":"Palau","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.51,"weighted_robotics_risk":3.69,"weighted_offshoring_risk":2.83,"weighted_wfh_potential":3.75,"total_employment_thousands":9.55,"wage_type":"median","wage_managers_usd":17939.82,"wage_professionals_usd":16297.99,"wage_clerks_usd":12965.69,"wage_elementary_usd":7853.32,"female_labor_force_pct":40.51,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":7.26,"risk_velocity":2.1,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":7.1,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"PS","name":"Palestine, State of","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.72,"weighted_robotics_risk":4.27,"weighted_offshoring_risk":1.93,"weighted_wfh_potential":2.65,"total_employment_thousands":719.89,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":19.45,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":48.8,"risk_velocity":0.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.3,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"PA","name":"Panama","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.9,"weighted_robotics_risk":4.4,"weighted_offshoring_risk":2.08,"weighted_wfh_potential":2.79,"total_employment_thousands":1968.57,"wage_type":"median","wage_managers_usd":21870.06,"wage_professionals_usd":19628.4,"wage_clerks_usd":9863.03,"wage_elementary_usd":5387.86,"female_labor_force_pct":42.6,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":55.73,"risk_velocity":4.5,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":6.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":7.7,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":19.77,"youth_unemployment_year":2025,"ai_use_share_pct":24.2,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PG","name":"Papua New Guinea","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.52,"weighted_robotics_risk":5.08,"weighted_offshoring_risk":1.44,"weighted_wfh_potential":2.04,"total_employment_thousands":3999.93,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.89,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.8,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.5,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":3.79,"youth_unemployment_year":2025,"ai_use_share_pct":7.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"PY","name":"Paraguay","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.73,"weighted_robotics_risk":4.53,"weighted_offshoring_risk":1.85,"weighted_wfh_potential":2.48,"total_employment_thousands":3185.26,"wage_type":"median","wage_managers_usd":10270.84,"wage_professionals_usd":9321.67,"wage_clerks_usd":5144.92,"wage_elementary_usd":3779.93,"female_labor_force_pct":42.14,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":64.46,"risk_velocity":1.6,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":5.4,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":11.69,"youth_unemployment_year":2025,"ai_use_share_pct":12.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PE","name":"Peru","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.55,"weighted_robotics_risk":4.8,"weighted_offshoring_risk":1.74,"weighted_wfh_potential":2.23,"total_employment_thousands":17836.15,"wage_type":"median","wage_managers_usd":22925.46,"wage_professionals_usd":12690.31,"wage_clerks_usd":7019.96,"wage_elementary_usd":4242.26,"female_labor_force_pct":44.94,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":70.46,"risk_velocity":1.7,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":7.4,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":8.1,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":9.45,"youth_unemployment_year":2025,"ai_use_share_pct":17.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PH","name":"Philippines","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.62,"weighted_robotics_risk":4.77,"weighted_offshoring_risk":1.73,"weighted_wfh_potential":2.3,"total_employment_thousands":46938.52,"wage_type":"median","wage_managers_usd":7872.56,"wage_professionals_usd":7226.48,"wage_clerks_usd":4490.44,"wage_elementary_usd":2488.06,"female_labor_force_pct":41.11,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":7.04,"youth_unemployment_year":2025,"ai_use_share_pct":20.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PL","name":"Poland","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.04,"weighted_robotics_risk":3.93,"weighted_offshoring_risk":3.18,"weighted_wfh_potential":4.09,"total_employment_thousands":17059.9,"wage_type":"mean","wage_managers_usd":33846.12,"wage_professionals_usd":22565.52,"wage_clerks_usd":14666.4,"wage_elementary_usd":11673.72,"female_labor_force_pct":46.22,"oecd_avg_annual_wage_usd_ppp":49074.08,"informal_employment_rate":14.55,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.5,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":7.9,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":10.7,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":32.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PT","name":"Portugal","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":42,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.88,"weighted_robotics_risk":3.82,"weighted_offshoring_risk":3.07,"weighted_wfh_potential":3.92,"total_employment_thousands":5245.1,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":49.19,"oecd_avg_annual_wage_usd_ppp":44937.01,"informal_employment_rate":5.32,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.0,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":20.22,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":27.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"PR","name":"Puerto Rico","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2020,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.03,"weighted_robotics_risk":3.59,"weighted_offshoring_risk":3.37,"weighted_wfh_potential":4.33,"total_employment_thousands":1029.26,"wage_type":"median","wage_managers_usd":56406.82,"wage_professionals_usd":39480.54,"wage_clerks_usd":18397.73,"wage_elementary_usd":14991.64,"female_labor_force_pct":47.52,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":13.98,"youth_unemployment_year":2025},{"code":"QA","name":"Qatar","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.12,"weighted_robotics_risk":4.26,"weighted_offshoring_risk":2.42,"weighted_wfh_potential":3.13,"total_employment_thousands":2240.51,"wage_type":"median","wage_managers_usd":140726.38,"wage_professionals_usd":88987.91,"wage_clerks_usd":63151.64,"wage_elementary_usd":10694.51,"female_labor_force_pct":17.02,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":8.8,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":0.56,"youth_unemployment_year":2025,"ai_use_share_pct":43.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"RO","name":"Romania","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy)","weighted_ai_exposure":4.26,"weighted_robotics_risk":4.7,"weighted_offshoring_risk":2.28,"weighted_wfh_potential":2.93,"total_employment_thousands":7687.9,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":42.47,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":2.43,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":8.0,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":24.54,"youth_unemployment_year":2025,"ai_use_share_pct":18.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"RU","name":"Russian Federation","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.62,"weighted_robotics_risk":3.76,"weighted_offshoring_risk":3.04,"weighted_wfh_potential":3.95,"total_employment_thousands":73457.37,"wage_type":"median","wage_managers_usd":18291.22,"wage_professionals_usd":10357.51,"wage_clerks_usd":6073.13,"wage_elementary_usd":4670.03,"female_labor_force_pct":48.95,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":19.23,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.1,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":8.8,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":7.61,"youth_unemployment_year":2025,"ai_use_share_pct":9.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"RW","name":"Rwanda","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":2.91,"weighted_robotics_risk":5.39,"weighted_offshoring_risk":0.94,"weighted_wfh_potential":1.32,"total_employment_thousands":6416.81,"wage_type":"median","wage_managers_usd":3201.25,"wage_professionals_usd":1742.12,"wage_clerks_usd":1603.45,"wage_elementary_usd":325.42,"female_labor_force_pct":50.7,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":90.06,"risk_velocity":0.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":16.41,"youth_unemployment_year":2025,"ai_use_share_pct":7.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"RE","name":"Réunion","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2012,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.11,"weighted_robotics_risk":3.68,"weighted_offshoring_risk":3.49,"weighted_wfh_potential":4.24,"total_employment_thousands":246.65,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":46.17,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"LC","name":"Saint Lucia","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.11,"weighted_robotics_risk":4.21,"weighted_offshoring_risk":2.24,"weighted_wfh_potential":3.01,"total_employment_thousands":98.11,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.35,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":29.21,"risk_velocity":1.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":7.1,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":20.25,"youth_unemployment_year":2025},{"code":"VC","name":"Saint Vincent and the Grenadines","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.93,"weighted_robotics_risk":3.54,"weighted_offshoring_risk":3.25,"weighted_wfh_potential":4.29,"total_employment_thousands":32.63,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.39,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":41.95,"youth_unemployment_year":2025},{"code":"WS","name":"Samoa","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.83,"weighted_robotics_risk":4.7,"weighted_offshoring_risk":1.87,"weighted_wfh_potential":2.6,"total_employment_thousands":52.52,"wage_type":"median","wage_managers_usd":15858.49,"wage_professionals_usd":10731.91,"wage_clerks_usd":7166.29,"wage_elementary_usd":4632.07,"female_labor_force_pct":35.32,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":51.52,"risk_velocity":1.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.1,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":12.98,"youth_unemployment_year":2025},{"code":"ST","name":"Sao Tome and Principe","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2017,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.48,"weighted_robotics_risk":5.0,"weighted_offshoring_risk":1.37,"weighted_wfh_potential":1.93,"total_employment_thousands":27.61,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":49.85,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":1.7,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":8.79,"youth_unemployment_year":2025},{"code":"SA","name":"Saudi Arabia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.82,"weighted_robotics_risk":3.77,"weighted_offshoring_risk":3.15,"weighted_wfh_potential":4.11,"total_employment_thousands":14191.62,"wage_type":"median","wage_managers_usd":50092.8,"wage_professionals_usd":37427.2,"wage_clerks_usd":20659.2,"wage_elementary_usd":null,"female_labor_force_pct":17.87,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":1.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.0,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":10.01,"youth_unemployment_year":2025,"ai_use_share_pct":31.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SN","name":"Senegal","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.44,"weighted_robotics_risk":4.67,"weighted_offshoring_risk":1.6,"weighted_wfh_potential":2.15,"total_employment_thousands":1551.12,"wage_type":"median","wage_managers_usd":8593.31,"wage_professionals_usd":6825.97,"wage_clerks_usd":5205.64,"wage_elementary_usd":1579.48,"female_labor_force_pct":27.57,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":89.22,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.5,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":3.4,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":3.62,"youth_unemployment_year":2025,"ai_use_share_pct":14.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"RS","name":"Serbia","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy)","weighted_ai_exposure":4.69,"weighted_robotics_risk":4.53,"weighted_offshoring_risk":2.71,"weighted_wfh_potential":3.44,"total_employment_thousands":2847.8,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":45.97,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":17.14,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":6.3,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":20.93,"youth_unemployment_year":2025,"ai_use_share_pct":25.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SC","name":"Seychelles","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.38,"weighted_robotics_risk":3.84,"weighted_offshoring_risk":2.57,"weighted_wfh_potential":3.53,"total_employment_thousands":26.43,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":52.4,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":14.22,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.4,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"SL","name":"Sierra Leone","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2018,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.21,"weighted_robotics_risk":5.62,"weighted_offshoring_risk":0.91,"weighted_wfh_potential":1.44,"total_employment_thousands":3170.9,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":52.24,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":94.47,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":3.72,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"SG","name":"Singapore","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":5.35,"weighted_robotics_risk":3.01,"weighted_offshoring_risk":3.9,"weighted_wfh_potential":5.22,"total_employment_thousands":2266.85,"wage_type":"median","wage_managers_usd":85925.89,"wage_professionals_usd":62265.01,"wage_clerks_usd":27171.16,"wage_elementary_usd":14630.63,"female_labor_force_pct":47.84,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.3,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":0.0,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":6.78,"youth_unemployment_year":2025,"ai_use_share_pct":64.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SK","name":"Slovakia","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":39,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.91,"weighted_robotics_risk":4.09,"weighted_offshoring_risk":3.1,"weighted_wfh_potential":3.89,"total_employment_thousands":2593.6,"wage_type":"mean","wage_managers_usd":36336.6,"wage_professionals_usd":26115.48,"wage_clerks_usd":16784.28,"wage_elementary_usd":12378.96,"female_labor_force_pct":46.58,"oecd_avg_annual_wage_usd_ppp":37831.71,"informal_employment_rate":6.34,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.6,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":18.43,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":27.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SI","name":"Slovenia","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.86,"weighted_robotics_risk":4.05,"weighted_offshoring_risk":3.07,"weighted_wfh_potential":3.87,"total_employment_thousands":989.7,"wage_type":"mean","wage_managers_usd":52246.08,"wage_professionals_usd":41034.6,"wage_clerks_usd":28413.72,"wage_elementary_usd":22461.84,"female_labor_force_pct":45.85,"oecd_avg_annual_wage_usd_ppp":63375.61,"informal_employment_rate":4.82,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.2,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":9.54,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":30.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SB","name":"Solomon Islands","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2013,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.59,"weighted_robotics_risk":5.18,"weighted_offshoring_risk":1.41,"weighted_wfh_potential":2.07,"total_employment_thousands":363.06,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":45.2,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":8.9,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":2.76,"youth_unemployment_year":2025},{"code":"SO","name":"Somalia","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.75,"weighted_robotics_risk":4.13,"weighted_offshoring_risk":2.2,"weighted_wfh_potential":3.04,"total_employment_thousands":1036.2,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":30.93,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":81.94,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":9.2,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":34.23,"youth_unemployment_year":2025,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"ZA","name":"South Africa","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.84,"weighted_robotics_risk":3.78,"weighted_offshoring_risk":3.02,"weighted_wfh_potential":4.05,"total_employment_thousands":12712.03,"wage_type":"median","wage_managers_usd":10592.06,"wage_professionals_usd":13219.39,"wage_clerks_usd":4543.92,"wage_elementary_usd":null,"female_labor_force_pct":42.71,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":34.81,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":5.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.6,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":59.93,"youth_unemployment_year":2025,"ai_use_share_pct":23.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SS","name":"South Sudan","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.13,"weighted_robotics_risk":3.87,"weighted_offshoring_risk":1.99,"weighted_wfh_potential":2.8,"total_employment_thousands":1231.56,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.89,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.7,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"ES","name":"Spain","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":42,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":4.72,"weighted_robotics_risk":4.1,"weighted_offshoring_risk":2.81,"weighted_wfh_potential":3.61,"total_employment_thousands":22202.8,"wage_type":"mean","wage_managers_usd":68793.84,"wage_professionals_usd":46026.36,"wage_clerks_usd":27918.0,"wage_elementary_usd":21664.8,"female_labor_force_pct":46.58,"oecd_avg_annual_wage_usd_ppp":57778.66,"informal_employment_rate":3.85,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":3.0,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":24.75,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":45.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"LK","name":"Sri Lanka","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.53,"weighted_robotics_risk":4.8,"weighted_offshoring_risk":1.67,"weighted_wfh_potential":2.27,"total_employment_thousands":7824.71,"wage_type":"median","wage_managers_usd":3717.94,"wage_professionals_usd":2655.29,"wage_clerks_usd":1560.06,"wage_elementary_usd":843.43,"female_labor_force_pct":32.72,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":66.35,"risk_velocity":0.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.3,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":3.8,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":18.58,"youth_unemployment_year":2025,"ai_use_share_pct":7.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"SD","name":"Sudan","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.19,"weighted_robotics_risk":5.18,"weighted_offshoring_risk":1.1,"weighted_wfh_potential":1.61,"total_employment_thousands":8236.35,"wage_type":"median","wage_managers_usd":1525.14,"wage_professionals_usd":2412.68,"wage_clerks_usd":1448.23,"wage_elementary_usd":4013.15,"female_labor_force_pct":17.79,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":94.19,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.2,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"SR","name":"Suriname","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2016,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.18,"weighted_robotics_risk":4.18,"weighted_offshoring_risk":2.39,"weighted_wfh_potential":3.21,"total_employment_thousands":187.28,"wage_type":"median","wage_managers_usd":7944.42,"wage_professionals_usd":6164.36,"wage_clerks_usd":4517.38,"wage_elementary_usd":2420.53,"female_labor_force_pct":39.69,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":50.94,"risk_velocity":4.1,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":5.4,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":25.44,"youth_unemployment_year":2025,"ai_use_share_pct":11.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"SE","name":"Sweden","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":40,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.32,"weighted_robotics_risk":3.21,"weighted_offshoring_risk":3.62,"weighted_wfh_potential":4.61,"total_employment_thousands":5254.4,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.58,"oecd_avg_annual_wage_usd_ppp":61443.42,"informal_employment_rate":3.74,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.7,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":24.31,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":37.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"CH","name":"Switzerland","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":41,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); Eurostat SES 2022 (mean annual gross earnings, EUR); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.35,"weighted_robotics_risk":3.41,"weighted_offshoring_risk":3.57,"weighted_wfh_potential":4.55,"total_employment_thousands":4628.1,"wage_type":"mean","wage_managers_usd":164516.4,"wage_professionals_usd":129492.0,"wage_clerks_usd":87940.08,"wage_elementary_usd":67812.12,"female_labor_force_pct":46.99,"oecd_avg_annual_wage_usd_ppp":92285.06,"informal_employment_rate":1.09,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.9,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":8.5,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":9.04,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":39.1,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"SY","name":"Syrian Arab Republic","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.26,"weighted_robotics_risk":4.08,"weighted_offshoring_risk":2.5,"weighted_wfh_potential":3.23,"total_employment_thousands":4193.07,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":14.41,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":33.1,"youth_unemployment_year":2025,"ai_use_share_pct":7.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"TW","name":"Taiwan, Province of China","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.84,"weighted_robotics_risk":4.46,"weighted_offshoring_risk":3.01,"weighted_wfh_potential":3.82,"total_employment_thousands":11491.17,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":44.61,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"youth_unemployment_rate":null,"youth_unemployment_year":null,"ai_use_share_pct":33.8,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"TJ","name":"Tajikistan","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2016,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.43,"weighted_robotics_risk":4.51,"weighted_offshoring_risk":1.72,"weighted_wfh_potential":2.32,"total_employment_thousands":2263.71,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":27.85,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":63.63,"risk_velocity":0.3,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.2,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":14.59,"youth_unemployment_year":2025,"ai_use_share_pct":6.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"TZ","name":"Tanzania, United Republic of","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":2.85,"weighted_robotics_risk":5.81,"weighted_offshoring_risk":0.73,"weighted_wfh_potential":1.12,"total_employment_thousands":31034.89,"wage_type":"median","wage_managers_usd":6720.41,"wage_professionals_usd":7239.7,"wage_clerks_usd":3854.46,"wage_elementary_usd":1256.45,"female_labor_force_pct":49.66,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":90.78,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.3,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":2.38,"youth_unemployment_year":2025,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"TH","name":"Thailand","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.58,"weighted_robotics_risk":5.06,"weighted_offshoring_risk":1.5,"weighted_wfh_potential":2.11,"total_employment_thousands":39743.84,"wage_type":"median","wage_managers_usd":11131.61,"wage_professionals_usd":10793.36,"wage_clerks_usd":6229.46,"wage_elementary_usd":3629.42,"female_labor_force_pct":46.31,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":63.17,"risk_velocity":6.3,"risk_velocity_label":"Disruption arriving (3-7 years)","recovery_resilience":7.6,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","sovereign_buffer":7.6,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":4.53,"youth_unemployment_year":2025,"ai_use_share_pct":13.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"TL","name":"Timor-Leste","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.32,"weighted_robotics_risk":5.67,"weighted_offshoring_risk":1.05,"weighted_wfh_potential":1.6,"total_employment_thousands":357.15,"wage_type":"median","wage_managers_usd":2361.92,"wage_professionals_usd":3594.49,"wage_clerks_usd":2988.65,"wage_elementary_usd":2237.09,"female_labor_force_pct":44.26,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":80.57,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.2,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":3.72,"youth_unemployment_year":2025},{"code":"TG","name":"Togo","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.32,"weighted_robotics_risk":5.25,"weighted_offshoring_risk":1.06,"weighted_wfh_potential":1.61,"total_employment_thousands":3362.96,"wage_type":"median","wage_managers_usd":2666.04,"wage_professionals_usd":2619.92,"wage_clerks_usd":2185.93,"wage_elementary_usd":989.69,"female_labor_force_pct":52.86,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":92.34,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.7,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":1.8,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":3.44,"youth_unemployment_year":2025,"ai_use_share_pct":10.4,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"TK","name":"Tokelau","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":8,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.5,"weighted_robotics_risk":3.32,"weighted_offshoring_risk":2.88,"weighted_wfh_potential":4.19,"total_employment_thousands":0.43,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":47.44,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"TO","name":"Tonga","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2023,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.09,"weighted_robotics_risk":4.24,"weighted_offshoring_risk":2.27,"weighted_wfh_potential":3.1,"total_employment_thousands":33.09,"wage_type":"median","wage_managers_usd":13186.3,"wage_professionals_usd":7615.27,"wage_clerks_usd":6020.44,"wage_elementary_usd":8563.76,"female_labor_force_pct":44.69,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":59.21,"risk_velocity":1.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":7.1,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":6.03,"youth_unemployment_year":2025},{"code":"TT","name":"Trinidad and Tobago","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2010,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.11,"weighted_robotics_risk":4.28,"weighted_offshoring_risk":2.31,"weighted_wfh_potential":3.07,"total_employment_thousands":581.5,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":40.89,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":1.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":6.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":8.22,"youth_unemployment_year":2025},{"code":"TN","name":"Tunisia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.61,"weighted_robotics_risk":4.71,"weighted_offshoring_risk":1.75,"weighted_wfh_potential":2.38,"total_employment_thousands":5440.68,"wage_type":"median","wage_managers_usd":5461.0,"wage_professionals_usd":4766.47,"wage_clerks_usd":3204.5,"wage_elementary_usd":2049.1,"female_labor_force_pct":34.46,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":36.9,"risk_velocity":1.8,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":2.6,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":1.2,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":38.08,"youth_unemployment_year":2025,"ai_use_share_pct":13.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"TM","name":"Turkmenistan","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.74,"weighted_robotics_risk":3.83,"weighted_offshoring_risk":3.01,"weighted_wfh_potential":4.05,"total_employment_thousands":1444.68,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":46.72,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":0.4,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":10.02,"youth_unemployment_year":2025,"ai_use_share_pct":6.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"TV","name":"Tuvalu","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2022,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.77,"weighted_robotics_risk":3.44,"weighted_offshoring_risk":3.15,"weighted_wfh_potential":4.35,"total_employment_thousands":2.95,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":39.0,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":20.09,"risk_velocity":0.6,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.5,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"TR","name":"Türkiye","tier":"B","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":42,"detail_occupation_count":0,"year":2025,"source":"Eurostat lfsa_egai2d (Eurostat open dissemination policy); OECD Average Annual Wages (USD PPP, 2024)","weighted_ai_exposure":4.11,"weighted_robotics_risk":4.8,"weighted_offshoring_risk":2.01,"weighted_wfh_potential":2.7,"total_employment_thousands":32407.2,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":33.02,"oecd_avg_annual_wage_usd_ppp":57274.92,"informal_employment_rate":27.71,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":5.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":6.3,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":16.04,"youth_unemployment_year":2025,"oecd_wage_year":2024,"ai_use_share_pct":18.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"UG","name":"Uganda","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.14,"weighted_robotics_risk":5.77,"weighted_offshoring_risk":0.84,"weighted_wfh_potential":1.35,"total_employment_thousands":17969.58,"wage_type":"median","wage_managers_usd":10118.2,"wage_professionals_usd":4224.47,"wage_clerks_usd":2059.15,"wage_elementary_usd":523.06,"female_labor_force_pct":48.52,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":94.48,"risk_velocity":0.1,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":6.4,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":4.18,"youth_unemployment_year":2025,"ai_use_share_pct":8.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"UA","name":"Ukraine","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2021,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.63,"weighted_robotics_risk":3.73,"weighted_offshoring_risk":2.91,"weighted_wfh_potential":3.95,"total_employment_thousands":14979.46,"wage_type":"median","wage_managers_usd":3565.99,"wage_professionals_usd":2600.41,"wage_clerks_usd":1523.05,"wage_elementary_usd":null,"female_labor_force_pct":47.95,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.1,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":6.1,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":null,"youth_unemployment_year":null,"ai_use_share_pct":9.5,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"AE","name":"United Arab Emirates","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.13,"weighted_robotics_risk":4.1,"weighted_offshoring_risk":2.41,"weighted_wfh_potential":3.23,"total_employment_thousands":9224.05,"wage_type":"median","wage_managers_usd":72011.86,"wage_professionals_usd":44728.2,"wage_clerks_usd":23345.26,"wage_elementary_usd":5872.04,"female_labor_force_pct":18.54,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":8.4,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":8.3,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":6.45,"youth_unemployment_year":2025,"ai_use_share_pct":73.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"GB","name":"United Kingdom","tier":"A","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0); ONS ASHE Table 14 (Open Government Licence v3.0); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.08,"weighted_robotics_risk":3.18,"weighted_offshoring_risk":3.56,"weighted_wfh_potential":4.8,"total_employment_thousands":34085.67,"wage_type":"median","wage_managers_usd":65700.91,"wage_professionals_usd":57472.58,"wage_clerks_usd":33215.58,"wage_elementary_usd":24240.49,"female_labor_force_pct":48.64,"oecd_avg_annual_wage_usd_ppp":66299.14,"informal_employment_rate":19.81,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.3,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":1.3,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":14.65,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":43.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"US","name":"United States","tier":"A","has_wages":true,"has_growth":true,"has_education":true,"occupation_count":9,"detail_occupation_count":342,"year":2025,"source":"BLS Occupational Outlook Handbook, May 2025 reference (US Public Domain); OECD Average Annual Wages (USD PPP, 2025)","weighted_ai_exposure":5.06,"weighted_robotics_risk":3.49,"weighted_offshoring_risk":3.49,"weighted_wfh_potential":4.59,"total_employment_thousands":143978.2,"wage_type":"median","wage_managers_usd":118377.26,"wage_professionals_usd":88935.57,"wage_clerks_usd":46818.01,"wage_elementary_usd":38174.09,"female_labor_force_pct":null,"oecd_avg_annual_wage_usd_ppp":86977.14,"informal_employment_rate":null,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.2,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","sovereign_buffer":2.1,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":9.34,"youth_unemployment_year":2025,"oecd_wage_year":2025,"ai_use_share_pct":33.0,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"UY","name":"Uruguay","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.22,"weighted_robotics_risk":4.17,"weighted_offshoring_risk":2.49,"weighted_wfh_potential":3.18,"total_employment_thousands":1737.49,"wage_type":"median","wage_managers_usd":40223.17,"wage_professionals_usd":22434.65,"wage_clerks_usd":14863.66,"wage_elementary_usd":7860.72,"female_labor_force_pct":44.9,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":28.54,"risk_velocity":9.3,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":6.8,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"mixed_aging","demographic_label":"Transition economy","demographic_detail":"Moderate aging - automation helps productivity but may strain some sectors","sovereign_buffer":6.5,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":25.15,"youth_unemployment_year":2025,"ai_use_share_pct":25.7,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"UZ","name":"Uzbekistan","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.42,"weighted_robotics_risk":3.99,"weighted_offshoring_risk":2.62,"weighted_wfh_potential":3.48,"total_employment_thousands":9075.1,"wage_type":"median","wage_managers_usd":6883.3,"wage_professionals_usd":4490.59,"wage_clerks_usd":3579.92,"wage_elementary_usd":null,"female_labor_force_pct":34.63,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":1.9,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":11.38,"youth_unemployment_year":2025,"ai_use_share_pct":7.6,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"VU","name":"Vanuatu","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.34,"weighted_robotics_risk":5.34,"weighted_offshoring_risk":1.2,"weighted_wfh_potential":1.78,"total_employment_thousands":145.4,"wage_type":"median","wage_managers_usd":10209.89,"wage_professionals_usd":6425.62,"wage_clerks_usd":6440.28,"wage_elementary_usd":3293.98,"female_labor_force_pct":47.12,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":70.84,"risk_velocity":3.8,"risk_velocity_label":"Disruption delayed (7-12 years)","recovery_resilience":3.4,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":3.9,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":11.34,"youth_unemployment_year":2025},{"code":"VE","name":"Venezuela, Bolivarian Republic of","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":8,"detail_occupation_count":0,"year":2013,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.09,"weighted_robotics_risk":4.18,"weighted_offshoring_risk":2.12,"weighted_wfh_potential":2.93,"total_employment_thousands":12948.07,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":null,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":58.31,"risk_velocity":0.5,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":5.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","wb_data_available":true,"youth_unemployment_rate":10.44,"youth_unemployment_year":2025,"ai_use_share_pct":11.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true},{"code":"VN","name":"Viet Nam","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.27,"weighted_robotics_risk":5.14,"weighted_offshoring_risk":1.29,"weighted_wfh_potential":1.78,"total_employment_thousands":53744.71,"wage_type":"median","wage_managers_usd":6936.71,"wage_professionals_usd":5928.35,"wage_clerks_usd":4511.74,"wage_elementary_usd":3153.96,"female_labor_force_pct":47.49,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":67.03,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","recovery_resilience":7.8,"recovery_resilience_label":"High resilience - workers can pivot","demographic_alignment":"neutral","demographic_label":"Balanced impact","demographic_detail":"Demographic profile shows mixed automation effects","sovereign_buffer":8.9,"sovereign_buffer_label":"Strong buffer - government can support transitions","wb_data_available":true,"youth_unemployment_rate":6.17,"youth_unemployment_year":2025,"ai_use_share_pct":27.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"VI","name":"Virgin Islands, U.S.","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.99,"weighted_robotics_risk":3.47,"weighted_offshoring_risk":3.39,"weighted_wfh_potential":4.36,"total_employment_thousands":29.34,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":53.61,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"risk_velocity":10.0,"risk_velocity_label":"Disruption imminent (1-3 years)","demographic_alignment":"cushion","demographic_label":"Labor shortage solver","demographic_detail":"Aging workforce means automation fills critical gaps","wb_data_available":true,"youth_unemployment_rate":24.2,"youth_unemployment_year":2025},{"code":"WF","name":"Wallis and Futuna","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":9,"detail_occupation_count":0,"year":2019,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.46,"weighted_robotics_risk":3.82,"weighted_offshoring_risk":2.82,"weighted_wfh_potential":3.63,"total_employment_thousands":3.4,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.41,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":35.99,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"EH","name":"Western Sahara","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":7,"detail_occupation_count":0,"year":2025,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":4.51,"weighted_robotics_risk":3.91,"weighted_offshoring_risk":2.71,"weighted_wfh_potential":3.6,"total_employment_thousands":169.03,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":20.49,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":null,"youth_unemployment_rate":null,"youth_unemployment_year":null},{"code":"YE","name":"Yemen","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2010,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.46,"weighted_robotics_risk":4.78,"weighted_offshoring_risk":1.43,"weighted_wfh_potential":2.01,"total_employment_thousands":4091.7,"wage_type":"median","wage_managers_usd":1655.27,"wage_professionals_usd":3651.26,"wage_clerks_usd":2327.48,"wage_elementary_usd":2083.7,"female_labor_force_pct":7.03,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":77.38,"risk_velocity":0.0,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":3.1,"recovery_resilience_label":"Low resilience - workers at risk of being trapped","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","wb_data_available":true,"youth_unemployment_rate":32.6,"youth_unemployment_year":2025},{"code":"ZM","name":"Zambia","tier":"C","has_wages":true,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.24,"weighted_robotics_risk":5.63,"weighted_offshoring_risk":1.0,"weighted_wfh_potential":1.51,"total_employment_thousands":7156.25,"wage_type":"median","wage_managers_usd":6107.88,"wage_professionals_usd":3736.7,"wage_clerks_usd":2622.18,"wage_elementary_usd":815.93,"female_labor_force_pct":45.46,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":82.73,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.9,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":5.2,"sovereign_buffer_label":"Moderate buffer - limited retraining capacity","wb_data_available":true,"youth_unemployment_rate":10.47,"youth_unemployment_year":2025,"ai_use_share_pct":13.3,"ai_use_share_period":"Q2 2026","ai_use_share_shared":false},{"code":"ZW","name":"Zimbabwe","tier":"C","has_wages":false,"has_growth":false,"has_education":false,"occupation_count":10,"detail_occupation_count":0,"year":2024,"source":"ILO ILOSTAT (CC BY 4.0)","weighted_ai_exposure":3.25,"weighted_robotics_risk":5.36,"weighted_offshoring_risk":1.13,"weighted_wfh_potential":1.68,"total_employment_thousands":4930.33,"wage_type":"median","wage_managers_usd":null,"wage_professionals_usd":null,"wage_clerks_usd":null,"wage_elementary_usd":null,"female_labor_force_pct":48.34,"oecd_avg_annual_wage_usd_ppp":null,"informal_employment_rate":85.0,"risk_velocity":0.2,"risk_velocity_label":"Disruption distant (12+ years)","recovery_resilience":4.2,"recovery_resilience_label":"Medium resilience - partial safety net","demographic_alignment":"threat","demographic_label":"Entry-level job destroyer","demographic_detail":"Young population depends on entry-level jobs automation eliminates","sovereign_buffer":3.7,"sovereign_buffer_label":"Weak buffer - mass displacement = crisis","wb_data_available":true,"youth_unemployment_rate":15.55,"youth_unemployment_year":2025,"ai_use_share_pct":8.9,"ai_use_share_period":"Q2 2026","ai_use_share_shared":true}],"generated_by":"WorldJobs pipeline","isco_scoring":{"scored_by":"Claude Opus 4.7 (claude-opus-4-7) via Claude Code session","scoring_date":"2026-05-28","dimensions":{"digital_ai_exposure":"How much language/generative AI will reshape this work in 5-10 years (0=none, 10=AI can do almost all of it)","robotics_risk":"How exposed to physical robots/automation hardware (0=none, 10=highly automatable by machines)","offshoring_risk":"How easily the work can be done remotely from another country (0=must be present, 10=pure digital)","wfh_potential":"How much can be done from home (0=impossible, 10=fully remote)"},"disclaimer":"These are LLM-generated estimates informed by published research (Frey-Osborne, OECD, McKinsey, IMF AI exposure studies). They are NOT official predictions and should not be treated as authoritative labor market forecasts."},"tier_counts":{"C":166,"A":21,"B":19},"ai_use_share_source":{"name":"Microsoft AI Economy Institute, AI Diffusion dataset","url":"https://github.com/microsoft/ai-diffusion-report","licence":"MIT","paper":"https://doi.org/10.48550/arXiv.2511.02781"}}