Key findings
- Latvia's weighted average AI exposure of 4.70/10 slightly exceeds Russia's 4.62/10 (ILO ILOSTAT 2025, both countries). A country 84 times smaller by workforce carries marginally higher per-worker AI risk - driven by Latvia's white-collar economy and high share of ICT professionals.
- Latvia's highest AI risk group is general and keyboard clerks at 9.0/10 (7,200 workers). ICT professionals, customer services clerks, and numerical and material recording clerks all score 8.5/10. Russia's peak is 8.5/10 for clerical support workers (2.66 million workers).
- Latvia's OECD median annual wage is $45,567 (2024) - 2.6 times Russia's GDP per capita of $17,547 (World Bank, 2025). Latvia's HDI of 0.889 (UNDP HDR 2025, rank 41) far exceeds Russia's 0.832 (rank 64).
- Latvia has Europe's highest share of Russian speakers outside Russia - approximately 26% of the population is ethnically Russian (Central Statistical Bureau of Latvia). This demographic reality creates ongoing geopolitical tension that shapes Latvia's security posture and economic relationship with its eastern neighbour.
Two neighbours, two very different economic trajectories
Latvia and Russia share a 270km border and five decades of Soviet history that ended in 1991 when Latvia regained independence. Since then the two countries have taken sharply divergent paths. Latvia joined the EU and NATO in 2004, adopted the euro in 2014, and built a services-oriented economy closely integrated with Western European markets. Russia maintained a state-directed resource economy, became increasingly isolated under Western sanctions from 2014, and faces substantial technology-access constraints in 2026.
The AI exposure data reflects these divergent structures. Latvia's economy, smaller and more concentrated in professional and administrative services, produces a slightly higher average AI exposure score (4.70) than Russia's (4.62) despite Russia's far larger workforce. Both data series are from ILO ILOSTAT (CC BY 4.0), 2025 data year, computed by WorldJobsData using ISCO-08 occupation groups.
Latvia workforce AI exposure - 2025 data
Latvia's ILO ILOSTAT 2025 data covers 876,000 workers across detailed ISCO-08 sub-major occupation groups. The Central Statistical Bureau of Latvia (Centrala statistikas parvalde) is the national data provider. The table below shows Latvia's top-exposure occupations with AI scores, worker counts, and shares of total employment.
| Occupation Group (Latvia) | AI Score | Workers | Share |
|---|---|---|---|
| General and keyboard clerks | 9.0/10 | 7,200 | 0.8% |
| ICT professionals | 8.5/10 | 25,300 | 2.9% |
| Customer services clerks | 8.5/10 | 17,600 | 2.0% |
| Numerical and material recording clerks | 8.5/10 | 19,300 | 2.2% |
| Business and administration professionals | 8.0/10 | 44,900 | 5.1% |
| Business and administration associate professionals | 7.5/10 | 70,800 | 8.1% |
| ICT technicians | 7.5/10 | 6,400 | 0.7% |
| Science and engineering professionals | 7.0/10 | 25,300 | 2.9% |
| Legal, social and cultural professionals | 7.0/10 | 22,000 | 2.5% |
| Administrative and commercial managers | 6.5/10 | 21,200 | 2.4% |
| Teaching professionals | 6.5/10 | 42,600 | 4.9% |
Latvia's largest high-exposure group is business and administration associate professionals at 70,800 workers (8.1% of all employment) scoring 7.5/10. Business and administration professionals number 44,900 at 8.0/10. Teaching professionals - 42,600 workers at 6.5/10 - reflect Latvia's proportionally large public sector relative to its small workforce. Sales workers account for 46,600 at 5.0/10. Chief executives and senior officials represent 36,500 workers (4.2%) at 5.0/10.
Russia workforce AI exposure - 2025 data
Russia's ILO ILOSTAT 2025 data covers 73,457,000 workers across all ISCO-08 major occupation groups. Rosstat (the Federal State Statistics Service) provides national data to the ILO. The table below shows Russia's occupation groups with AI scores and employment counts.
| Occupation Group (Russia) | AI Score | Workers | Share |
|---|---|---|---|
| Clerical support workers | 8.5/10 | 2,655,100 | 3.6% |
| Professionals | 6.5/10 | 20,731,700 | 28.2% |
| Managers | 5.5/10 | 3,471,800 | 4.7% |
| Technicians and associate professionals | 5.5/10 | 10,919,700 | 14.9% |
| Service and sales workers | 3.5/10 | 11,220,300 | 15.3% |
| Skilled agricultural workers | 3.0/10 | 1,526,300 | 2.1% |
| Plant and machine operators | 3.0/10 | 8,891,900 | 12.1% |
| Craft and related trades workers | 2.5/10 | 9,212,900 | 12.5% |
| Elementary occupations | 2.0/10 | 4,827,700 | 6.6% |
Russia's Professionals group at 20.7 million workers (28.2% of employment) scoring 6.5/10 is alone larger than Latvia's entire workforce by a factor of 23. Russia's craft and trades workers at 9.2 million (12.5%) and plant operators at 8.9 million (12.1%) both score 2.5-3.0/10 - these low-exposure groups pull Russia's average down relative to Latvia, whose workforce is more concentrated in administrative and professional services.
Why Latvia scores higher per worker than Russia
Latvia's slightly higher weighted average AI exposure (4.70 vs 4.62) reflects a structural difference in the two countries' economies. Latvia's workforce is concentrated in services, administration, and logistics - sectors with high proportions of routine cognitive work scoring 6.5-8.5/10 on AI exposure. Russia's much larger workforce includes tens of millions of craft workers, plant operators, agricultural workers, and elementary occupation workers who score 2.0-3.5/10. These low-exposure workers dilute Russia's overall average even though Russia's clerical group carries the same high exposure.
Latvia's business and administration associate professionals alone - 70,800 workers at 7.5/10 - represent 8.1% of all Latvian employment. This proportional concentration of moderately high-exposure administrative workers is larger than Russia's equivalent share. Latvia's economy produces proportionally more administrative and management work that sits at the high end of the AI exposure distribution, while Russia's vast industrial and agricultural sectors weigh the average downward.
Latvia is 84 times smaller than Russia by workforce but scores marginally higher on per-worker AI exposure. The middle Baltic state has built a more white-collar economy from a small base - which concentrates AI risk upward.
The safest jobs from AI in Latvia
Latvia's lowest AI exposure occupations are concentrated in physical and outdoor work - consistent with patterns seen across European economies of comparable size.
| Safest Occupation (Latvia) | AI Score | Workers | Share |
|---|---|---|---|
| Subsistence farmers, fishers, hunters and gatherers | 1.0/10 | 3,100 | 0.4% |
| Cleaners and helpers | 1.5/10 | 21,000 | 2.4% |
| Agricultural, forestry and fishery labourers | 1.5/10 | 9,800 | 1.1% |
| Food preparation assistants | 1.5/10 | 6,700 | 0.8% |
| Refuse workers and other elementary workers | 1.5/10 | 18,800 | 2.1% |
| Labourers in mining, construction, manufacturing, transport | 2.0/10 | 47,600 | 5.4% |
| Drivers and mobile plant operators | 2.5/10 | 54,700 | 6.2% |
Latvia's drivers and mobile plant operators form the single largest low-exposure group at 54,700 workers (6.2%), scoring 2.5/10. Labourers in mining, construction, manufacturing, and transport number 47,600 (5.4%) at 2.0/10. These groups reflect Latvia's role as a logistics and transit corridor - its road, rail, and port infrastructure serving cross-border trade has historically supported large transport employment. AI's current capability set does not yet displace variable-environment manual tasks reliably, making these roles resilient against near-term automation.
Economy comparison: Russia vs Latvia
The table below uses World Bank Open Data (CC BY 4.0) and UNDP Human Development Report 2025 (2023 data year, CC BY 3.0 IGO).
| Indicator | Russia | Latvia | Source |
|---|---|---|---|
| GDP per capita | $17,547 | $26,312 | World Bank 2025 |
| Unemployment rate | 2.13% | 6.57% | World Bank |
| OECD median annual wage | N/A | $45,567 | OECD 2024 |
| HDI (rank) | 0.832 (64) | 0.889 (41) | UNDP HDR 2025 |
| Avg AI exposure | 4.62/10 | 4.70/10 | WorldJobsData / ILO |
| Total workers | 73.5M | 876k | ILO ILOSTAT 2025 |
Latvia's GDP per capita of $26,312 (World Bank, 2025) is 50% higher than Russia's $17,547, reflecting Latvia's EU membership, access to European markets, and service-oriented economic structure. Latvia's unemployment rate of 6.57% is significantly higher than Russia's 2.13% - the latter influenced by military mobilisation since 2022 which has reduced the civilian labour supply. Latvia's HDI of 0.889 (rank 41) places it in the Very High Human Development tier; Russia's 0.832 (rank 64) also qualifies but sits 23 ranks lower.
The Russian-speaker dimension: Latvia's live geopolitical fault line
Approximately 26% of Latvia's population is ethnically Russian (Central Statistical Bureau of Latvia, 2021 census), making Latvia home to Europe's largest Russian-speaking minority as a share of population outside Russia itself. This demographic reality has shaped Latvia's political landscape since independence - from citizenship disputes in the 1990s to language policy debates through the 2010s to current security concerns following Russia's full-scale invasion of Ukraine in February 2022.
The geopolitical dimension matters for AI deployment context. Latvia operates as an EU and NATO member with full access to Western technology stacks, cloud infrastructure, and frontier AI models. Russian employers face US and EU export controls restricting access to advanced AI hardware and frontier model APIs. The practical deployment gap between the two countries is wider than the theoretical exposure gap of 0.08 points suggests. Latvia's workers face AI disruption from tools that are already commercially available and actively being deployed by Latvian employers. Russia's high theoretical exposure partially exceeds its current practical deployment risk due to these constraints.
Latvia has also experienced substantial emigration since the 2000s - primarily to the UK, Germany, and Ireland - reducing its workforce from a peak above one million to the current 876,000 (ILO ILOSTAT 2025). AI-driven displacement of Latvian administrative and clerical workers could accelerate this trend if affected workers find fewer local alternatives and more opportunities abroad.
What this means for workers in both countries
For Latvian workers, the highest-exposure roles - ICT professionals (25,300 at 8.5/10), customer services clerks (17,600 at 8.5/10), and business and administration professionals (44,900 at 8.0/10) - are already seeing active AI tool deployment in European markets. Latvia's EU membership and access to European digital infrastructure means the technology is available now. The 70,800 business and administration associate professionals (7.5/10) represent the largest single group facing credible near-term disruption.
For Russian workers, the 20.7 million Professionals (6.5/10) and 10.9 million Technicians (5.5/10) face substantial theoretical exposure. The practical timeline depends on how quickly Russia can acquire or develop competitive AI tooling under current sanctions constraints. Russia's domestic AI programs and partnerships with non-sanctioning countries mean this is not an indefinite delay, but it is a real one that widens the actual disruption gap beyond the 0.08-point theoretical score difference.
Both countries share the same bottom of the exposure distribution: drivers (2.5/10) and various elementary and physical occupations (1.5-2.0/10) remain AI-resistant across both datasets. The workers least at risk in Latvia and Russia are doing similar physical work - cleaning, agricultural labour, construction, refuse collection - regardless of which side of the 270km border they are on.
Explore Latvia and Russia workforce data
See AI exposure scores, occupation breakdowns, and economy indicators for Latvia and Russia in the interactive tool.
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Methodology
Russia and Latvia employment data are from ILO ILOSTAT (CC BY 4.0), 2025 data year. Russia total employment: 73,457,000 workers (Rosstat / ILO ILOSTAT). Latvia total employment: 876,000 workers (Central Statistical Bureau of Latvia / ILO ILOSTAT). AI exposure scores are research-based estimates per ISCO-08 occupation group, informed by Frey-Osborne (Oxford, 2017), OECD, and IMF studies on task-level automation susceptibility. Economy indicators from World Bank Open Data (CC BY 4.0). OECD median annual wage for Latvia from OECD Employment Outlook 2024. HDI from UNDP Human Development Report 2025 (2023 data year, CC BY 3.0 IGO). Scores are estimates, not official forecasts, and do not capture country-specific adoption speed, sanctions constraints, or informal economy differences.
Frequently asked questions
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Data sources
- ILO ILOSTAT - Russia 2025 data year (CC BY 4.0)
- ILO ILOSTAT - Latvia 2025 data year (CC BY 4.0) - Central Statistical Bureau of Latvia
- World Bank Open Data - GDP per capita, unemployment (CC BY 4.0)
- UNDP Human Development Report 2025 - HDI (2023 data year, CC BY 3.0 IGO)
- OECD Employment Outlook 2024 - Median annual wages, Latvia
- Frey, C.B. and Osborne, M.A. (2017). The future of employment. Technological Forecasting and Social Change.
- IMF - Gen-AI: Artificial Intelligence and the Future of Work (2024)