Key findings

  • Agriculture dominates at 67.87% (2,732,100 workers). Chad's agricultural economy spans three distinct ecological zones: the Saharan north (pastoral nomadism by Toubou communities, camel and goat herding), the Sahelian central belt (millet, sorghum, peanut cultivation, mixed agro-pastoralism by Arab and Sara-Madjingaye communities), and the Sudanian south (the "ceinture cotonniere" or cotton belt, producing graine de coton through the Cotontchad parastatal). All of this is subsistence or smallholder scale with minimal digital connectivity outside a few towns.
  • Clerical support workers score 8.5/10 on AI exposure, covering approximately 16,100 workers - 0.40% of employment. These workers are found almost exclusively in N'Djamena: at the Banque des Etats de l'Afrique Centrale (BEAC - the central bank for the six CEMAC countries), the Ministry of Finance, the oil sector administrative operations (ExxonMobil and CNPC which operate the Doba basin fields), and commercial banks (Ecobank Tchad, Societe Generale Tchad, Banque Sahelo-Saharienne pour l'Investissement et le Commerce).
  • The 97.57% informality rate reflects the near-complete absence of formal employment relationships outside N'Djamena and the oil enclave economy of the Doba basin in the south. Even the formal sector is relatively small: Chad is one of the least formal economies in Sub-Saharan Africa despite having oil revenues since 2003 (production from the Chad-Cameroon pipeline began in 2003).
  • Service and sales workers at 13.43% (540,540 workers) are the second-largest group. These are the traders and vendors in N'Djamena's Grand Marche and the Marche Central, the tea-sellers and food vendors across the city's districts, and the informal merchants who conduct much of Chad's cross-border trade with Cameroon (through Kouseri/N'Djamena), Nigeria (through Maiduguri connections), and Sudan.
  • The weighted average of 3.15/10 is the fourth-lowest in this batch. The 67.87% agricultural dominance at 3.0/10 keeps the average well below the 4.0 threshold that would signal meaningful near-term AI risk, even accounting for the high-scoring clerical workers at the formal sector tip.

4,025,450 workers, INSEED 2022 data

Employment data comes from ILO ILOSTAT (CC BY 4.0), based on Institut National de la Statistique des Etudes Economiques et Demographiques (INSEED) Chad 2022 data, using ISCO-08 major group classifications. The 2022 survey covers approximately 4.03 million formally tracked Chadian workers. At 97.57% informality, almost all employment in Chad occurs outside formal labour relationships.

Chad is the fifth-largest country in Africa by land area (1.28 million square kilometres) and is almost entirely landlocked, bordering Libya, Sudan, Central African Republic, Cameroon, Nigeria, and Niger. The economy is heavily dependent on oil revenues from the Doba basin fields in the Logone Oriental and Logone Occidental regions of southern Chad. The Chad-Cameroon pipeline (operated by ExxonMobil in partnership with Esso Chad, Petronas, and CNPC) exports crude oil to the Atlantic port of Kribi in Cameroon. However, oil production has declined significantly from its 2010 peak of around 130,000 barrels per day to approximately 40,000-60,000 bpd in recent years, reducing the fiscal base for public services.

N'Djamena is the political and economic capital, sitting on the Chari River opposite the Cameroonian city of Kouseri. The city's formal sector is built around the government, the BEAC central banking infrastructure, oil sector administrative offices, and a small manufacturing base (brewing, textiles, food processing). Internet penetration is extremely low - under 15% nationally, with Airtel Chad and Moov Africa Chad as the main telecommunications operators. Mobile money adoption has been slower than in West Africa, limiting the digital infrastructure layer that AI adoption requires.

4,025k
Total workers tracked
3.15/10
Weighted avg AI exposure
16.1k
High-risk clerical workers

The most AI-exposed jobs in Chad

Clerical support workers score 8.5/10 on AI exposure in Chad, covering approximately 16,100 workers - 0.40% of total employment. This is the smallest absolute clerical class in this batch alongside Burundi. N'Djamena's formal sector employs these workers in the BEAC operations, Ministry of Finance administrative units, ExxonMobil's Chad operations (which maintain an administrative office in the capital), and the commercial banking sector. The oil enclave economy has created a thin but significant formal-sector administrative class that is on the same AI exposure trajectory as formal sector workers elsewhere.

Professionals at 6.5/10 cover approximately 80,510 workers - 2.00% of employment. Chad's professional class is anchored by the education system (the government primary and secondary school network across Chad's 23 regions), healthcare workers at the Hopital General de Reference Nationale (HGRN) and the Hopital Mere-Enfant La Renaissance in N'Djamena, and engineers in the oil sector. The oil production operations in the Doba basin employ a significant number of Chadian engineers, geologists, and environmental specialists who work alongside international technical staff from ExxonMobil, CNPC, and Glencore (which holds a stake in the field operations).

Occupation Group (ISCO-08) AI Score Robotics Risk Workers % of Total
Clerical support workers (4)8.5/102.5/1016.1k0.40%
Professionals (2)6.5/101.5/1080.5k2.00%
Managers (1)5.5/101.5/1040.3k1.00%
Technicians and assoc. professionals (3)5.5/103.5/1080.5k2.00%
Service and sales workers (5)3.5/104.5/10540.5k13.43%
Skilled agricultural workers (6)3.0/106.5/102,732.1k67.87%
Plant and machine operators (8)3.0/107.5/10120.8k3.00%
Craft and related trades workers (7)2.5/104.5/1080.5k2.00%
Elementary occupations (9)2.0/105.5/10161.0k4.00%
Armed forces (0)2.5/103.0/10173.1k4.30%

Chad's 16,100 clerical workers - the second-smallest absolute count in this batch - score 8.5/10 on AI exposure. They work in an oil enclave economy where the formal sector exists as a distinct island from the 97.57% informal economy surrounding it. The 3.15/10 weighted average confirms that AI disruption is a distant concern for most Chadian workers.

The safest jobs in Chad

Elementary occupations score 2.0/10, covering 161,020 workers - 4.00% of employment. In Chad's context, this encompasses informal construction labourers in N'Djamena's expanding outer districts (Moursal, Diguel, Goudji), domestic workers, market porters in the Grand Marche, and workers engaged in the informal charcoal and firewood trade that supplies the majority of urban cooking fuel in N'Djamena. Craft and trades workers score 2.5/10, covering 80,510 workers - 2.00% of employment, including metalworkers, carpenters, and tailors in N'Djamena and the main provincial towns of Moundou (the industrial hub of the south), Sarh, and Abeche.

Agricultural workers at 67.87% are the dominant low-AI-risk group. Chad's agricultural diversity - from the Saharan pastoralism of the north to the Sudanian cotton belt of the south - encompasses fundamentally different farming systems that share one common feature: near-complete absence of digital infrastructure and consequently near-zero direct AI exposure. The cotton sector, while declining from its historical peak when Chad was among Africa's larger cotton exporters, still employs a significant smallholder workforce in the south through the Cotontchad cooperative system.

Occupation Group (ISCO-08) AI Score Robotics Risk Workers % of Total
Elementary occupations (9)2.0/105.5/10161.0k4.00%
Craft and related trades workers (7)2.5/104.5/1080.5k2.00%
Skilled agricultural workers (6)3.0/106.5/102,732.1k67.87%

What this means for Chad workers

The 3.15/10 weighted average is a sound summary of Chad's AI exposure landscape. For 67.87% of workers in agriculture and the significant informal service sector, AI is not a near-term economic variable. The relevant economic pressures for most Chadian workers are climate variability (Chad has experienced some of the most severe drought cycles in the Sahel over recent decades, with Lake Chad shrinking to approximately 10% of its 1960s surface area due to reduced rainfall and upstream irrigation), commodity prices, and the political instability that has characterised Chadian governance since independence.

For formal-sector workers in N'Djamena, AI adoption is occurring through oil sector digitalisation and banking system upgrades. ExxonMobil and CNPC use AI-assisted production monitoring, pipeline integrity management, and geological modelling tools at the Doba basin operations. The BEAC's CEMAC payment infrastructure is being upgraded with digital compliance and fraud detection systems. Chadian professionals working within these systems are on the same AI adoption curve as comparable workers in comparable oil-producing economies.

Chad's long-term economic development requires oil sector diversification - cotton, gum arabic (Chad is among the world's largest producers of gum arabic, the natural gum from Acacia trees used in food and pharmaceutical applications), livestock exports, and fisheries (Lake Chad, though diminished, remains a major fishing zone supporting millions of livelihoods). Digital tools for agricultural market price information and weather forecasting are the most realistic near-term AI-adjacent applications for Chadian workers outside the formal sector - particularly for the cotton smallholder sector and the Lake Chad fishing communities.

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Methodology

Employment figures are from ILO ILOSTAT (CC BY 4.0), based on Institut National de la Statistique des Etudes Economiques et Demographiques (INSEED) Chad 2022 data, using ISCO-08 major group classifications. Data year: 2022. Covers approximately 4,025,450 formally tracked Chad workers. AI exposure scores are research-based estimates per ISCO-08 group, informed by Frey-Osborne (Oxford), OECD, and IMF studies on task-level automation. They reflect the proportion of an occupation's core tasks that current AI can perform or significantly augment - not predictions of job loss rates.

Frequently asked questions

Which Chad jobs are most at risk from AI in 2026?
Clerical support workers face the highest AI risk in Chad at 8.5/10, covering approximately 16,100 workers in N'Djamena's government and banking sector. Professionals follow at 6.5/10 covering approximately 80,510 workers including teachers, healthcare staff, and oil sector employees.
How many Chad workers are affected by AI risk?
Chad has approximately 4.03 million formally tracked workers per ILO ILOSTAT INSEED 2022 data. Agriculture dominates at 67.87% (2,732,100 workers). The 16,100 clerical workers score 8.5/10. Weighted average is 3.15/10 with 97.57% informality.
Which Chad jobs are safest from AI?
Elementary occupations score 2.0/10 in Chad, covering 161,020 workers at 4.00%. Craft workers score 2.5/10 covering 80,510 workers at 2.00%. Agricultural workers score 3.0/10 covering 2,732,100 workers at 67.87% of total employment.
Where does the Chad workforce data come from?
Employment data comes from ILO ILOSTAT (CC BY 4.0), based on Institut National de la Statistique des Etudes Economiques et Demographiques (INSEED) Chad 2022 data, using ISCO-08 major group classifications. Data year: 2022. Covers approximately 4.03 million workers.

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