AI gains can lift three times as many people out of poverty in Ghana – World Bank
Therefore, it said expanding access to affordable and reliable 5G, or the highest-quality mobile broadband technology feasible, requires a strategy that combines spatial concentration with broader economic integration.
A World Bank report suggests that equitable distribution of Artificial Intelligence (AI) gains could potentially lift three times as many individuals out of poverty in Ghana compared to when AI benefits are concentrated among already affluent households. To achieve this, the report recommends expanding access to affordable and reliable 5G connectivity, which involves a strategy that combines spatial concentration with broader economic integration.
The report, titled the Africa Economic Update, was released in October 2026, preceding the Annual World Bank and International Monetary Fund (IMF) meetings held in Bangkok, Thailand. It emphasizes that investments in digital infrastructure, electricity, digital skills, and computing capacity should be prioritized in productive urban centers and secondary cities. These areas are ideal because agglomeration effects can accelerate AI adoption and productivity gains.
Furthermore, the report advises connecting these AI hubs to poorer rural and underserved regions through lower-cost feeder infrastructure and targeted digital services. Ensuring that this connectivity translates into effective use necessitates additional investments in reliable electricity, affordable devices, and affordable data plans.
The report asserts that the crucial policy question is not about how many people can be covered by a nominal network signal, but rather how many poor households can afford a suitable device, maintain it charged, access reliable high-speed service, and utilize locally relevant AI applications. If African countries successfully make this transition, AI can serve as a platform for broad-based productivity growth and poverty reduction. However, if they fail, it could exacerbate the advantages of those already connected to AI.
The World Bank observes that AI is already transforming African economies, but the scale and distribution of these gains remain limited. It highlights encouraging early signals, such as African countries becoming increasingly active in software development since the AI boom. Nigeria's GitHub developer base has expanded tenfold since 2020, and Ghana's has nearly eightfold, with new registrations surging after the availability of free AI coding assistants.
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