Poor data quality threatens Africa's artificial intelligence ambitions, expert warns
via Punch Nigeria3 min read
A technology expert, Toye Apampa, Founder of Metaheuristic Limited, has cautioned that poor data quality and weak governance frameworks could undermine Africa's growing artificial intelligence ambitions. This warning comes as countries like Nigeria, Kenya, and South Africa develop national AI strategies and increase investments in the technology. Apampa stated that many organizations view AI as a technology challenge, but the real issue lies in the quality and management of the data powering these systems. He noted that while clean dashboards may exist in boardrooms, the underlying data in databases is often in worse condition than realized. Apampa emphasized that many initiatives risk failure because the data infrastructure is not sufficiently developed to support AI. He highlighted that in an African public sector context, inaccurate AI-driven decisions could negatively impact access to public services and erode trust in government. Apampa outlined a five-step process for institutions before implementing AI, including assessing data quality, establishing governance, embedding controls, maintaining oversight, and then deploying AI models. He stressed that skipping the initial steps could lead to costly failures, as AI models built on poor-quality data can amplify errors and automate inaccurate decisions. Apampa urged a shift in focus from rapid AI deployment to ensuring data accuracy, good governance, and fitness for purpose, stating that Africa's AI ambitions are significan
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