Methods: Using an interdisciplinary approach, this review synthesizes findings from empirical research, global case studies, and theoretical perspectives across economics, social work, and data ethics. An intersectional framework guides the analysis of AI applications in four key domains relevant to poverty alleviation: predictive analytics, resource optimization, workforce development, and financial inclusion. In addition, the review examines recent policy developments—such as the European Union’s Artificial Intelligence Act—and draws on perspectives from technology, law, and social justice to evaluate emerging best practices for implementing AI in ways that are both ethical and equitable.
Results: AI is transforming the delivery of social services through enhanced poverty mapping, improved targeting of cash transfers, alternative credit scoring, and adaptive learning and employment platforms. Notable advances include the use of satellite data for rural poverty detection, AI-powered job matching for low-income workers, and fintech innovations that extend credit access to the unbanked. However, the analysis also reveals consistent patterns of harm. AI systems trained on biased data have led to discriminatory hiring, credit scoring, and social service eligibility decisions. These risks are magnified in low-resource or high-stakes environments where transparency and oversight are limited.
Conclusion and Implication: While AI can be a catalyst for poverty reduction, its success depends on inclusive design, robust oversight, and interdisciplinary collaboration. The review emphasizes the need for fairness audits, transparent algorithms, community engagement, and co-creation of solutions with affected populations. Social work professionals, policymakers, and AI developers must jointly ensure that AI interventions do not reinforce systemic inequities but instead contribute to a more just and resilient social welfare infrastructure. As AI technologies—including large language models—continue to evolve, embedding ethical safeguards and equity considerations from the outset is essential to realizing their full potential in advancing economic justice.
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