Establish whether AI’s benefits outweigh its transitional costs

Establish whether the benefits generated by Artificial Intelligence will outweigh its associated costs and whether economic systems can successfully adapt to the labor-market disruptions, adjustment costs, inequality, market concentration, governance challenges, and transitional social tensions created by AI.

Background

The paper identifies potentially substantial benefits from Artificial Intelligence, including productivity growth, faster innovation, improved consumer welfare, entrepreneurship, and higher living standards. It also identifies possible costs involving labor displacement, adjustment burdens, income inequality, market concentration, governance problems, and social tensions.

The paper presents the balance between these benefits and costs as unresolved rather than as a question fully answered by the essay. It further links the outcome to the capacity of economic systems and institutions to adapt to AI-driven change.

References

No credible study can yet state how many social problems general-purpose AI robots will create.

— Artificial Intelligence as an Economic, Environmental, Geopolitical, and Social Transformation  (2609.21632 - Marciniak, 18 Sep 2026) in Section 6, subsection “A scenario-based estimate of scale”

The central economic question surrounding AI is therefore whether the benefits generated by AI will outweigh the associated costs and whether economic systems can successfully adapt to the changes it creates.

— AI and the Economy: An Economic Examination of Production, Distribution, Firms, Labor, and Welfare  (2609.01263 - Zeytoon-Nejad, 1 Sep 2026) in Section 7.5, Reasons for Optimism, Reasons for Caution, and the Central Economic Question