--- title: "ROLE OF ARTIFICIAL INTELLIGENCE IN LABOR MARKET TRANSFORMATION AND EFFICIENCY ANALYSIS · AI Fault Line" url: https://aifaultline.com/research/p/doi-10-5281-zenodo-20401973/ description: "AI Fault Line is a neutral, evidence-cited field guide to why experts looking at the same developments disagree about AI's effect on productivity, jobs, inequality, regulation and the pace of change." --- [Research](https://aifaultline.com/research/) # ROLE OF ARTIFICIAL INTELLIGENCE IN LABOR MARKET TRANSFORMATION AND EFFICIENCY ANALYSIS Erkin To'rayev, Ne'mat Normamatov, Sitora Ziyatova · Zenodo (CERN European Organization for Nuclear Research) · 26 May 2026 [Read original source](https://doi.org/10.5281/zenodo.20401973) Open access Where this sits in the debate - [Will AI actually boost productivity and growth?](https://aifaultline.com/debate/productivity/) · its finding: it depends ([why studies differ](https://aifaultline.com/debate/productivity/#why)) - [Will AI destroy more jobs than it creates?](https://aifaultline.com/debate/jobs/) · its finding: it depends ([why studies differ](https://aifaultline.com/debate/jobs/#why)) Direction of the finding as read from the abstract by an AI model ([AI-written](https://aifaultline.com/about/)). ## Key takeaway [AI-written](https://aifaultline.com/about/) Using World Bank, ILO and OECD data with regression models, this article analyses labor productivity and employment in sectors that introduced AI and finds that AI raises production efficiency but reduces low-skilled jobs. ## Abstract This article systematically studies the impact of artificial intelligence technologies on labor market transformation and the mechanisms of their impact on economic efficiency. The research used economic and statistical analysis, comparative analysis, and regression modeling methods. Based on international databases, including the World Bank, International Labor Organization, and OECD, the dynamics of labor productivity and employment in sectors where artificial intelligence has been introduced were analyzed. The results show that artificial intelligence increases production efficiency, but leads to a reduction in low-skilled jobs. ## About this publication **Preprint.** A preprint — posted publicly before or without journal peer review; findings may still be revised. Published 2026 (5 months ago) Citations 0 (OpenAlex) 0 citations recorded by OpenAlex — too few 2026 papers in this collection for a fair comparison. [Chart: published 2026] ## More on this topic Related by theme, not necessarily by method or conclusion. - [The Effects of Generative AI on High Skilled Work: Evidence from Three Field Experiments with Software Developers](https://aifaultline.com/research/p/doi-10-2139-ssrn-4945566/) SSRN · 2024 - [GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models](https://aifaultline.com/research/p/doi-10-48550-arxiv-2303-10130/) arXiv · 2023 - [Experimental evidence on the productivity effects of generative artificial intelligence](https://aifaultline.com/research/p/doi-10-1126-science-adh2586/) Science · 2023 - [The simple macroeconomics of AI](https://aifaultline.com/research/p/doi-10-1093-epolic-eiae042/) Economic Policy · 2024 Overview assembled automatically from collected metadata. [How this site is built](https://aifaultline.com/about/).