人工智能与就业:拐点是否已经到来?来自在线劳动平台的证据

Artificial Intelligence and Jobs: Has the Inflection Point Arrived? Evidence from an Online Labor Platform

Journal of Management Information Systems · 2026
被引 0
人大 AFT50ABS 4

中文导读

研究ChatGPT发布后在线劳动市场的变化,发现翻译类市场出现替代效应(工作量与收入下降),而网页开发类市场出现生产率效应(工作量与收入上升),并构建模型解释拐点。

Abstract

This study investigates how artificial intelligence (AI) influences various online labor markets (OLMs) over time. Employing the Difference-in-Differences method, we discovered two distinct scenarios following ChatGPT’s launch: displacement effects featuring reduced work volume and earnings, exemplified by translation & localization OLM; productivity effects featuring increased work volume and earnings, exemplified by web development OLM. To understand these opposite effects in a unified framework, we developed a Cournot competition model to identify an inflection point for each market. Before this point, human workers benefit from AI enhancements; beyond this point, human workers would be replaced. Further analyzing the progression from ChatGPT 3.5 to 4.0, we found three effect scenarios, reinforcing our inflection point conjecture. Heterogeneous analyses reveal that U.S. web developers tend to benefit more from ChatGPT’s launch compared to their counterparts in other regions. Experienced translators seem more likely to exit the market than less experienced translators.

人工智能劳动经济学在线劳动市场就业影响