{"title":"机器人与工资:一项元分析","authors":"Anne Jurkat , Rainer Klump , Florian Schneider","doi":"10.1016/j.strueco.2025.09.003","DOIUrl":null,"url":null,"abstract":"<div><div>Given the mixed empirical evidence, our meta-study aims to uncover the effect of industrial robots on wages and to identify the drivers of heterogeneity in the primary literature. We collected 55 papers containing 2,468 estimates through systematic literature research. The overall effect of industrial robots on wages is close to zero and statistically insignificant. We observe little evidence of a publication selection bias in general. However, we find evidence of a preferential selection of negative results when authors focus on the USA. Our multivariate meta-regression analysis suggests that the heterogeneity among primary estimations is mainly driven by the selection of countries and control variables, aggregation level, and functional form. Nevertheless, we do not find any economically significant wage effect for specific country groups, aggregation levels, or subsamples of workers.</div></div>","PeriodicalId":47829,"journal":{"name":"Structural Change and Economic Dynamics","volume":"75 ","pages":"Pages 541-567"},"PeriodicalIF":5.5000,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Robots and wages: A meta-analysis\",\"authors\":\"Anne Jurkat , Rainer Klump , Florian Schneider\",\"doi\":\"10.1016/j.strueco.2025.09.003\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Given the mixed empirical evidence, our meta-study aims to uncover the effect of industrial robots on wages and to identify the drivers of heterogeneity in the primary literature. We collected 55 papers containing 2,468 estimates through systematic literature research. The overall effect of industrial robots on wages is close to zero and statistically insignificant. We observe little evidence of a publication selection bias in general. However, we find evidence of a preferential selection of negative results when authors focus on the USA. Our multivariate meta-regression analysis suggests that the heterogeneity among primary estimations is mainly driven by the selection of countries and control variables, aggregation level, and functional form. Nevertheless, we do not find any economically significant wage effect for specific country groups, aggregation levels, or subsamples of workers.</div></div>\",\"PeriodicalId\":47829,\"journal\":{\"name\":\"Structural Change and Economic Dynamics\",\"volume\":\"75 \",\"pages\":\"Pages 541-567\"},\"PeriodicalIF\":5.5000,\"publicationDate\":\"2025-09-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Structural Change and Economic Dynamics\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0954349X2500150X\",\"RegionNum\":2,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Structural Change and Economic Dynamics","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0954349X2500150X","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
Given the mixed empirical evidence, our meta-study aims to uncover the effect of industrial robots on wages and to identify the drivers of heterogeneity in the primary literature. We collected 55 papers containing 2,468 estimates through systematic literature research. The overall effect of industrial robots on wages is close to zero and statistically insignificant. We observe little evidence of a publication selection bias in general. However, we find evidence of a preferential selection of negative results when authors focus on the USA. Our multivariate meta-regression analysis suggests that the heterogeneity among primary estimations is mainly driven by the selection of countries and control variables, aggregation level, and functional form. Nevertheless, we do not find any economically significant wage effect for specific country groups, aggregation levels, or subsamples of workers.
期刊介绍:
Structural Change and Economic Dynamics publishes articles about theoretical, applied and methodological aspects of structural change in economic systems. The journal publishes work analysing dynamics and structural breaks in economic, technological, behavioural and institutional patterns.