Willian ADAMCZYK, Philipp EHRL, Leonardo MONASTERIO
{"title":"巴西的技能和就业转型","authors":"Willian ADAMCZYK, Philipp EHRL, Leonardo MONASTERIO","doi":"10.1111/ilr.12412","DOIUrl":null,"url":null,"abstract":"<p>This article introduces two methods to derive internationally comparable skill and occupational distance measures based on machine learning and natural language processing techniques. We apply these measures to produce descriptive facts about employment transitions and workers’ wage distribution in Brazil using all formal labour contracts registered in the period 2003-18. Our findings indicate that workers who use non-routine cognitive skills intensively are better off in terms of employment, wages and switching occupation. Overall, we observe signs of routine-biased technological change and employment polarization following the Brazilian economic crisis of 2014.</p>","PeriodicalId":47216,"journal":{"name":"International Labour Review","volume":"163 2","pages":"199-224"},"PeriodicalIF":2.8000,"publicationDate":"2023-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Skills and employment transitions in Brazil\",\"authors\":\"Willian ADAMCZYK, Philipp EHRL, Leonardo MONASTERIO\",\"doi\":\"10.1111/ilr.12412\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>This article introduces two methods to derive internationally comparable skill and occupational distance measures based on machine learning and natural language processing techniques. We apply these measures to produce descriptive facts about employment transitions and workers’ wage distribution in Brazil using all formal labour contracts registered in the period 2003-18. Our findings indicate that workers who use non-routine cognitive skills intensively are better off in terms of employment, wages and switching occupation. Overall, we observe signs of routine-biased technological change and employment polarization following the Brazilian economic crisis of 2014.</p>\",\"PeriodicalId\":47216,\"journal\":{\"name\":\"International Labour Review\",\"volume\":\"163 2\",\"pages\":\"199-224\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2023-10-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Labour Review\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/ilr.12412\",\"RegionNum\":4,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Labour Review","FirstCategoryId":"91","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/ilr.12412","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
This article introduces two methods to derive internationally comparable skill and occupational distance measures based on machine learning and natural language processing techniques. We apply these measures to produce descriptive facts about employment transitions and workers’ wage distribution in Brazil using all formal labour contracts registered in the period 2003-18. Our findings indicate that workers who use non-routine cognitive skills intensively are better off in terms of employment, wages and switching occupation. Overall, we observe signs of routine-biased technological change and employment polarization following the Brazilian economic crisis of 2014.
期刊介绍:
The International Labour Review is the world"s leading multidisciplinary journal of labour market institutions and economics. Its aim is to advance academic research and inform policy debate and decision-making in these fields by bringing together the original thinking of lawyers, economists, sociologists, political scientists and industrial relations specialists on a broad range of labour market policy and social protection concerns. The International Labour Review also features concise reports on current developments considered to be of particular interest to those working in these fields and reviews of recent major publications. It is committed to an editorial policy that combines accessibility with rigorous, insightful analysis and the highest scholarly standards.