Skills and employment transitions in Brazil

IF 2.8 4区 管理学 Q1 ECONOMICS International Labour Review Pub Date : 2023-10-10 DOI:10.1111/ilr.12412
Willian ADAMCZYK, Philipp EHRL, Leonardo MONASTERIO
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Abstract

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.

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巴西的技能和就业转型
本文介绍了两种基于机器学习和自然语言处理技术的国际可比技能和职业距离测量方法。我们运用这些测量方法,利用 2003-18 年间登记的所有正式劳动合同,得出了巴西就业过渡和工人工资分配的描述性事实。我们的研究结果表明,密集使用非日常认知技能的工人在就业、工资和职业转换方面都更有优势。总体而言,我们观察到在 2014 年巴西经济危机之后,出现了偏向常规的技术变革和就业两极分化的迹象。
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来源期刊
CiteScore
4.30
自引率
20.00%
发文量
44
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.
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