HOW DO DIFFERENT FORMS OF DIGITALIZATION AFFECT INCOME INEQUALITY?

IF 5.5 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-03-14 DOI:10.3846/tede.2024.20562
Anson Au
{"title":"HOW DO DIFFERENT FORMS OF DIGITALIZATION AFFECT INCOME INEQUALITY?","authors":"Anson Au","doi":"10.3846/tede.2024.20562","DOIUrl":null,"url":null,"abstract":"This article examines how different forms of digitalization affect inequality in Europe. Using a cross-national dataset of economic development and digitalization across a range of regression specifications including country and time fixed effects, this article explores the heterogeneous relationships of disparate forms of digitalization – human capital, broadband connectivity, integration of digital technology into small and medium enterprises, and digital public services – with income inequality. Fixed country and time effects models show that only the digitalization of human capital and integration of digital technology by SMEs are associated with decreases in income inequality. Causal mediation analysis reveals that tertiary education, despite its oft-cited connection to digital technology uptake, has no causal effect on the pathways through which digitalization of labour and SME operations lower inequality, which are direct. The findings tentatively suggest that there exist informal sources of digital skills training apart from formal tertiary education and point to SMEs as a potentially impactful area for investing in digitalization as pathways for income redistribution.","PeriodicalId":4,"journal":{"name":"ACS Applied Energy Materials","volume":"19 4","pages":""},"PeriodicalIF":5.5000,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACS Applied Energy Materials","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.3846/tede.2024.20562","RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0

Abstract

This article examines how different forms of digitalization affect inequality in Europe. Using a cross-national dataset of economic development and digitalization across a range of regression specifications including country and time fixed effects, this article explores the heterogeneous relationships of disparate forms of digitalization – human capital, broadband connectivity, integration of digital technology into small and medium enterprises, and digital public services – with income inequality. Fixed country and time effects models show that only the digitalization of human capital and integration of digital technology by SMEs are associated with decreases in income inequality. Causal mediation analysis reveals that tertiary education, despite its oft-cited connection to digital technology uptake, has no causal effect on the pathways through which digitalization of labour and SME operations lower inequality, which are direct. The findings tentatively suggest that there exist informal sources of digital skills training apart from formal tertiary education and point to SMEs as a potentially impactful area for investing in digitalization as pathways for income redistribution.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
不同形式的数字化如何影响收入不平等?
本文探讨了不同形式的数字化如何影响欧洲的不平等现象。本文利用经济发展和数字化的跨国数据集,通过一系列回归规范(包括国家和时间固定效应),探讨了不同形式的数字化--人力资本、宽带连接、数字技术与中小企业的融合以及数字公共服务--与收入不平等之间的异质性关系。固定国家效应和时间效应模型显示,只有人力资本数字化和中小企业整合数字技术与收入不平等的减少相关。因果中介分析表明,尽管高等教育与数字技术的采用经常被提及,但它对劳动力数字化和中小企业运营降低不平等的途径没有直接的因果影响。研究结果初步表明,除了正规的高等教育之外,还存在非正规的数字技能培训来源,并指出中小企业是投资数字化的一个潜在影响领域,是收入再分配的途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
期刊最新文献
Issue Publication Information Issue Editorial Masthead Breathing Kagome Lattice-Based Nb3I8 Monolayer: Theoretical Insights into Enhanced Hydrogen Evolution Catalysis PEDOT:PSS/n-Si Ultrathin Hybrid Silicon Solar Cells with a Solution Blunted Light-Trapping Texture Conductive Network-Mediated Charge Transport and Phonon Dynamics in MSe/MTe (M = Ga, In) Superlattices for Enhanced Thermoelectric Performance
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1