Article(id=1322239859197063715, tenantId=1146029695717560320, journalId=1146120045056339983, issueId=1322239833028809065, articleNumber=null, orderNo=null, doi=10.12404/j.issn.1002-980X.J25090407, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1756915200000, receivedDateStr=2025-09-04, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1793176148460, onlineDateStr=2026-10-28, pubDate=1777046400000, pubDateStr=2026-04-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793176148460, onlineIssueDateStr=2026-10-28, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793176148460, creator=13701087609, updateTime=1793176148460, updator=13701087609, issue=Issue{id=1322239833028809065, tenantId=1146029695717560320, journalId=1146120045056339983, year='2026', volume='45', issue='4', pageStart='1', pageEnd='158', issueExtLink='null', onlineDate='null', pubDate='1777046400000', pubDateStr='2026-04-25', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793176142222, creator='13701087609', updateTime=1793176142222, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=79, endPage=90, ext={EN=ArticleExt(id=1322239859587133988, articleId=1322239859197063715, tenantId=1146029695717560320, journalId=1146120045056339983, language=EN, title=The Impact of Flexible Labor Costs on Firm Performance: Evidence from Manufacturing Listed Companies and Part-time Wage Data, columnId=1149284495481717407, journalTitle=Journal of Technology Economics, columnName=Technology Economics Management, runingTitle=null, highlight=null, articleAbstract=

As population aging continues to deepen and economic pressure intensifies, flexible employment is increasingly adopted by manufacturing firms as a substitute for formal employment to reduce labor costs and cope with operational pressure during economic downturns. The impact of flexible labor costs on the performance of manufacturing firms was examined. The average wage of part-time recruitment for manufacturing positions in the city where firms are located was used as a proxy variable for flexible labor costs. It is matched with data of listed manufacturing firms to construct a firm-level panel dataset. The empirical results show that an increase in flexible labor costs has a significant negative effect on firm performance. Specifically, a 1% increase in the average wage of flexible labor in urban manufacturing is associated with a decrease of about 0.032 percentage points in return on assets. After endogeneity is addressed and a series of robustness tests are conducted, the conclusion remains valid. Mechanism analysis shows that rising flexible labor costs increase financing constraints and reduce R&D investment, which leads to a decline in firm performance. Heterogeneity analysis indicates that the negative impact is more pronounced in small firms and labor-intensive firms. It provides empirical evidence to inform firms in formulating rational employment strategies and offers policy guidance for governments to improve labor market regulations and promote high-quality development in the manufacturing sector.

, authors=Yi Zhang, Yu Liu, Yongfu Liang, authorsList=Yi Zhang, Yu Liu, Yongfu Liang, authorCompany=null, correspAuthors=Yongfu Liang, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1322239860052701733, articleId=1322239859197063715, tenantId=1146029695717560320, journalId=1146120045056339983, language=CN, title=灵活用工成本如何影响企业绩效——来自制造业上市企业与兼职招聘工资的证据, columnId=1149284495699821217, journalTitle=技术经济, columnName=技术经济管理, runingTitle=null, highlight=null, articleAbstract=

随着人口老龄化持续深化和经济下行压力增大,越来越多的制造业企业采用灵活用工替代正式用工的方式来降低用工成本,以应对经济下行带来的经营压力。探究灵活用工成本如何影响制造业企业绩效,将企业所在城市制造业岗位的兼职招聘平均工资作为灵活用工成本的代理变量,并将其与制造业上市企业数据进行匹配,构建企业层面的面板数据。实证结果显示,灵活用工成本的提高会对制造业企业绩效产生显著的负面影响,城市制造业灵活用工平均工资每上升1%,企业总资产净利率约下降0.032个百分点。在经过内生性处理和一系列的稳健性检验后,该结论依然成立。机制检验表明,灵活用工成本上升不仅提高了企业的融资约束,还减少了企业的研发投入,从而导致企业绩效的降低。异质性分析结果表明,小型企业和劳动密集型企业的绩效受灵活用工成本的影响更大。本文不仅为企业合理制定用工策略提供了经验依据,也为政府完善劳动力市场政策、推动制造业高质量发展提供了政策指导。

, authors=张艺, 刘瑜, 梁永福, authorsList=张艺, 刘瑜, 梁永福, authorCompany=null, correspAuthors=梁永福, authorNote=

张艺(1986—),博士,广东工业大学经济学院讲师,广东制造业大数据创新研究中心成员,研究方向:数字经济、零工经济;

刘瑜(2001—),广东工业大学经济学院硕士研究生,研究方向:区域经济;

, correspAuthorsNote=
梁永福(1982—),博士,广东工业大学经济学院副教授,广东省社会科学实验室广东工业大学数字经济与数据治理重点实验室成员,研究方向:产业经济。
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张艺(1986—),博士,广东工业大学经济学院讲师,广东制造业大数据创新研究中心成员,研究方向:数字经济、零工经济;

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张艺(1986—),博士,广东工业大学经济学院讲师,广东制造业大数据创新研究中心成员,研究方向:数字经济、零工经济;

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刘瑜(2001—),广东工业大学经济学院硕士研究生,研究方向:区域经济;

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刘瑜(2001—),广东工业大学经济学院硕士研究生,研究方向:区域经济;

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journalId=1146120045056339983, articleId=1322239859197063715, language=CN, orderNo=6, keyword=研发投入)], refs=[Reference(id=1322239864100205130, tenantId=1146029695717560320, journalId=1146120045056339983, articleId=1322239859197063715, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[1], rfOrder=0, authorNames=null, journalName=null, refType=null, unstructuredReference=汤旭东,贾洋.社保费征管与企业灵活用工:来自社保新规的准自然实验[J].世界经济,2024,47(8):228-256., articleTitle=null, refAbstract=null), Reference(id=1322239864163119691, tenantId=1146029695717560320, journalId=1146120045056339983, articleId=1322239859197063715, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[2], rfOrder=1, authorNames=null, journalName=null, refType=null, unstructuredReference=步丹璐,白晓丹.员工薪酬、薪酬差距和员工离职[J].中国经济问题,2013(1):100-108., articleTitle=null, refAbstract=null), 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灵活用工成本如何影响企业绩效——来自制造业上市企业与兼职招聘工资的证据
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张艺 , 刘瑜 , 梁永福
技术经济 | 技术经济管理 2026,45(4): 79-90
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技术经济 |技术经济管理 2026 , 45 (4) : 79 -90
灵活用工成本如何影响企业绩效——来自制造业上市企业与兼职招聘工资的证据
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张艺, 刘瑜, 梁永福
作者信息
  • 广东工业大学经济学院,广州 510520
通讯作者:
梁永福(1982—),博士,广东工业大学经济学院副教授,广东省社会科学实验室广东工业大学数字经济与数据治理重点实验室成员,研究方向:产业经济。
作者简介:

张艺(1986—),博士,广东工业大学经济学院讲师,广东制造业大数据创新研究中心成员,研究方向:数字经济、零工经济;

刘瑜(2001—),广东工业大学经济学院硕士研究生,研究方向:区域经济;

The Impact of Flexible Labor Costs on Firm Performance: Evidence from Manufacturing Listed Companies and Part-time Wage Data
Yi Zhang, Yu Liu, Yongfu Liang
Affiliations
  • School of Economics, Guangdong University of Technology, Guangzhou 510520, China
出版时间: 2026-04-25 doi: 10.12404/j.issn.1002-980X.J25090407
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随着人口老龄化持续深化和经济下行压力增大,越来越多的制造业企业采用灵活用工替代正式用工的方式来降低用工成本,以应对经济下行带来的经营压力。探究灵活用工成本如何影响制造业企业绩效,将企业所在城市制造业岗位的兼职招聘平均工资作为灵活用工成本的代理变量,并将其与制造业上市企业数据进行匹配,构建企业层面的面板数据。实证结果显示,灵活用工成本的提高会对制造业企业绩效产生显著的负面影响,城市制造业灵活用工平均工资每上升1%,企业总资产净利率约下降0.032个百分点。在经过内生性处理和一系列的稳健性检验后,该结论依然成立。机制检验表明,灵活用工成本上升不仅提高了企业的融资约束,还减少了企业的研发投入,从而导致企业绩效的降低。异质性分析结果表明,小型企业和劳动密集型企业的绩效受灵活用工成本的影响更大。本文不仅为企业合理制定用工策略提供了经验依据,也为政府完善劳动力市场政策、推动制造业高质量发展提供了政策指导。

企业生产率  /  灵活用工  /  劳动力成本  /  兼职招聘  /  融资约束  /  研发投入

As population aging continues to deepen and economic pressure intensifies, flexible employment is increasingly adopted by manufacturing firms as a substitute for formal employment to reduce labor costs and cope with operational pressure during economic downturns. The impact of flexible labor costs on the performance of manufacturing firms was examined. The average wage of part-time recruitment for manufacturing positions in the city where firms are located was used as a proxy variable for flexible labor costs. It is matched with data of listed manufacturing firms to construct a firm-level panel dataset. The empirical results show that an increase in flexible labor costs has a significant negative effect on firm performance. Specifically, a 1% increase in the average wage of flexible labor in urban manufacturing is associated with a decrease of about 0.032 percentage points in return on assets. After endogeneity is addressed and a series of robustness tests are conducted, the conclusion remains valid. Mechanism analysis shows that rising flexible labor costs increase financing constraints and reduce R&D investment, which leads to a decline in firm performance. Heterogeneity analysis indicates that the negative impact is more pronounced in small firms and labor-intensive firms. It provides empirical evidence to inform firms in formulating rational employment strategies and offers policy guidance for governments to improve labor market regulations and promote high-quality development in the manufacturing sector.

enterprise productivity  /  flexible employment  /  labor cost  /  part-time employment recruitment  /  financial constraints  /  R&D investment
张艺, 刘瑜, 梁永福. 灵活用工成本如何影响企业绩效——来自制造业上市企业与兼职招聘工资的证据. 技术经济, 2026 , 45 (4) : 79 -90 . DOI: 10.12404/j.issn.1002-980X.J25090407
Yi Zhang, Yu Liu, Yongfu Liang. The Impact of Flexible Labor Costs on Firm Performance: Evidence from Manufacturing Listed Companies and Part-time Wage Data[J]. Journal of Technology Economics, 2026 , 45 (4) : 79 -90 . DOI: 10.12404/j.issn.1002-980X.J25090407
  • 国家社会科学基金后期资助一般项目“数字经济时代零工工资影响因素研究”(22FJYB045)
  • 国家社会科学基金一般项目“耐心资本投资对国有企业原始创新的影响研究”(25BJL061)
  • 国家社科基金一般项目“人工智能驱动劳动者职业技能变迁与重塑路径研究”(25BJY161)
  • 广东省哲学社会科学创新工程第二批特别委托项目“人工智能在广东省制造业应用中的类型识别、驱动因素及赋能路径”(GD24WTCXGC11)
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2026年第45卷第4期
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doi: 10.12404/j.issn.1002-980X.J25090407
  • 接收时间:2025-09-04
  • 首发时间:2026-10-28
  • 出版时间:2026-04-25
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  • 收稿日期:2025-09-04
基金
国家社会科学基金后期资助一般项目“数字经济时代零工工资影响因素研究”(22FJYB045)
国家社会科学基金一般项目“耐心资本投资对国有企业原始创新的影响研究”(25BJL061)
国家社科基金一般项目“人工智能驱动劳动者职业技能变迁与重塑路径研究”(25BJY161)
广东省哲学社会科学创新工程第二批特别委托项目“人工智能在广东省制造业应用中的类型识别、驱动因素及赋能路径”(GD24WTCXGC11)
作者信息
    广东工业大学经济学院,广州 510520

通讯作者:

梁永福(1982—),博士,广东工业大学经济学院副教授,广东省社会科学实验室广东工业大学数字经济与数据治理重点实验室成员,研究方向:产业经济。
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小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
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