IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v130y2024ics0264999323003796.html
   My bibliography  Save this article

Do urban educational resources affect corporate labor costs?

Author

Listed:
  • Tan, Weiqiang
  • Xie, Chenxin
  • Ye, Dezhu

Abstract

Although researchers have extensively documented the effect of urban educational resources on families and individuals, the impact of these resources on corporate decision-making remains underexplored. Hence, this study uses the imbalance in urban educational resources across China to examine the effect of these resources on corporate labor costs. We gather data from publicly listed companies in China from 2003 to 2018 to examine this relationship. We find that urban educational resources have a causal and negative influence on labor costs. We further show that urban educational resources affect employee remuneration via the employee turnover channel. The impact is more prominent in firms with high employee bargaining power, cities with low barriers to settlement, and privately owned companies. Overall, this study combines intergenerational interactions with compensation incentives to provide new evidence on how employees can obtain compensation for their families’ education costs.

Suggested Citation

  • Tan, Weiqiang & Xie, Chenxin & Ye, Dezhu, 2024. "Do urban educational resources affect corporate labor costs?," Economic Modelling, Elsevier, vol. 130(C).
  • Handle: RePEc:eee:ecmode:v:130:y:2024:i:c:s0264999323003796
    DOI: 10.1016/j.econmod.2023.106567
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999323003796
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.econmod.2023.106567?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Sheng, Yan & Huang, Zhixiong & Liu, Chen & Yang, Zhiqing, 2019. "How does business strategy affect wage premium? Evidence from China," Economic Modelling, Elsevier, vol. 83(C), pages 31-41.
    2. George A. Akerlof & Janet L. Yellen, 1990. "The Fair Wage-Effort Hypothesis and Unemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 255-283.
    3. Gordon B. Dahl & Lance Lochner, 2012. "The Impact of Family Income on Child Achievement: Evidence from the Earned Income Tax Credit," American Economic Review, American Economic Association, vol. 102(5), pages 1927-1956, August.
    4. Xun Zhang, 2019. "Structural Change Through Public Education Expenditure: Evidence From China," Contemporary Economic Policy, Western Economic Association International, vol. 37(2), pages 366-388, April.
    5. Zhang, Xiaobo & Yang, Jin & Wang, Shenglin, 2011. "China has reached the Lewis turning point," China Economic Review, Elsevier, vol. 22(4), pages 542-554.
    6. Fehr, Ryan & Yam, Kai Chi & He, Wei & Chiang, Jack Ting-Ju & Wei, Wu, 2017. "Polluted work: A self-control perspective on air pollution appraisals, organizational citizenship, and counterproductive work behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 143(C), pages 98-110.
    7. Decio Coviello & Erika Deserranno & Nicola Persico, 2022. "Minimum Wage and Individual Worker Productivity: Evidence from a Large US Retailer," Journal of Political Economy, University of Chicago Press, vol. 130(9), pages 2315-2360.
    8. Driscoll, Donna & Halcoussis, Dennis & Svorny, Shirley, 2003. "School district size and student performance," Economics of Education Review, Elsevier, vol. 22(2), pages 193-201, April.
    9. Alex Bryson & John Forth & Minghai Zhou, 2014. "Same or Different? The CEO Labour Market in China's Public Listed Companies," Economic Journal, Royal Economic Society, vol. 124(574), pages 90-108, February.
    10. Adrian Adermon & Mikael Lindahl & Mårten Palme, 2021. "Dynastic Human Capital, Inequality, and Intergenerational Mobility," American Economic Review, American Economic Association, vol. 111(5), pages 1523-1548, May.
    11. Gary S. Becker, 1962. "Investment in Human Capital: A Theoretical Analysis," NBER Chapters, in: Investment in Human Beings, pages 9-49, National Bureau of Economic Research, Inc.
    12. Neidhöfer, Guido & Serrano, Joaquín & Gasparini, Leonardo, 2018. "Educational inequality and intergenerational mobility in Latin America: A new database," Journal of Development Economics, Elsevier, vol. 134(C), pages 329-349.
    13. Wang, Feicheng & Milner, Chris & Scheffel, Juliane, 2021. "Labour market reform and firm-level employment adjustment: Evidence from the hukou reform in China," Journal of Development Economics, Elsevier, vol. 149(C).
    14. William F. Blankenau & Nicole B. Simpson & Marc Tomljanovich, 2007. "Public Education Expenditures, Taxation, and Growth: Linking Data to Theory," American Economic Review, American Economic Association, vol. 97(2), pages 393-397, May.
    15. Yanjiao Song & Chuanyong Zhang, 2020. "City size and housing purchase intention: Evidence from rural–urban migrants in China," Urban Studies, Urban Studies Journal Limited, vol. 57(9), pages 1866-1886, July.
    16. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    17. James J. Heckman & John Eric Humphries & Gregory Veramendi, 2018. "Returns to Education: The Causal Effects of Education on Earnings, Health, and Smoking," Journal of Political Economy, University of Chicago Press, vol. 126(S1), pages 197-246.
    18. Henrik Cronqvist & Fredrik Heyman & Mattias Nilsson & Helena Svaleryd & Jonas Vlachos, 2009. "Do Entrenched Managers Pay Their Workers More?," Journal of Finance, American Finance Association, vol. 64(1), pages 309-339, February.
    19. Li, Jianqiang & Shan, Yaowen & Tian, Gary & Hao, Xiangchao, 2020. "Labor cost, government intervention, and corporate innovation: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 64(C).
    20. Gustafsson, Bjorn & Li, Shi, 2004. "Expenditures on education and health care and poverty in rural China," China Economic Review, Elsevier, vol. 15(3), pages 292-301.
    21. Connie X. Mao & Jamie Weathers, 2019. "Employee treatment and firm innovation," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 46(7-8), pages 977-1002, July.
    22. Xu, Mingli & Kong, Gaowen & Kong, Dongmin, 2017. "Does wage justice hamper creativity? Pay gap and firm innovation in China," China Economic Review, Elsevier, vol. 44(C), pages 186-202.
    23. Iris Claus & Les Oxley & Ming Lu & Guanghua Wan, 2014. "Urbanization And Urban Systems In The People'S Republic Of China: Research Findings And Policy Recommendations," Journal of Economic Surveys, Wiley Blackwell, vol. 28(4), pages 671-685, September.
    24. Joshua Hyman, 2017. "Does Money Matter in the Long Run? Effects of School Spending on Educational Attainment," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 256-280, November.
    25. Song, Yang & Yang, Jidong & Yang, Qijing, 2016. "Do firms' political connections depress the union wage effect? Evidence from China," China Economic Review, Elsevier, vol. 38(C), pages 183-198.
    26. Arif, Imran, 2022. "Educational attainment, corruption, and migration: An empirical analysis from a gravity model," Economic Modelling, Elsevier, vol. 110(C).
    27. Caroline Flammer & Jiao Luo, 2017. "Corporate social responsibility as an employee governance tool: Evidence from a quasi-experiment," Strategic Management Journal, Wiley Blackwell, vol. 38(2), pages 163-183, February.
    28. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    29. Liu, Ye, 2015. "Geographical stratification and the role of the state in access to higher education in contemporary China," International Journal of Educational Development, Elsevier, vol. 44(C), pages 108-117.
    30. Sant’Anna, Pedro H.C. & Zhao, Jun, 2020. "Doubly robust difference-in-differences estimators," Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
    31. Robert E. Hall, 2017. "High Discounts and High Unemployment," American Economic Review, American Economic Association, vol. 107(2), pages 305-330, February.
    32. Dai, Yunhao & Tong, Xinchu & Wang, Li, 2022. "Workplace safety accident, employee treatment, and firm value: Evidence from China," Economic Modelling, Elsevier, vol. 115(C).
    33. Annabi, Nabil & Harvey, Simon & Lan, Yu, 2011. "Public expenditures on education, human capital and growth in Canada: An OLG model analysis," Journal of Policy Modeling, Elsevier, vol. 33(6), pages 852-865.
    34. Dowell Myers, 1987. "Internal Monitoring of Quality of Life for Economic Development," Economic Development Quarterly, , vol. 1(3), pages 268-278, August.
    35. Michael C. Jensen & Kevin J. Murphy, 2010. "CEO Incentives—It's Not How Much You Pay, But How," Journal of Applied Corporate Finance, Morgan Stanley, vol. 22(1), pages 64-76, January.
    36. Francis, Bill B. & Hasan, Iftekhar & John, Kose & Waisman, Maya, 2016. "Urban Agglomeration and CEO Compensation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(6), pages 1925-1953, December.
    37. Firth, Michael & Gong, Stephen X. & Shan, Liwei, 2013. "Cost of government and firm value," Journal of Corporate Finance, Elsevier, vol. 21(C), pages 136-152.
    38. Chen, Yuanyuan & Wang, Haining & Cheng, Zhiming & Smyth, Russell, 2023. "Education and Migrant Health in China," Economic Modelling, Elsevier, vol. 121(C).
    39. Isaac Mbiti & Karthik Muralidharan & Mauricio Romero & Youdi Schipper & Constantine Manda & Rakesh Rajani, 2019. "Inputs, Incentives, and Complementarities in Education: Experimental Evidence from Tanzania," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1627-1673.
    40. Beaudry, Paul & Green, David A. & Sand, Benjamin M., 2014. "Spatial equilibrium with unemployment and wage bargaining: Theory and estimation," Journal of Urban Economics, Elsevier, vol. 79(C), pages 2-19.
    41. Rawley Z. Heimer, 2016. "Peer Pressure: Social Interaction and the Disposition Effect," The Review of Financial Studies, Society for Financial Studies, vol. 29(11), pages 3177-3209.
    42. Song, Yang & Zhou, Guangsu, 2019. "Inequality of opportunity and household education expenditures: Evidence from panel data in China," China Economic Review, Elsevier, vol. 55(C), pages 85-98.
    43. Charles M. Tiebout, 1956. "A Pure Theory of Local Expenditures," Journal of Political Economy, University of Chicago Press, vol. 64(5), pages 416-416.
    44. Wei, Chunyan & Hu, Shiyang & Chen, Feng, 2020. "Do political connection disruptions increase labor costs in a government-dominated market? Evidence from publicly listed companies in China," Journal of Corporate Finance, Elsevier, vol. 62(C).
    45. Maragkou, Konstantina, 2020. "Socio-economic inequality and academic match among post-compulsory education participants," Economics of Education Review, Elsevier, vol. 79(C).
    46. Core, John E. & Guay, Wayne & Larcker, David F., 2008. "The power of the pen and executive compensation," Journal of Financial Economics, Elsevier, vol. 88(1), pages 1-25, April.
    47. Jess Cornaggia & Kimberly J. Cornaggia & Ryan D. Israelsen, 2018. "Credit Ratings and the Cost of Municipal Financing," The Review of Financial Studies, Society for Financial Studies, vol. 31(6), pages 2038-2079.
    48. Baohua Liu & Junfeng Wu & Kam C. Chan, 2021. "Does air pollution change a firm's business strategy for employing capital and labor?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3671-3685, December.
    49. Luiz Mário Brotherhood & Pedro Cavalcanti Ferreira & Cezar Santos, 2019. "Education Quality and Returns to Schooling: Evidence from Migrants in Brazil," Economic Development and Cultural Change, University of Chicago Press, vol. 67(3), pages 439-459.
    50. Zhang, Huafeng, 2017. "Opportunity or new poverty trap: Rural-urban education disparity and internal migration in China," China Economic Review, Elsevier, vol. 44(C), pages 112-124.
    51. Wang, Li & Dai, Yunhao & Kong, Dongmin, 2021. "Air pollution and employee treatment," Journal of Corporate Finance, Elsevier, vol. 70(C).
    52. Chen, Yuanyuan & Feng, Shuaizhang, 2013. "Access to public schools and the education of migrant children in China," China Economic Review, Elsevier, vol. 26(C), pages 75-88.
    53. Gang, Jianhua & Qian, Zongxin & Xu, Tiange, 2019. "Investment horizons, cash flow news, and the profitability of momentum and reversal strategies in the Chinese stock market," Economic Modelling, Elsevier, vol. 83(C), pages 364-371.
    54. Xu, Hui & Chan, Kam C. & Na, Chaohong & Fang, Qiaoling, 2023. "The bright side of the internal labor market: Evidence from the labor cost stickiness of firms affiliated with privately owned business groups in China," Journal of Corporate Finance, Elsevier, vol. 78(C).
    55. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    56. Tang, Le & Sun, Shiyu & Yang, Weiguo, 2021. "Does government education expenditure boost intergenerational mobility? Evidence from China," International Review of Economics & Finance, Elsevier, vol. 74(C), pages 13-22.
    57. Deng, Xin & Gao, Huasheng, 2013. "Nonmonetary Benefits, Quality of Life, and Executive Compensation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(1), pages 197-218, February.
    58. Hakkinen, Iida & Kirjavainen, Tanja & Uusitalo, Roope, 2003. "School resources and student achievement revisited: new evidence from panel data," Economics of Education Review, Elsevier, vol. 22(3), pages 329-335, June.
    59. Bettis, J. Carr & Bizjak, John & Coles, Jeffrey L. & Kalpathy, Swaminathan, 2018. "Performance-vesting provisions in executive compensation," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 194-221.
    60. Martijn Hendriks & Martijn Burger & Harry Commandeur, 2023. "The influence of CEO compensation on employee engagement," Review of Managerial Science, Springer, vol. 17(2), pages 607-633, February.
    61. C. Cindy Fan & Tianjiao Li, 2020. "Split Households, Family Migration and Urban Settlement: Findings from China’s 2015 National Floating Population Survey," Social Inclusion, Cogitatio Press, vol. 8(1), pages 252-263.
    62. Chi, Wei & Qian, Xiaoye, 2016. "Human capital investment in children: An empirical study of household child education expenditure in China, 2007 and 2011," China Economic Review, Elsevier, vol. 37(C), pages 52-65.
    63. Xu, Shengyan & Zhu, Hongfei & Li, Xiaolong, 2013. "Who Had To Leave Their Children Behind? Evidence From A Migrant Survey In Shanghai," Hitotsubashi Journal of Economics, Hitotsubashi University, vol. 54(1), pages 39-50, June.
    64. Dai, Yunhao & Rau, P. Raghavendra & Stouraitis, Aris & Tan, Weiqiang, 2020. "An ill wind? Terrorist attacks and CEO compensation," Journal of Financial Economics, Elsevier, vol. 135(2), pages 379-398.
    65. John Gardner, 2022. "Two-stage differences in differences," Papers 2207.05943, arXiv.org.
    66. Yuan, Cheng & Zhang, Lei, 2015. "Public education spending and private substitution in urban China," Journal of Development Economics, Elsevier, vol. 115(C), pages 124-139.
    67. Cao, Cangjian & Li, Sherry Xin & Liu, Tracy Xiao, 2020. "A gift with thoughtfulness: A field experiment on work incentives," Games and Economic Behavior, Elsevier, vol. 124(C), pages 17-42.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhu, Juan & Jiang, Dequan & Shen, Yongjian & Shen, Yuxin, 2021. "Does regional air quality affect executive turnover at listed companies in China?," Economic Modelling, Elsevier, vol. 97(C), pages 428-436.
    2. Huang, Wenxuan & Xu, Weidong & Gao, Xin & Li, Donghui & Fu, Wentao, 2023. "Terrorist attacks and CEO compensation: UK evidence," Research in International Business and Finance, Elsevier, vol. 64(C).
    3. Dou, Huan & Pang, Xinyuan & Ke, Huan & Liu, Yuanyuan, 2024. "Pain or gain? The effects of transportation infrastructure on labor costs in China 1," International Review of Economics & Finance, Elsevier, vol. 91(C), pages 413-431.
    4. Chen, Yuanyuan & Yuan, Meng & Zhang, Min, 2023. "Income inequality and educational expenditures on children: Evidence from the China Family Panel Studies," China Economic Review, Elsevier, vol. 78(C).
    5. Xixiong Xu & Maochuan Wang, 2024. "Confucianism and employee treatment: Evidence from China," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(4), pages 2649-2669, July.
    6. Jingyi Tian & Jun Nagayasu, 2023. "Financial Systemic Risk behind Artificial Intelligence:Evidence from China," TUPD Discussion Papers 44, Graduate School of Economics and Management, Tohoku University.
    7. Wang, Jie & Wang, Wanwan & Yuan, Fang, 2023. "Air pollution and corporate risk-taking: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 86(C), pages 570-586.
    8. Michael Mayberry, 2020. "Good for managers, bad for society? Causal evidence on the association between risk‐taking incentives and corporate social responsibility," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 47(9-10), pages 1182-1214, October.
    9. Jason Hung & Mark Ramsden, 2021. "The Application of Human Capital Theory and Educational Signalling Theory to Explain Parental Influences on the Chinese Population’s Social Mobility Opportunities," Social Sciences, MDPI, vol. 10(10), pages 1-7, September.
    10. Barbara Biasi & Julien Lafortune & David Schönholzer, 2024. "What Works and for Whom? Effectiveness and Efficiency of School Capital Investments across the U.S," CESifo Working Paper Series 10884, CESifo.
    11. Dong, Shizheng & Zhang, Zili & Han, Yiduo & Si, Yanwu, 2023. "Do pension subsidies reduce household education expenditure inequality? Evidence from China," International Review of Economics & Finance, Elsevier, vol. 87(C), pages 532-540.
    12. Bachmann, Rebecca L. & Bedford, Anna & Ghannam, Samir & Yang, Jin Sug, 2023. "A shock to CEOs' external environment: terrorist attacks and CEO pay," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    13. Li, Rui & Xu, Shoufu & Zhang, Yun, 2023. "Can digital transformation reduce within-firm pay inequality? Evidence from China," Economic Modelling, Elsevier, vol. 129(C).
    14. Huang, Chia-Wei & Lin, Chih-Yen, 2023. "Extreme negative events and corporate acquisitions: Terrorist attacks," Global Finance Journal, Elsevier, vol. 58(C).
    15. Fang, Guanfu & Zhu, Ying, 2022. "Long-term impacts of school nutrition: Evidence from China’s school meal reform," World Development, Elsevier, vol. 153(C).
    16. Wang, Haining & Cheng, Zhiming, 2022. "Kids eat free: School feeding and family spending on education," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 196-212.
    17. Li, Qian & Wang, Shihao & Song, Victor, 2023. "Product competition, political connections, and the costs of high leverage," Journal of Empirical Finance, Elsevier, vol. 74(C).
    18. Ruonan Wang & Xiaoyan Li & Jinyang Wei & Fengtian Zheng, 2024. "The Impact of Rural–Urban Student Mobility on the Efficiency of Resource Allocation in China’s Rural Households: Optimization or Distortion?," Sustainability, MDPI, vol. 16(11), pages 1-24, May.
    19. Jha, Chandan Kumar & Joshi, Swarup, 2023. "Municipal bankruptcies and crime," International Review of Financial Analysis, Elsevier, vol. 89(C).
    20. Dai, Yunhao & Tong, Xinchu & Wang, Li, 2022. "Workplace safety accident, employee treatment, and firm value: Evidence from China," Economic Modelling, Elsevier, vol. 115(C).

    More about this item

    Keywords

    Labor costs; Urban educational resources; Labor productivity; Education compensation; Employee compensation;
    All these keywords.

    JEL classification:

    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecmode:v:130:y:2024:i:c:s0264999323003796. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30411 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.