IDEAS home Printed from https://ideas.repec.org/a/eee/ecanpo/v85y2025icp2142-2160.html
   My bibliography  Save this article

Labor force allocation changes triggered by extreme heat events—Evidence from China

Author

Listed:
  • Wang, Hongtian
  • Shan, Jinghan
  • Zhang, Xuemei
  • Nie, Pu-yan
  • Wang, Chan

Abstract

Extreme heat events have compelled enterprises to accommodate the low-carbon requirements of the economy and society, thereby modifying the input and structure of the enterprise labor force. This research, based on data from Chinese A-share listed companies from 2009 to 2022 and matched with city-level extreme heat events, empirically investigates the impact of extreme heat events on enterprise labor allocation from three perspectives: overall effect, industry heterogeneity, and underlying mechanisms. The study discovers that extreme heat events have augmented the labor input of enterprises, among which the proportions of technical positions and highly educated employees have both significantly increased. The impact of extreme heat events on the labor configuration of enterprises presents notable heterogeneity: high-tech industries and heavily polluting industries are more adversely affected. Further mechanism analysis indicates that enterprises primarily enhance the scale of labor demand by expanding the business scope, intensifying green technology innovation, and strengthening the intensity of waste gas regulation. Among them, the expansion of the business scope and the effect of green technology innovation determine the alterations in the labor structure of enterprises, while waste gas regulation driven by high temperatures has no significant effect on the labor structure. The research conclusions of this paper offer policy inspirations for how current Chinese enterprises can cope with extreme heat events and optimize the allocation of their labor force.

Suggested Citation

  • Wang, Hongtian & Shan, Jinghan & Zhang, Xuemei & Nie, Pu-yan & Wang, Chan, 2025. "Labor force allocation changes triggered by extreme heat events—Evidence from China," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 2142-2160.
  • Handle: RePEc:eee:ecanpo:v:85:y:2025:i:c:p:2142-2160
    DOI: 10.1016/j.eap.2025.03.006
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0313592625000785
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eap.2025.03.006?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. Heyes, Anthony & Saberian, Soodeh, 2022. "Hot Days, the ability to Work and climate resilience: Evidence from a representative sample of 42,152 Indian households," Journal of Development Economics, Elsevier, vol. 155(C).
    2. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    3. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    4. Huaqing Wu & Ling Wang & Tao Ding & Fei Peng, 2024. "Does urban low-carbon governance affect firms’ business decisions for employing capital and labor?," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 67(10), pages 2257-2280, August.
    5. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    6. repec:hal:spmain:info:hdl:2441/1fkb59dcsg9alqqq6qv18jj5us is not listed on IDEAS
    7. Francesco Vona & Giovanni Marin & Davide Consoli, 2019. "Measures, drivers and effects of green employment: evidence from US local labor markets, 2006–2014," Journal of Economic Geography, Oxford University Press, vol. 19(5), pages 1021-1048.
    8. Chen, Chunhua & Jiang, Dequan & Lan, Meng & Li, Weiping & Ye, Ling, 2022. "Does environmental regulation affect labor investment Efficiency?Evidence from a quasi-natural experiment in China," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 82-95.
    9. Zhang, Peng & Deschenes, Olivier & Meng, Kyle & Zhang, Junjie, 2018. "Temperature effects on productivity and factor reallocation: Evidence from a half million chinese manufacturing plants," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 1-17.
    10. Nechifor, Victor & Calzadilla, Alvaro & Bleischwitz, Raimund & Winning, Matthew & Tian, Xu & Usubiaga, Arkaitz, 2020. "Steel in a circular economy: Global implications of a green shift in China," World Development, Elsevier, vol. 127(C).
    11. Li, Chengzheng & Cong, Jiajia & Yin, Lijuan, 2021. "Extreme heat and exports: Evidence from Chinese exporters," China Economic Review, Elsevier, vol. 66(C).
    12. Kong, Dongmin & Zhang, Bohui & Zhang, Jian, 2022. "Higher education and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 72(C).
    13. Gopal Murali & Takuya Iwamura & Shai Meiri & Uri Roll, 2023. "Publisher Correction: Future temperature extremes threaten land vertebrates," Nature, Nature, vol. 614(7949), pages 46-46, February.
    14. Deng, Wenyueyang & Zhang, Zenglian & Guo, Borui, 2024. "Firm-level carbon risk awareness and Green transformation: A research on the motivation and consequences from government regulation and regional development perspective," International Review of Financial Analysis, Elsevier, vol. 91(C).
    15. Hang, Leiming & Lu, Wei & Ge, Xiaowei & Ye, Bin & Zhao, Zhiqi & Cheng, Fangfang, 2024. "R&D innovation, industrial evolution and the labor skill structure in China manufacturing," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    16. repec:spo:wpmain:info:hdl:2441/1fkb59dcsg9alqqq6qv18jj5us is not listed on IDEAS
    17. Caiqi Bu & Daqian Shi & Kaixia Zhang, 2024. "Labor market impact of China’s cross-regional environmental regulation on pollution-intensive firms," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 67(12), pages 3026-3050, October.
    18. Ed Day & Sam Fankhauser & Nick Kingsmill & Hélia Costa & Anna Mavrogianni, 2019. "Upholding labour productivity under climate change: an assessment of adaptation options," Climate Policy, Taylor & Francis Journals, vol. 19(3), pages 367-385, March.
    19. Xiaojun Huang & Yanyu Li & Yuhui Guo & Dianyuan Zheng & Mingyue Qi, 2020. "Assessing Urban Risk to Extreme Heat in China," Sustainability, MDPI, vol. 12(7), pages 1-17, April.
    20. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    21. E. Somanathan & Rohini Somanathan & Anant Sudarshan & Meenu Tewari, 2021. "The Impact of Temperature on Productivity and Labor Supply: Evidence from Indian Manufacturing," Journal of Political Economy, University of Chicago Press, vol. 129(6), pages 1797-1827.
    22. Gopal Murali & Takuya Iwamura & Shai Meiri & Uri Roll, 2023. "Future temperature extremes threaten land vertebrates," Nature, Nature, vol. 615(7952), pages 461-467, March.
    23. Ajay Agrawal & Joshua Gans & Avi Goldfarb, 2019. "The Economics of Artificial Intelligence: An Agenda," NBER Books, National Bureau of Economic Research, Inc, number agra-1, October.
    24. Qin, Shuyuan & Liu, Ziqi & Wang, Jie & Wu, Yongqiu, 2024. "The impact of digital transformation on labour demand quantity and structure: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1452-1469.
    25. Zhang, Lixia & Sun, Huaping & Pu, Tianlong & Sun, Hui & Chen, Zhenling, 2024. "Do green finance and hi-tech innovation facilitate sustainable development? Evidence from the Yangtze River Economic Belt," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 1430-1442.
    26. Zhang, Dongyang & Bai, Dingchuan & He, Yurun & Sun, Qiaobing, 2024. "Synergistic abatement effects of Broadband China and environmental regulation: Firm-level evidence," International Review of Financial Analysis, Elsevier, vol. 96(PB).
    27. Marco Letta & Richard S. J. Tol, 2019. "Weather, Climate and Total Factor Productivity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 73(1), pages 283-305, May.
    28. Xuexin Liu & Xinyu Wu & Xiaoxu Kong, 2024. "Do Climate-Related Risks Perception Drive Corporate Green and Low-Carbon Transformation? Evidence from Listed Companies in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 60(13), pages 2938-2959, October.
    29. Huang, Yuhong, 2024. "Digital transformation of enterprises: Job creation or job destruction?," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
    30. Su, Hsin-Ning & Moaniba, Igam M., 2017. "Does innovation respond to climate change? Empirical evidence from patents and greenhouse gas emissions," Technological Forecasting and Social Change, Elsevier, vol. 122(C), pages 49-62.
    31. Kalkuhl, Matthias & Wenz, Leonie, 2020. "The impact of climate conditions on economic production. Evidence from a global panel of regions," Journal of Environmental Economics and Management, Elsevier, vol. 103(C).
    32. Marshall Burke & Kyle Emerick, 2016. "Adaptation to Climate Change: Evidence from US Agriculture," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 106-140, August.
    33. Casey, Gregory & Fried, Stephie & Gibson, Matthew, 2024. "Understanding climate damages: Consumption versus investment," European Economic Review, Elsevier, vol. 167(C).
    34. Dunbar, Kwamie & Owusu-Amoako, Johnson & Treku, Daniel N., 2024. "Unveiling the Nexus: Carbon finance and climate technology advancements," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    35. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    36. Katrina Jessoe & Dale T. Manning & J. Edward Taylor, 2018. "Climate Change and Labour Allocation in Rural Mexico: Evidence from Annual Fluctuations in Weather," Economic Journal, Royal Economic Society, vol. 128(608), pages 230-261.
    37. Auffhammer, Maximilian & Mansur, Erin T., 2014. "Measuring climatic impacts on energy consumption: A review of the empirical literature," Energy Economics, Elsevier, vol. 46(C), pages 522-530.
    38. Yuegang Song & Bicheng Zhang, 2024. "How Climate Change Affects Labor Mobility: Empirical Evidence from the CLDS," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 60(12), pages 2665-2690, September.
    39. Zhang, Dongyang & Wang, Cao & Miao, Shan & Deng, Lei, 2024. "The impact of firm's ESG performance on the skill premium: Evidence from China's green finance reform pilot zone," International Review of Financial Analysis, Elsevier, vol. 93(C).
    40. Song, Malin & Wang, Jianlin & Zhao, Jiajia, 2023. "Effects of rising and extreme temperatures on production factor efficiency: Evidence from China's cities," International Journal of Production Economics, Elsevier, vol. 260(C).
    41. Chen, Xiaoguang & Yang, Lu, 2019. "Temperature and industrial output: Firm-level evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 95(C), pages 257-274.
    42. Yao, Wenyun & Zhang, Yi & Ma, Jingwen & Cui, Guanghui, 2023. "Does environmental regulation affect capital-labor ratio of manufacturing enterprises: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 86(C).
    43. Wang, Juxian & Ma, Mengdi & Dong, Tianyi & Zhang, Zheyuan, 2023. "Do ESG ratings promote corporate green innovation? A quasi-natural experiment based on SynTao Green Finance's ESG ratings," International Review of Financial Analysis, Elsevier, vol. 87(C).
    44. Fang, Chang & Fan, Shuyi & Chi, Mingxiang & Wang, Weizhong, 2023. "The optimal remanufacturing strategy, returned quality choice and independent remanufacturers’ advantage for tackling extreme weather," International Journal of Production Economics, Elsevier, vol. 259(C).
    45. Raynolds, Laura T., 2002. "Wages for Wives: Renegotiating Gender and Production Relations in Contract Farming in the Dominican Republic," World Development, Elsevier, vol. 30(5), pages 783-798, May.
    46. Zhaoqing Sun & Jianxu Liu & Roengchai Tansuchat, 2023. "China’s Digital Economy and Enterprise Labor Demand: The Mediating Effects of Green Technology Innovation," Sustainability, MDPI, vol. 15(15), pages 1-24, July.
    47. Alam, Ashraful & Du, Anna Min & Rahman, Mahfuzur & Yazdifar, Hassan & Abbasi, Kaleemullah, 2022. "SMEs respond to climate change: Evidence from developing countries," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    48. Chen, Fanglin & Zhang, Xin & Chen, Zhongfei, 2023. "Behind climate change: Extreme heat and health cost," Structural Change and Economic Dynamics, Elsevier, vol. 64(C), pages 101-110.
    49. Chungwon Woo & Yanghon Chung & Dongphil Chun & Seunghun Han & Dukhee Lee, 2014. "Impact of Green Innovation on Labor Productivity and its Determinants: an Analysis of the Korean Manufacturing Industry," Business Strategy and the Environment, Wiley Blackwell, vol. 23(8), pages 567-576, December.
    50. Mengdi Liu & Bing Zhang & Qiang Geng, 2018. "Corporate pollution control strategies and labor demand: evidence from China’s manufacturing sector," Journal of Regulatory Economics, Springer, vol. 53(3), pages 298-326, June.
    51. Viral V. Acharya & Abhishek Bhardwaj & Tuomas Tomunen, 2023. "Do Firms Mitigate Climate Impact on Employment? Evidence from US Heat Shocks," NBER Working Papers 31967, National Bureau of Economic Research, Inc.
    52. Bai, Dongbei & Hu, Jin & Irfan, Muhammad & Hu, Mingjun, 2023. "Unleashing the impact of ecological civilization pilot policies on green technology innovation: Evidence from a novel SC-DID model," Energy Economics, Elsevier, vol. 125(C).
    53. Xingcai Liu, 2020. "Reductions in Labor Capacity from Intensified Heat Stress in China under Future Climate Change," IJERPH, MDPI, vol. 17(4), pages 1-15, February.
    54. Wang, Chang’an & Liu, Xiaoqian & Li, Han & Yang, Cunyi, 2023. "Analyzing the impact of low-carbon city pilot policy on enterprises' labor demand: Evidence from China," Energy Economics, Elsevier, vol. 124(C).
    55. Rui Gong & Yong-Qiu Wu & Feng-Wen Chen & Tai-Hua Yan, 2020. "Labor Costs, Market Environment and Green Technological Innovation: Evidence from High-Pollution Firms," IJERPH, MDPI, vol. 17(2), pages 1-20, January.
    56. Wu, Ning & Liu, ZuanKuo, 2021. "Higher education development, technological innovation and industrial structure upgrade," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    57. Balsmeier, Benjamin & Woerter, Martin, 2019. "Is this time different? How digitalization influences job creation and destruction," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    58. Christopher Luederitz & Guido Caniglia & Barry Colbert & Sarah Burch, 2021. "How do small businesses pursue sustainability? The role of collective agency for integrating planned and emergent strategy making," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3376-3393, November.
    59. Franck Brulhart & Sandrine Gherra & Bertrand V. Quelin, 2019. "Do Stakeholder Orientation and Environmental Proactivity Impact Firm Profitability?," Journal of Business Ethics, Springer, vol. 158(1), pages 25-46, August.
    60. Tang, Yuwei & He, Zhenyu, 2024. "Extreme heat and firms' robot adoption: Evidence from China," China Economic Review, Elsevier, vol. 85(C).
    61. Dou, Bin & Guo, SongLin & Chang, XiaoChen & Wang, Yong, 2023. "Corporate digital transformation and labor structure upgrading," International Review of Financial Analysis, Elsevier, vol. 90(C).
    62. Katrina Jessoe & Dale T. Manning & J. Edward Taylor, 2018. "Climate Change and Labour Allocation in Rural Mexico: Evidence from Annual Fluctuations in Weather," Economic Journal, Royal Economic Society, vol. 128(608), pages 230-261, February.
    63. Addoum, Jawad M. & Ng, David T. & Ortiz-Bobea, Ariel, 2023. "Temperature shocks and industry earnings news," Journal of Financial Economics, Elsevier, vol. 150(1), pages 1-45.
    64. Aubert-Tarby, Clémence & Escobar, Octavio R. & Rayna, Thierry, 2018. "The impact of technological change on employment: The case of press digitisation," Technological Forecasting and Social Change, Elsevier, vol. 128(C), pages 36-45.
    65. Caviggioli, Federico, 2016. "Technology fusion: Identification and analysis of the drivers of technology convergence using patent data," Technovation, Elsevier, vol. 55, pages 22-32.
    66. Elliott, Robert J.R. & Kuai, Wenjing & Maddison, David & Ozgen, Ceren, 2024. "Eco-innovation and (green) employment: A task-based approach to measuring the composition of work in firms," Journal of Environmental Economics and Management, Elsevier, vol. 127(C).
    67. Xu, Le & Fan, Meiting & Yang, Lili & Shao, Shuai, 2021. "Heterogeneous green innovations and carbon emission performance: Evidence at China's city level," Energy Economics, Elsevier, vol. 99(C).
    68. Li, Zhenran & Wang, Meng & Wang, Qunwei, 2023. "Job destruction and creation: Labor reallocation entailed by the clean air action in China," China Economic Review, Elsevier, vol. 79(C).
    69. Jun Wang & Yang Chen & Weilin Liao & Guanhao He & Simon F. B. Tett & Zhongwei Yan & Panmao Zhai & Jinming Feng & Wenjun Ma & Cunrui Huang & Yamin Hu, 2021. "Anthropogenic emissions and urbanization increase risk of compound hot extremes in cities," Nature Climate Change, Nature, vol. 11(12), pages 1084-1089, December.
    70. Liu, Tie-Ying & Lin, Ye, 2023. "Does global warming affect unemployment? International evidence," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 991-1005.
    71. Zhang, Yunhan & Zhao, Yu & Zheng, Qian, 2024. "Managerial climate attention and corporate carbon emissions: Sincerity or disguise?," International Review of Economics & Finance, Elsevier, vol. 94(C).
    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. Feriga, Moustafa & Lozano Gracia, Nancy & Serneels, Pieter, 2024. "The Impact of Climate Change on Work Lessons for Developing Countries," IZA Discussion Papers 16914, Institute of Labor Economics (IZA).
    2. Moustafa Feriga & Mancy Lozano Gracia & Pieter Serneels, 2024. "The impact of climate change on work lessons for developing countries," CSAE Working Paper Series 2024-02, Centre for the Study of African Economies, University of Oxford.
    3. Chang, Jun-Jie & Mi, Zhifu & Wei, Yi-Ming, 2023. "Temperature and GDP: A review of climate econometrics analysis," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 383-392.
    4. Fanglin Chen & Jie Zhang & Zhongfei Chen, 2025. "Heat Waves and Housing Markets: Assessing the Effects on Real Estate Prices in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 88(6), pages 1541-1579, June.
    5. Hou, Xiaojuan & Xiang, Ruojun, 2025. "Exploring the influence of extreme heat on corporate energy efficiency," Journal of Asian Economics, Elsevier, vol. 97(C).
    6. Yan Chen & Xiaohong Chen & Hongshan Ai & Xiaoqing Tan, 2022. "Temperature and Migration Intention: Evidence from the Unified National Graduate Entrance Examination in China," IJERPH, MDPI, vol. 19(16), pages 1-23, August.
    7. Hai‐Anh H. Dang & Stephane Hallegatte & Trong‐Anh Trinh, 2024. "Does global warming worsen poverty and inequality? An updated review," Journal of Economic Surveys, Wiley Blackwell, vol. 38(5), pages 1873-1905, December.
    8. Lyu, Zhuoyang & Yu, Li & Liu, Chen & Ma, Tiemeng, 2024. "When temperatures matter: Extreme heat and labor share," Energy Economics, Elsevier, vol. 138(C).
    9. Xie, Victoria Wenxin, 2024. "Labor market adjustment to extreme heat shocks: Evidence from Brazil," Journal of Economic Behavior & Organization, Elsevier, vol. 222(C), pages 266-283.
    10. Tang, Yuwei & He, Zhenyu, 2024. "Extreme heat and firms' robot adoption: Evidence from China," China Economic Review, Elsevier, vol. 85(C).
    11. Naveen Kumar & Dibyendu Maiti, 2024. "The Dynamic Causal Impact of Climate Change on Economic Activity - A Disaggregated Panel Analysis of India," Working papers 345, Centre for Development Economics, Delhi School of Economics.
    12. Jakob Lehr & Katrin Rehdanz, 2023. "The Effect of Temperature on Energy Use, CO2 Emissions, and Economic Performance in German Industry," CRC TR 224 Discussion Paper Series crctr224_2023_489, University of Bonn and University of Mannheim, Germany.
    13. Yuan, Zhengrong & Ding, Hai & Yu, Qiuzuo, 2024. "High temperature, bargaining power and within-firm wage inequality: Evidence from China," Economic Modelling, Elsevier, vol. 135(C).
    14. Aguilar-Gomez, Sandra & Gutierrez, Emilio & Heres, David & Jaume, David & Tobal, Martin, 2024. "Thermal stress and financial distress: Extreme temperatures and firms’ loan defaults in Mexico," Journal of Development Economics, Elsevier, vol. 168(C).
    15. Lehr, Jakob & Rehdanz, Katrin, 2024. "The effect of temperature on energy related CO2 emissions and economic performance in German industry," Energy Economics, Elsevier, vol. 138(C).
    16. Jaqueline Oliveira & Bruno Palialol & Paula Pereda, 2021. "Do temperature shocks affect non-agriculture wages in Brazil? Evidence from individual-level panel data," Working Papers, Department of Economics 2021_13, University of São Paulo (FEA-USP).
    17. Valenti, Giulia & Vona, Francesco, 2024. "Hot Wages: How Do Heat Waves Change the Earnings Distribution?," FEEM Working Papers 348848, Fondazione Eni Enrico Mattei (FEEM).
    18. Huang, Kaixing & Zhao, Hong & Huang, Jikun & Wang, Jinxia & Findlay, Christopher, 2020. "The impact of climate change on the labor allocation: Empirical evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
    19. Wei, Xiahai & Li, Jianan & Liu, Hongyou & Wan, Jiangtao, 2023. "Temperature and outdoor productivity: Evidence from professional soccer players," Journal of Asian Economics, Elsevier, vol. 87(C).
    20. Goicoechea,Ana & Lang,Megan Elizabeth, 2023. "Firms and Climate Change in Low- and Middle-Income Countries," Policy Research Working Paper Series 10644, The World Bank.

    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:ecanpo:v:85:y:2025:i:c:p:2142-2160. 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.journals.elsevier.com/economic-analysis-and-policy .

    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.