IDEAS home Printed from https://ideas.repec.org/a/eee/proeco/v260y2023ics0925527323000798.html
   My bibliography  Save this article

Effects of rising and extreme temperatures on production factor efficiency: Evidence from China's cities

Author

Listed:
  • Song, Malin
  • Wang, Jianlin
  • Zhao, Jiajia

Abstract

Cities are the main drivers of climate change; they are also more vulnerable to it than rural areas. Improving the utilization efficiency of various production factors is an important way for cities to fight climate change. Using observations from across 36 large and medium-sized Chinese cities, this study finds that most cities experienced temperature rises in the past half century, with average increases of 0.5 °C. Based on the city-level production possibility set, this study constructs a factor-specific efficiency model of the directional distance function version. Using data from Chinese prefectures and above-level cities with a population of more than 1 million, we calculated three factor efficiencies: labor, energy, and environment. The econometric analysis revealed that the rising temperatures had a positive effect on all three efficiencies. This finding may be related to China's geographical location within a temperate zone; consequently, the increase in temperature moved its temperatures to an optimal level. However, extreme temperatures had a negative impact on the efficiency of three factors. Further analysis found that rising temperatures brought more benefits to cities dominated by tertiary industries, while extreme temperatures brought more harm to cities dominated by secondary industries. As part of China's urbanization process, large central cities often support tertiary industries with various resources, thereby moving secondary industries to the surrounding small cities. Our results suggest that as global warming intensifies, new economic inequalities may arise between cities with different industrial structures.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:proeco:v:260:y:2023:i:c:s0925527323000798
    DOI: 10.1016/j.ijpe.2023.108847
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0925527323000798
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ijpe.2023.108847?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. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Global non-linear effect of temperature on economic production," Nature, Nature, vol. 527(7577), pages 235-239, November.
    2. 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.
    3. Joshua Graff Zivin & Matthew Neidell, 2014. "Temperature and the Allocation of Time: Implications for Climate Change," Journal of Labor Economics, University of Chicago Press, vol. 32(1), pages 1-26.
    4. Stelios Grafakos & Kate Trigg & Mia Landauer & Lorenzo Chelleri & Shobhakar Dhakal, 2019. "Analytical framework to evaluate the level of integration of climate adaptation and mitigation in cities," Climatic Change, Springer, vol. 154(1), pages 87-106, May.
    5. Geoffrey Heal & Jisung Park, 2013. "Feeling the Heat: Temperature, Physiology & the Wealth of Nations," NBER Working Papers 19725, National Bureau of Economic Research, Inc.
    6. Bessec, Marie & Fouquau, Julien, 2008. "The non-linear link between electricity consumption and temperature in Europe: A threshold panel approach," Energy Economics, Elsevier, vol. 30(5), pages 2705-2721, September.
    7. R. Färe & S. Grosskopf & G. Whittaker, 2013. "Directional output distance functions: endogenous directions based on exogenous normalization constraints," Journal of Productivity Analysis, Springer, vol. 40(3), pages 267-269, December.
    8. Enrica Cian & Ian Sue Wing, 2019. "Correction to: Global Energy Consumption in a Warming Climate," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 73(4), pages 1415-1415, August.
    9. Maximilian Auffhammer & Anin Aroonruengsawat, 2011. "Simulating the impacts of climate change, prices and population on California’s residential electricity consumption," Climatic Change, Springer, vol. 109(1), pages 191-210, December.
    10. Susan J. Elliott & Donald C. Cole & Paul Krueger & Nancy Voorberg & Sarah Wakefield, 1999. "The Power of Perception: Health Risk Attributed to Air Pollution in anUrban Industrial Neighbourhood," Risk Analysis, John Wiley & Sons, vol. 19(4), pages 621-634, August.
    11. Mendelsohn, Robert & Nordhaus, William D & Shaw, Daigee, 1994. "The Impact of Global Warming on Agriculture: A Ricardian Analysis," American Economic Review, American Economic Association, vol. 84(4), pages 753-771, September.
    12. 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.
    13. Wolfram Schlenker & W. Michael Hanemann & Anthony C. Fisher, 2005. "Will U.S. Agriculture Really Benefit from Global Warming? Accounting for Irrigation in the Hedonic Approach," American Economic Review, American Economic Association, vol. 95(1), pages 395-406, March.
    14. Chen, Shuai & Gong, Binlei, 2021. "Response and adaptation of agriculture to climate change: Evidence from China," Journal of Development Economics, Elsevier, vol. 148(C).
    15. Achyuta Adhvaryu & Namrata Kala & Anant Nyshadham, 2020. "The Light and the Heat: Productivity Co-Benefits of Energy-Saving Technology," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 779-792, October.
    16. Fishman, Ram & Carrillo, Paul & Russ, Jason, 2019. "Long-term impacts of exposure to high temperatures on human capital and economic productivity," Journal of Environmental Economics and Management, Elsevier, vol. 93(C), pages 221-238.
    17. Sueyoshi, Toshiyuki & Yuan, Yan & Goto, Mika, 2017. "A literature study for DEA applied to energy and environment," Energy Economics, Elsevier, vol. 62(C), pages 104-124.
    18. Acevedo, Sebastian & Mrkaic, Mico & Novta, Natalija & Pugacheva, Evgenia & Topalova, Petia, 2020. "The Effects of Weather Shocks on Economic Activity: What are the Channels of Impact?," Journal of Macroeconomics, Elsevier, vol. 65(C).
    19. Maione, Michela & Fowler, David & Monks, Paul S. & Reis, Stefan & Rudich, Yinon & Williams, Martin L. & Fuzzi, Sandro, 2016. "Air quality and climate change: Designing new win-win policies for Europe," Environmental Science & Policy, Elsevier, vol. 65(C), pages 48-57.
    20. S. H. A. Koop & C. J. Leeuwen, 2017. "The challenges of water, waste and climate change in cities," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 19(2), pages 385-418, April.
    21. repec:dau:papers:123456789/8180 is not listed on IDEAS
    22. Luenberger, David G., 1992. "Benefit functions and duality," Journal of Mathematical Economics, Elsevier, vol. 21(5), pages 461-481.
    23. Zhu, Joe, 2000. "Multi-factor performance measure model with an application to Fortune 500 companies," European Journal of Operational Research, Elsevier, vol. 123(1), pages 105-124, May.
    24. Ang, B.W. & Goh, T.N. & Liu, X.Q., 1992. "Residential electricity demand in Singapore," Energy, Elsevier, vol. 17(1), pages 37-46.
    25. Bigano, Andrea & Bosello, Francesco & Marano, Giuseppe, 2006. "Energy Demand and Temperature: A Dynamic Panel Analysis," International Energy Markets Working Papers 12117, Fondazione Eni Enrico Mattei (FEEM).
    26. Zander, Kerstin K. & Mathew, Supriya, 2019. "Estimating economic losses from perceived heat stress in urban Malaysia," Ecological Economics, Elsevier, vol. 159(C), pages 84-90.
    27. Victor V. Podinovski & Robert G. Chambers & Kazim Baris Atici & Iryna D. Deineko, 2016. "Marginal Values and Returns to Scale for Nonparametric Production Frontiers," Operations Research, INFORMS, vol. 64(1), pages 236-250, February.
    28. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    29. Enrica Cian & Ian Sue Wing, 2019. "Global Energy Consumption in a Warming Climate," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 72(2), pages 365-410, February.
    30. Fare, Rolf, et al, 1989. "Multilateral Productivity Comparisons When Some Outputs Are Undesirable: A Nonparametric Approach," The Review of Economics and Statistics, MIT Press, vol. 71(1), pages 90-98, February.
    31. Rajiv D. Banker & Richard C. Morey, 1986. "Efficiency Analysis for Exogenously Fixed Inputs and Outputs," Operations Research, INFORMS, vol. 34(4), pages 513-521, August.
    32. Alwyn Young, 2003. "Gold into Base Metals: Productivity Growth in the People's Republic of China during the Reform Period," Journal of Political Economy, University of Chicago Press, vol. 111(6), pages 1220-1261, December.
    33. Song, Malin & Wang, Jianlin, 2018. "Environmental efficiency evaluation of thermal power generation in China based on a slack-based endogenous directional distance function model," Energy, Elsevier, vol. 161(C), pages 325-336.
    34. Olivier Deschênes & Michael Greenstone, 2011. "Climate Change, Mortality, and Adaptation: Evidence from Annual Fluctuations in Weather in the US," American Economic Journal: Applied Economics, American Economic Association, vol. 3(4), pages 152-185, October.
    35. de Sousa Jabbour, Ana Beatriz Lopes & Jabbour, Charbel Jose Chiappetta & Foropon, Cyril & Godinho Filho, Moacir, 2018. "When titans meet – Can industry 4.0 revolutionise the environmentally-sustainable manufacturing wave? The role of critical success factors," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 18-25.
    36. Gupta, Shivam & Modgil, Sachin & Kumar, Ajay & Sivarajah, Uthayasankar & Irani, Zahir, 2022. "Artificial intelligence and cloud-based Collaborative Platforms for Managing Disaster, extreme weather and emergency operations," International Journal of Production Economics, Elsevier, vol. 254(C).
    37. 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.
    38. Thanassoulis, E. & Dyson, R. G., 1992. "Estimating preferred target input-output levels using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 56(1), pages 80-97, January.
    39. Fare, Rolf & Grosskopf, Shawna, 2004. "Modeling undesirable factors in efficiency evaluation: Comment," European Journal of Operational Research, Elsevier, vol. 157(1), pages 242-245, August.
    40. 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).
    41. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    42. David B. Lobell & Graeme L. Hammer & Greg McLean & Carlos Messina & Michael J. Roberts & Wolfram Schlenker, 2013. "The critical role of extreme heat for maize production in the United States," Nature Climate Change, Nature, vol. 3(5), pages 497-501, May.
    43. Bag, Surajit & Rahman, Muhammad Sabbir & Srivastava, Gautam & Chan, Hau-Ling & Bryde, David J., 2022. "The role of big data and predictive analytics in developing a resilient supply chain network in the South African mining industry against extreme weather events," International Journal of Production Economics, Elsevier, vol. 251(C).
    44. Wade D. Cook & Joe Zhu, 2007. "Data Irregularities And Structural Complexities In Dea," Springer Books, in: Joe Zhu & Wade D. Cook (ed.), Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis, chapter 0, pages 1-11, Springer.
    45. Cynthia Rosenzweig & David Major & Kate Demong & Christina Stanton & Radley Horton & Melissa Stults, 2007. "Managing climate change risks in New York City’s water system: assessment and adaptation planning," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 12(8), pages 1391-1409, October.
    46. Zhang, Ting & Su, Yina & Wang, Ningning, 2023. "Product quality improvement under retailer-direct financing: Effects of attitudes toward extreme weather," International Journal of Production Economics, Elsevier, vol. 257(C).
    47. Podinovski, Victor V., 2019. "Direct estimation of marginal characteristics of nonparametric production frontiers in the presence of undesirable outputs," European Journal of Operational Research, Elsevier, vol. 279(1), pages 258-276.
    48. Bojiang Yang & Youliang Zhang & Hongjun Zhang & Rui Zhang & Baoyu Xu, 2016. "Factor-specific Malmquist productivity index based on common weights DEA," Operational Research, Springer, vol. 16(1), pages 51-70, April.
    49. R. G. Chambers & Y. Chung & R. Färe, 1998. "Profit, Directional Distance Functions, and Nerlovian Efficiency," Journal of Optimization Theory and Applications, Springer, vol. 98(2), pages 351-364, August.
    50. Lopez Ramon, 1994. "The Environment as a Factor of Production: The Effects of Economic Growth and Trade Liberalization," Journal of Environmental Economics and Management, Elsevier, vol. 27(2), pages 163-184, September.
    51. Cai, Xiqian & Lu, Yi & Wang, Jin, 2018. "The impact of temperature on manufacturing worker productivity: Evidence from personnel data," Journal of Comparative Economics, Elsevier, vol. 46(4), pages 889-905.
    52. Ana Beatriz Lopes de Sousa Jabbour & Charbel Jose Chiappetta Jabbour & Moacir Godinho Filho & David Roubaud, 2018. "Industry 4.0 and the circular economy: a proposed research agenda and original roadmap for sustainable operations," Annals of Operations Research, Springer, vol. 270(1), pages 273-286, November.
    53. Färe, Rolf & Grosskopf, Shawna & Pasurka, Carl A., 2007. "Environmental production functions and environmental directional distance functions," Energy, Elsevier, vol. 32(7), pages 1055-1066.
    54. Alistair Hunt & Paul Watkiss, 2011. "Climate change impacts and adaptation in cities: a review of the literature," Climatic Change, Springer, vol. 104(1), pages 13-49, January.
    55. Zhang, Peng & Zhang, Junjie & Chen, Minpeng, 2017. "Economic impacts of climate change on agriculture: The importance of additional climatic variables other than temperature and precipitation," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 8-31.
    56. Cole, Matthew A., 2004. "Trade, the pollution haven hypothesis and the environmental Kuznets curve: examining the linkages," Ecological Economics, Elsevier, vol. 48(1), pages 71-81, January.
    57. Gunnar Eskeland & Torben Mideksa, 2010. "Electricity demand in a changing climate," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 15(8), pages 877-897, December.
    58. Seiford, Lawrence M. & Zhu, Joe, 2002. "Modeling undesirable factors in efficiency evaluation," European Journal of Operational Research, Elsevier, vol. 142(1), pages 16-20, October.
    59. Cao, Kaiying & Guo, Qiang & Xu, Yuqiu, 2023. "Information sharing and carbon reduction strategies with extreme weather in the platform economy," International Journal of Production Economics, Elsevier, vol. 255(C).
    60. Chambers, Robert G. & Chung, Yangho & Fare, Rolf, 1996. "Benefit and Distance Functions," Journal of Economic Theory, Elsevier, vol. 70(2), pages 407-419, August.
    61. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wang, Qiang & Wang, Lili & Li, Rongrong, 2023. "Could trade protectionism reshape the nexus of energy-economy-environment? Insight from different income groups," Resources Policy, Elsevier, vol. 85(PA).
    2. Liang, Chen & Zhu, Minghao & Lee, Peter K.C. & Cheng, T.C.E. & Yeung, Andy C.L., 2024. "Combating extreme weather through operations management: Evidence from a natural experiment in China," International Journal of Production Economics, Elsevier, vol. 267(C).
    3. Zheng, Deyuan & Song, Hang & Zhao, Chunguang & Liu, Yujiao & Zhao, Wenhao, 2024. "Is it possible for semiconductor companies to reduce carbon emissions through digital transformation? Evidence from China," International Journal of Production Economics, Elsevier, vol. 272(C).

    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. Li Chen & Bin Jiang & Chuan Wang, 2023. "Climate change and urban total factor productivity: evidence from capital cities and municipalities in China," Empirical Economics, Springer, vol. 65(1), pages 401-441, July.
    2. 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).
    3. 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.
    4. 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.
    5. 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).
    6. Chen, Shuai & Gong, Binlei, 2021. "Response and adaptation of agriculture to climate change: Evidence from China," Journal of Development Economics, Elsevier, vol. 148(C).
    7. Bui, Thanh-Huong & Bui, Ha-Phuong & Pham, Thi Mai-Anh, 2024. "Effects of temperature on job insecurity: Evidence from Australia," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 264-276.
    8. Rigas, Nikos & Kounetas, Konstantinos, 2021. "The Role of temperature, Precipitation and CO2 emissions on Countries’ Economic Growth and Productivity," MPRA Paper 104727, University Library of Munich, Germany.
    9. 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.
    10. Duan, Hongbo & Yuan, Deyu & Cai, Zongwu & Wang, Shouyang, 2022. "Valuing the impact of climate change on China’s economic growth," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 155-174.
    11. Xiaoguang Chen & Madhu Khanna & Lu Yang, 2022. "The impacts of temperature on Chinese food processing firms," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 66(2), pages 256-279, April.
    12. Chen, Zhenzhu & Li, Li & Tang, Yao, 2024. "Weather, credit, and economic fluctuations: Evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 221(C), pages 406-422.
    13. Gagliardi, Nicola & Grinza, Elena & Rycx, François, 2024. "The Productivity Impact of Global Warming: Firm-Level Evidence for Europe," GLO Discussion Paper Series 1485, Global Labor Organization (GLO).
    14. 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).
    15. Li, Chengzheng & Cong, Jiajia & Gu, Haiying & Zhang, Peng, 2021. "The non-linear effect of daily weather on economic performance: Evidence from China," China Economic Review, Elsevier, vol. 69(C).
    16. Surender Kumar & Madhu Khanna, 2019. "Temperature and production efficiency growth: empirical evidence," Climatic Change, Springer, vol. 156(1), pages 209-229, September.
    17. Chen, Fanglin & Zhang, Jie & Chen, Zhongfei, 2024. "Assessment of the effects of extreme temperature on economic activity," Ecological Economics, Elsevier, vol. 222(C).
    18. 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).
    19. 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.
    20. Jimmy Karlsson, 2021. "Temperature and Exports: Evidence from the United States," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(2), pages 311-337, October.

    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:proeco:v:260:y:2023:i:c:s0925527323000798. 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/ijpe .

    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.