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Climate change and energy poverty: Evidence from China

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  • Wu, Shu
  • Hu, Fangfang
  • Zhang, Zhijian

Abstract

Climate change, characterized by fluctuations in temperature and precipitation, presents significant challenges to household welfare. This study offers novel insights into how climate change influences household energy poverty. Leveraging data from the 2015 and 2018 China General Social Survey, we apply clustering analysis and a pseudo-panel data model to investigate the effects of temperature and precipitation variations on both the incidence and intensity of household energy poverty, as well as the mechanisms driving these outcomes. Our findings reveal that climate change, manifested in widening temperature deviations and increasing precipitation, significantly heightens both the incidence and intensity of household energy poverty. Specifically, urban households and those in southern regions demonstrate greater vulnerability to amplifying temperature fluctuations, whereas rural households, northern residents, and low- to middle-income groups are more susceptible to the impacts of precipitation changes. Rising temperature deviations exacerbate energy poverty by driving up energy demand, while increased precipitation intensifies it by augmenting off-farm labor transfers. However, temperature and precipitation changes can also mitigate poverty by boosting crop yields. This study is the first to incorporate precipitation changes into the energy poverty discourse. The findings underscore the critical need to account for climate change when devising policies aimed at addressing household welfare loss and alleviating energy poverty.

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  • Wu, Shu & Hu, Fangfang & Zhang, Zhijian, 2025. "Climate change and energy poverty: Evidence from China," World Development, Elsevier, vol. 186(C).
  • Handle: RePEc:eee:wdevel:v:186:y:2025:i:c:s0305750x24002961
    DOI: 10.1016/j.worlddev.2024.106826
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    1. Lindsey L. Sloat & Steven J. Davis & James S. Gerber & Frances C. Moore & Deepak K. Ray & Paul C. West & Nathaniel D. Mueller, 2020. "Climate adaptation by crop migration," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    2. Kleerekoper, Laura & van Esch, Marjolein & Salcedo, Tadeo Baldiri, 2012. "How to make a city climate-proof, addressing the urban heat island effect," Resources, Conservation & Recycling, Elsevier, vol. 64(C), pages 30-38.
    3. Llorca, Manuel & Rodriguez-Alvarez, Ana & Jamasb, Tooraj, 2020. "Objective vs. subjective fuel poverty and self-assessed health," Energy Economics, Elsevier, vol. 87(C).
    4. Huang, Chao & Liang, Yu & He, Hong S. & Wu, Mia M. & Liu, Bo & Ma, Tianxiao, 2021. "Sensitivity of aboveground biomass and species composition to climate change in boreal forests of Northeastern China," Ecological Modelling, Elsevier, vol. 445(C).
    5. Wang, Yao & Lin, Boqiang, 2022. "Can energy poverty be alleviated by targeting the low income? Constructing a multidimensional energy poverty index in China," Applied Energy, Elsevier, vol. 321(C).
    6. Foster, James & Greer, Joel & Thorbecke, Erik, 1984. "A Class of Decomposable Poverty Measures," Econometrica, Econometric Society, vol. 52(3), pages 761-766, May.
    7. 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.
    8. Garth Heutel & Nolan H. Miller & David Molitor, 2021. "Adaptation and the Mortality Effects of Temperature across U.S. Climate Regions," The Review of Economics and Statistics, MIT Press, vol. 103(4), pages 740-753, October.
    9. Guo, Jin & Huang, Ying & Wei, Chu, 2015. "North–South debate on district heating: Evidence from a household survey," Energy Policy, Elsevier, vol. 86(C), pages 295-302.
    10. Carter, Michael R. & Little, Peter D. & Mogues, Tewodaj & Negatu, Workneh, 2007. "Poverty Traps and Natural Disasters in Ethiopia and Honduras," World Development, Elsevier, vol. 35(5), pages 835-856, May.
    11. Bareille, François & Chakir, Raja, 2023. "The impact of climate change on agriculture: A repeat-Ricardian analysis," Journal of Environmental Economics and Management, Elsevier, vol. 119(C).
    12. 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.
    13. Filomena Pietrapertosa & Marta Olazabal & Sofia Simoes & Monica Salvia & Paris Fokaides & Byron Ioannou & Vincent Viguié & Niki-Artemis Spyridaki & Sonia de Gregorio Hurtado & Davide Geneletti & Olive, 2023. "Adaptation to climate change in cities of Mediterranean Europe," Post-Print hal-04501694, HAL.
    14. Chen, Shuai & Chen, Xiaoguang & Xu, Jintao, 2016. "Impacts of climate change on agriculture: Evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 76(C), pages 105-124.
    15. Awaworyi Churchill, Sefa & Smyth, Russell & Trinh, Trong-Anh, 2022. "Energy poverty, temperature and climate change," Energy Economics, Elsevier, vol. 114(C).
    16. 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.
    17. Rampa, Alexis & Lovo, Stefania, 2023. "Revisiting the effects of the Ethiopian land tenure reform using satellite data. A focus on agricultural productivity, climate change mitigation and adaptation," World Development, Elsevier, vol. 171(C).
    18. Marie Connolly, 2008. "Here Comes the Rain Again: Weather and the Intertemporal Substitution of Leisure," Journal of Labor Economics, University of Chicago Press, vol. 26(1), pages 73-100.
    19. Prakash, Kushneel & Munyanyi, Musharavati Ephraim, 2021. "Energy poverty and obesity," Energy Economics, Elsevier, vol. 101(C).
    20. Nguyen, Trung Thanh & Nguyen, Thanh-Tung & Hoang, Viet-Ngu & Wilson, Clevo & Managi, Shunsuke, 2019. "Energy transition, poverty and inequality in Vietnam," Energy Policy, Elsevier, vol. 132(C), pages 536-548.
    21. Boto-García, David & Bucciol, Alessandro, 2020. "Climate change: Personal responsibility and energy saving," Ecological Economics, Elsevier, vol. 169(C).
    22. Niesr, 2023. "National Institute UK Economic Outlook Summer 2023," National Institute UK Economic Outlook, National Institute of Economic and Social Research, issue 11, pages 5-44.
    23. Paglialunga, Elena & Coveri, Andrea & Zanfei, Antonello, 2022. "Climate change and within-country inequality: New evidence from a global perspective," World Development, Elsevier, vol. 159(C).
    24. A. M. Vicedo-Cabrera & N. Scovronick & F. Sera & D. Royé & R. Schneider & A. Tobias & C. Astrom & Y. Guo & Y. Honda & D. M. Hondula & R. Abrutzky & S. Tong & M. de Sousa Zanotti Stagliorio Coelho & P., 2021. "The burden of heat-related mortality attributable to recent human-induced climate change," Nature Climate Change, Nature, vol. 11(6), pages 492-500, June.
    25. Randazzo, Teresa & Pavanello, Filippo & De Cian, Enrica, 2023. "Adaptation to climate change: Air-conditioning and the role of remittances," Journal of Environmental Economics and Management, Elsevier, vol. 120(C).
    26. Ma, Rufei & Deng, Liqian & Ji, Qiang & Zhai, Pengxiang, 2022. "Environmental regulations, clean energy access, and household energy poverty: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    27. David J. Mckenzie, 2001. "Estimation of AR(1) models with unequally spaced pseudo-panels," Econometrics Journal, Royal Economic Society, vol. 4(1), pages 1-40.
    28. Abbas, Khizar & Li, Shixiang & Xu, Deyi & Baz, Khan & Rakhmetova, Aigerim, 2020. "Do socioeconomic factors determine household multidimensional energy poverty? Empirical evidence from South Asia," Energy Policy, Elsevier, vol. 146(C).
    29. Liddell, Christine & Morris, Chris & McKenzie, S.J.P. & Rae, Gordon, 2012. "Measuring and monitoring fuel poverty in the UK: National and regional perspectives," Energy Policy, Elsevier, vol. 49(C), pages 27-32.
    30. Srivastava, Leena & Goswami, Anandajit & Diljun, Gaurang Meher & Chaudhury, Saswata, 2012. "Energy access: Revelations from energy consumption patterns in rural India," Energy Policy, Elsevier, vol. 47(S1), pages 11-20.
    31. Omar Bellprat & Virginie Guemas & Francisco Doblas-Reyes & Markus G. Donat, 2019. "Towards reliable extreme weather and climate event attribution," Nature Communications, Nature, vol. 10(1), pages 1-7, December.
    32. Sen, Amartya K, 1976. "Poverty: An Ordinal Approach to Measurement," Econometrica, Econometric Society, vol. 44(2), pages 219-231, March.
    33. Papada, Lefkothea & Kaliampakos, Dimitris, 2018. "A Stochastic Model for energy poverty analysis," Energy Policy, Elsevier, vol. 116(C), pages 153-164.
    34. Randell, Heather & Jiang, Chengsheng & Liang, Xin-Zhong & Murtugudde, Raghu & Sapkota, Amir, 2021. "Food insecurity and compound environmental shocks in Nepal: Implications for a changing climate," World Development, Elsevier, vol. 145(C).
    35. Chun-Sen Ma & Wei Zhang & Yu Peng & Fei Zhao & Xiang-Qian Chang & Kun Xing & Liang Zhu & Gang Ma & He-Ping Yang & Volker H. W. Rudolf, 2021. "Climate warming promotes pesticide resistance through expanding overwintering range of a global pest," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    36. Liobikienė, Genovaitė & Matiiuk, Yuliia & Krikštolaitis, Ričardas, 2023. "The concern about main crises such as the Covid-19 pandemic, the war in Ukraine, and climate change's impact on energy-saving behavior," Energy Policy, Elsevier, vol. 180(C).
    37. Pierre Mukheibir, 2013. "Potential consequences of projected climate change impacts on hydroelectricity generation," Climatic Change, Springer, vol. 121(1), pages 67-78, November.
    38. Dolores Collado, M., 1997. "Estimating dynamic models from time series of independent cross-sections," Journal of Econometrics, Elsevier, vol. 82(1), pages 37-62.
    39. Radhia Bouchakour & Mohammed Saad, 2020. "Farm and farmer characteristics and off‐farm work: evidence from Algeria," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(2), pages 455-476, April.
    40. Bouchakour, Radhia & Saad, Mohammed, 2020. "Farm and farmer characteristics and off-farm work: evidence from Algeria," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(2), April.
    41. Feeny, Simon & Trinh, Trong-Anh & Zhu, Anna, 2021. "Temperature shocks and energy poverty: Findings from Vietnam," Energy Economics, Elsevier, vol. 99(C).
    42. Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
    43. Crentsil, Aba Obrumah & Asuman, Derek & Fenny, Ama Pokuaa, 2019. "Assessing the determinants and drivers of multidimensional energy poverty in Ghana," Energy Policy, Elsevier, vol. 133(C).
    44. Chilkoti, Vinod & Bolisetti, Tirupati & Balachandar, Ram, 2017. "Climate change impact assessment on hydropower generation using multi-model climate ensemble," Renewable Energy, Elsevier, vol. 109(C), pages 510-517.
    45. Graff Zivin, Joshua & Song, Yingquan & Tang, Qu & Zhang, Peng, 2020. "Temperature and high-stakes cognitive performance: Evidence from the national college entrance examination in China," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
    46. 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).
    47. Okushima, Shinichiro, 2016. "Measuring energy poverty in Japan, 2004–2013," Energy Policy, Elsevier, vol. 98(C), pages 557-564.
    48. Li, Jianglong & Yang, Lisha & Long, Houyin, 2018. "Climatic impacts on energy consumption: Intensive and extensive margins," Energy Economics, Elsevier, vol. 71(C), pages 332-343.
    49. Alan Barreca & Karen Clay & Olivier Deschenes & Michael Greenstone & Joseph S. Shapiro, 2016. "Adapting to Climate Change: The Remarkable Decline in the US Temperature-Mortality Relationship over the Twentieth Century," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 105-159.
    50. 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.
    51. Hills, John, 2011. "Fuel poverty: the problem and its measurement," LSE Research Online Documents on Economics 39270, London School of Economics and Political Science, LSE Library.
    52. Bing Liu & Senthold Asseng & Christoph Müller & Frank Ewert & Joshua Elliott & David B. Lobell & Pierre Martre & Alex C. Ruane & Daniel Wallach & James W. Jones & Cynthia Rosenzweig & Pramod K. Aggarw, 2016. "Similar estimates of temperature impacts on global wheat yield by three independent methods," Nature Climate Change, Nature, vol. 6(12), pages 1130-1136, December.
    53. Lluch, Constantino, 1973. "The extended linear expenditure system," European Economic Review, Elsevier, vol. 4(1), pages 21-32, April.
    54. Kushneel Prakash & Musharavati Ephraim Munyanyi, 2021. "Energy poverty and obesity," Melbourne Institute Working Paper Series wp2021n11, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    55. John Hills, 2011. "Fuel Poverty: The problem and its measurement. Interim Report of the Fuel Poverty Review," CASE Reports casereport69, Centre for Analysis of Social Exclusion, LSE.
    56. Li, Xue & Smyth, Russell & Xin, Guangyi & Yao, Yao, 2023. "Warmer temperatures and energy poverty: Evidence from Chinese households," Energy Economics, Elsevier, vol. 120(C).
    57. Meierrieks, Daniel, 2021. "Weather shocks, climate change and human health," World Development, Elsevier, vol. 138(C).
    58. Browning, Martin & Deaton, Angus & Irish, Margaret, 1985. "A Profitable Approach to Labor Supply and Commodity Demands over the Life-Cycle," Econometrica, Econometric Society, vol. 53(3), pages 503-543, May.
    59. Abre-Rehmat Qurat-ul-Ann & Faisal Mehmood Mirza, 2021. "Determinants of multidimensional energy poverty in Pakistan: a household level analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(8), pages 12366-12410, August.
    60. Koomson, Isaac & Danquah, Michael, 2021. "Financial inclusion and energy poverty: Empirical evidence from Ghana," Energy Economics, Elsevier, vol. 94(C).
    61. Karpinska, Lilia & Śmiech, Sławomir, 2021. "Breaking the cycle of energy poverty. Will Poland make it?," Energy Economics, Elsevier, vol. 94(C).
    62. Barnes, Douglas F. & Khandker, Shahidur R. & Samad, Hussain A., 2011. "Energy poverty in rural Bangladesh," Energy Policy, Elsevier, vol. 39(2), pages 894-904, February.
    63. Jack A. Morgan & Daniel R. LeCain & Elise Pendall & Dana M. Blumenthal & Bruce A. Kimball & Yolima Carrillo & David G. Williams & Jana Heisler-White & Feike A. Dijkstra & Mark West, 2011. "C4 grasses prosper as carbon dioxide eliminates desiccation in warmed semi-arid grassland," Nature, Nature, vol. 476(7359), pages 202-205, August.
    64. Okushima, Shinichiro, 2017. "Gauging energy poverty: A multidimensional approach," Energy, Elsevier, vol. 137(C), pages 1159-1166.
    65. SHI, Xiaoping & HEERINK, Nico & QU, Futian, 2009. "The role of off-farm employment in the rural energy consumption transition -- A village-level analysis in Jiangxi Province, China," China Economic Review, Elsevier, vol. 20(2), pages 350-359, June.
    66. Cao, Jing & Ho, Mun Sing & Li, Yating & Newell, Richard G. & Pizer, William A., 2019. "Chinese residential electricity consumption: Estimation and forecast using micro-data," Resource and Energy Economics, Elsevier, vol. 56(C), pages 6-27.
    67. Nguyen, Trung Thanh & Nguyen, Thanh-Tung & Hoang, Viet-Ngu & Wilson, Clevo, 2019. "Energy transition, poverty and inequality: panel evidence from Vietnam," MPRA Paper 107182, University Library of Munich, Germany, revised 10 May 2019.
    68. Zhang, Shaohui & Guo, Qinxin & Smyth, Russell & Yao, Yao, 2022. "Extreme temperatures and residential electricity consumption: Evidence from Chinese households," Energy Economics, Elsevier, vol. 107(C).
    69. Barnes, Douglas F. & Khandker, Shahidur R. & Samad, Hussain A., 2010. "Energy access, efficiency, and poverty : how many households are energy poor in Bangladesh ?," Policy Research Working Paper Series 5332, The World Bank.
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