Resilience under extreme temperatures: evidence from productivity responses in China

Xiaoxiao Ma , Ning Zhang

Energy, Ecology and Environment ›› : 1 -17.

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Energy, Ecology and Environment ›› :1 -17. DOI: 10.1007/s40974-025-00398-0
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Resilience under extreme temperatures: evidence from productivity responses in China

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Abstract

Climate resilience is essential to mitigate extreme weather impacts. This study examines the resilience of Chinese cities and its mechanisms through the dynamic responses of green total factor productivity (GTFP) to extreme temperature shocks. Using panel data of 272 cities from 2002 to 2021, we first construct GTFP based on the biennial non-radial Luenberger productivity index (BLPI). We then employ a two-way fixed effects model and a piecewise linear long-difference model to identify the short- and long-term effects of extreme temperatures on GTFP, where the divergence between these effects captures the climate resilience. The BLPI framework further allows a decomposition into single-factor productivities, enabling mechanism analyses of how specific production factors respond to climatic stress. The results show that, extreme temperatures significantly reduce GTFP in the short term, but not in the long run, indicating strengthened climate resilience over time. Mechanism analysis reveals that extreme heat enhances digital productivity, while extreme cold increases capital productivity, suggesting digital upgrading as an adaptation to heat stress and capital deepening as a response to cold stress. Policy and spatial heterogeneity reveal distinct resilience patterns. Broadband pilot cities adapt better to heat stress, low-carbon pilot cities resist cold stress more effectively. Regionally, southern cities show stronger heat adaptation, northern cities greater cold resilience, and eastern regions recover faster than the central and west. These findings highlight how digital transformation and factor reallocation jointly enhance urban climate resilience.

Keywords

Climate resilience / Climate change / Digital factor / GTFP

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Xiaoxiao Ma, Ning Zhang. Resilience under extreme temperatures: evidence from productivity responses in China. Energy, Ecology and Environment 1-17 DOI:10.1007/s40974-025-00398-0

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References

[1]

Aboelata A. Reducing outdoor air temperature, improving thermal comfort, and saving buildings’ cooling energy demand in arid cities – cool paving utilization. Sustain Cities Soc, 2021, 68102762

[2]

Acevedo S, Mrkaic M, Novta N, Pugacheva E, Topalova P. The effects of weather shocks on economic activity: what are the channels of impact?. J Macroecon, 2020, 65103207

[3]

Addoum JM, Ng DT, Ortiz-Bobea A. Temperature shocks and industry earnings news. J Financ Econ, 2023, 150(1): 1-45.

[4]

Agboola OP, Tunay M. Urban resilience in the digital age: the influence of information–communication technology for sustainability. J Clean Prod, 2023, 428139304

[5]

Argyroudis SA, Mitoulis SA, Chatzi E, Baker JW, Brilakis I, Gkoumas K, Vousdoukas M, Hynes W, Carluccio S, Keou O, Frangopol DM, Linkov I. Digital technologies can enhance climate resilience of critical infrastructure. Clim Risk Manag, 2022, 35100387

[6]

Auffhammer M. Climate adaptive response estimation: short and long run impacts of climate change on residential electricity and natural gas consumption. J Environ Econ Manage, 2022, 114102669

[7]

Benakopoulos T, Vergo W, Tunzi M, Salenbien R, Kolarik J, Svendsen S. Energy and cost savings with continuous low temperature heating versus intermittent heating of an office building with district heating. Energy, 2022, 252: 124071.

[8]

Boussemart JP, Briec W, Kerstens K, Poutineau JC. Luenberger and Malmquist productivity indices: theoretical comparisons and empirical illustration. Bull Econ Res, 2003, 55(4): 391-405.

[9]

Burke M, Emerick K. Adaptation to climate change: evidence from US agriculture. Am Econ J Econ Policy, 2016, 8(3): 106-140.

[10]

Castro Medina D, Guerrero Delgado M, Sánchez Ramos J, Palomo Amores T, Romero Rodríguez L, Álvarez Domínguez S. Empowering urban climate resilience and adaptation: crowdsourcing weather citizen stations-enhanced temperature prediction. Sustain Cities Soc, 2024, 101105208

[11]

Chen S, Gong B. Response and adaptation of agriculture to climate change: evidence from China. J Dev Econ, 2021, 148102557

[12]

Chen X, Yang L. Temperature and industrial output: firm-level evidence from China. J Environ Econ Manag, 2019, 95: 257-274.

[13]

Chen J, Fang D, Chen B, Wang S. Can premium subsidies for agricultural insurance promote risk protection on natural disasters? Evidence from China. Environ Impact Assess Rev, 2024, 108107615

[14]

Cheng Y, Zhou X, Li Y. The effect of digital transformation on real economy enterprises’ total factor productivity. Int Rev Econ Finance, 2023, 85: 488-501.

[15]

Cui X, Tang Q. Extreme heat and rural household adaptation: evidence from Northeast China. J Dev Econ, 2024, 167103243

[16]

Fang D, Chen J, Wang S, Chen B. Can agricultural mechanization enhance the climate resilience of food production? Evidence from China. Appl Energy, 2024, 373123928

[17]

Färe R, Grosskopf S, Pasurka CA. Environmental production functions and environmental directional distance functions. Energy, 2007, 32(7): 1055-1066.

[18]

Fuinhas JA, Belucio M, Santiago R, Betencourt M. Are the structure dynamics of capital stock impacting carbon intensity from energy consumption? European insights. Energy Ecol Environ, 2025, 10(5): 555-574.

[19]

Gong M, Zhang N. Drivers of China’s high-quality development: the role of intangible factors. Econ Model, 2023, 124106294

[20]

Gupta V, Mason-Sharma A, Caty SN, Kerry V. Adapting global health aid in the face of climate change. Lancet Glob Health, 2017, 5(2): e133-e134.

[21]

Han H, Bai X, Dong L. Global policy stocktake of urban climate resilience: a literature review. Resour Conserv Recycl, 2025, 212107923

[22]

Hankins DL. Climate resilience through ecocultural stewardship. Proc Natl Acad Sci U S A, 2024, 121(32e2310072121

[23]

He G, Tanaka T. Energy saving may kill: evidence from the Fukushima nuclear accident. Am Econ J Appl Econ, 2023, 15(2): 377-414.

[24]

Hou C. Analysis of the factors promoting urban green productivity using a system dynamics simulation. Sci Rep, 2025, 15(1): 27928.

[25]

Hu S, Maeda T. Productivity and physiological responses during exposure to varying air temperatures and clothing conditions. Indoor Air, 2020, 302): 251-263.

[26]

Huang HH, Kerstein J, Wang C, Wu F. Firm climate risk, risk management, and bank loan financing. Strateg Manag J, 2022, 43(13): 2849-2880.

[27]

Kahn ME, Mohaddes K, Ng RNC, Pesaran MH, Raissi M, Yang JC. Long-term macroeconomic effects of climate change: a cross-country analysis. Energy Econ, 2021, 104105624

[28]

Kumar S, Khanna M. Temperature and production efficiency growth: empirical evidence. Clim Change, 2019, 156(1): 209-229.

[29]

Lai W, Qiu Y, Tang Q, Xi C, Zhang P. The effects of temperature on labor productivity. Annu Rev Resour Econ, 2023, 15: 213-232.

[30]

Ledda A, Di Cesare EA, Satta G, Cocco G, De Montis A. Integrating adaptation to climate change in regional plans and programmes: the role of strategic environmental assessment. Environ Impact Assess Rev, 2021, 91106655

[31]

Ma X, Zhao Y, Zhang N. The effects of extreme temperatures on carbon total factor productivity: evidence from China. J Clean Prod, 2024, 479144019

[32]

Nik VM, Perera ATD, Chen D. Towards climate resilient urban energy systems: a review. Natl Sci Rev, 2020

[33]

Njangang H, Padhan H, Tiwari AK. From aid to resilience: assessing the impact of climate finance on energy vulnerability in developing countries. Energy Econ, 2024, 134107595

[34]

Nyoni RS, Bruelle G, Chikowo R, Andrieu N. Targeting smallholder farmers for climate information services adoption in Africa: a systematic literature review. Clim Serv, 2024, 34100450

[35]

Oh D. A global Malmquist-Luenberger productivity index. J Prod Anal, 2010, 34(3): 183-197.

[36]

Parihar J, Birman S (2024) Heat resilience in urban environments: strategies for sustainable city climate management. In: Singh P, Yadav N (eds) The Climate-Health-Sustainability Nexus: Understanding the Interconnected Impact on Populations and the Environment. Springer Nature Switzerland, pp 305–324 https://doi.org/10.1007/978-3-031-56564-9_12

[37]

Pastor JT, Aparicio J, Monge JF, Pastor D. Modeling CRS bounded additive DEA models and characterizing their Pareto-efficient points. J Prod Anal, 2013, 40(3): 285-292.

[38]

Perera ATD, Javanroodi K, Nik VM. Climate resilient interconnected infrastructure: co-optimization of energy systems and urban morphology. Appl Energy, 2021, 285116430

[39]

Piemontese L, Terzi S, Di Baldassarre G, Menestrey Schwieger DA, Castelli G, Bresci E. Over-reliance on water infrastructure can hinder climate resilience in pastoral drylands. Nat Clim Chang, 2024, 14(3): 267-274.

[40]

Riaz K, McAfee M, Gharbia SS. Management of climate resilience: exploring the potential of digital twin technology, 3D city modelling, and early warning systems. Sensors, 2023

[41]

Rodriguez M, Fu G, Butler D, Yuan Z, Cook L. The effect of green infrastructure on resilience performance in combined sewer systems under climate change. J Environ Manage, 2024, 353120229

[42]

Shi J, Fan H. Regulatory mechanisms for climate-resilient urban energy systems. Sustain Cities Soc, 2024, 102105215

[43]

Somanathan E, Somanathan R, Sudarshan A, Tewari M. The impact of temperature on productivity and labor supply: evidence from Indian manufacturing. J Polit Econ, 2021, 129(6): 1797-1827.

[44]

Tauhid F. Urban green infrastructure for climate resilience: a review. Nature : National Academic Journal of Architecture, 2018, 5: 58-65.

[45]

Tyler S, Moench M. A framework for urban climate resilience. Clim Dev, 2012, 4(4): 311-326.

[46]

Wang J, Chen Y, Liao W, He G, Tett SFB, Yan Z, Zhai P, Feng J, Ma W, Huang C, Hu Y. Anthropogenic emissions and urbanization increase risk of compound hot extremes in cities. Nat Clim Change, 2021, 11(12): 1084-1089.

[47]

Wang H, Peng G, Du H. Digital economy development boosts urban resilience—evidence from China. Sci Rep, 2024, 14(1): 2925.

[48]

Ward FA. Enhancing climate resilience of irrigated agriculture: a review. J Environ Manage, 2022, 302114032

[49]

Xu Q, Zhong M, Dong Y. Digital economy and risk response: how the digital economy affects urban resilience. Cities, 2024, 155: 105397.

[50]

Xu S, Zhong M, Wang Y. Can innovative industrial clusters enhance urban economic resilience? A quasi-natural experiment based on an innovative pilot policy. Energy Econ, 2024, 134107544

[51]

Zhang N, Choi Y. Total-factor carbon emission performance of fossil fuel power plants in China: a metafrontier non-radial Malmquist index analysis. Energy Econ, 2013, 40: 549-559.

[52]

Zhang P, Deschenes O, Meng K, Zhang J. Temperature effects on productivity and factor reallocation: evidence from a half million Chinese manufacturing plants. J Environ Econ Manag, 2018, 88: 1-17.

[53]

Zhang N, Zhao Y, Wang N. Is China’s energy policy effective for power plants? Evidence from the 12th Five-Year Plan energy saving targets. Energy Econ, 2022, 112106143

[54]

Zhao Q, Du Y, Zhang T, Zhang W. Resilience index system and comprehensive assessment method for distribution network considering multi-energy coordination. Int J Electr Power Energy Syst, 2021, 133107211

[55]

Zhao Y, Ma Y, Choi Y, Zhang N. The effects of the multi-target policy on green productivity: evidence from China’s fossil fuel power plants. Energy J, 2024, 45(3): 177-202.

[56]

Zheng J, Guo M, Lo K, Lian B, Chen Y, Wu Y, Lin L. Assessing energy efficiency of natural gas in China’s transition towards carbon neutrality. Energy Ecol Environ, 2024, 9(6): 614-630.

[57]

Zhou P, Ang BW, Poh KL. A survey of data envelopment analysis in energy and environmental studies. Eur J Oper Res, 2008, 189(1): 1-18.

[58]

Zhu P, Lin B. Revisiting the effect of urbanization on residential electricity consumption: evidence from China family panel studies. J Glob Inf Manag, 2022

Funding

the Major grant in National Social Sciences of China(23VRC037)

the National Natural Science Foundation of China(72033005)

RIGHTS & PERMISSIONS

The Author(s), under exclusive licence to the International Society of Energy and Environmental Science

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