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Temperature-Induced Bias in Energy Performance Certification

Author

Listed:
  • Oleksandr Talavera

    (University of Birmingham)

  • Haonan Tian

    (University of Birmingham)

  • Liyun Zhang

    (University of Birmingham)

Abstract

We examine whether ambient temperature affects Energy Performance Certificate (EPC) scores assigned by government-accredited assessors. Using over 17 million EPCs from England and Wales (2008-2025) linked with high-frequency weather and pollution data, we find that inspection-day temperature changes reported energy-efficiency scores. The effect is nonlinear and asymmetric: sub-zero days raise scores, with the largest increase below -5C, when scores are 1.36 points higher than on 10-15C days; warmer conditions generate smaller downward adjustments. The pattern is concentrated in assessments relying on less directly verified inputs and in settings where outdoor verification is more costly, pointing to a verification-effort mechanism. Temperature-related score movements also cluster near EPC rating thresholds, where small changes can alter assigned labels and imply 5,220-7,250GBP property-value shifts. Temporary environmental conditions can therefore enter durable certification records and affect green-label reliability in housing markets.

Suggested Citation

  • Oleksandr Talavera & Haonan Tian & Liyun Zhang, 2026. "Temperature-Induced Bias in Energy Performance Certification," Discussion Papers 26-01, Department of Economics, University of Birmingham.
  • Handle: RePEc:bir:birmec:26-01
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    References listed on IDEAS

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    1. Nguyen, Ha Minh, 2024. "Beyond the annual averages: Impact of seasonal temperature on employment growth in US counties," Journal of Environmental Economics and Management, Elsevier, vol. 125(C).
    2. Johnston, David W. & Knott, Rachel & Mendolia, Silvia & Siminski, Peter, 2021. "Upside-Down Down-Under: Cold Temperatures Reduce Learning in Australia," Economics of Education Review, Elsevier, vol. 85(C).
    3. Brewer, Dylan & Goldgar, Sarah, 2024. "The effect of extreme temperatures on evictions," Journal of Environmental Economics and Management, Elsevier, vol. 128(C).
    4. James Archsmith & Anthony Heyes & Soodeh Saberian, 2018. "Air Quality and Error Quantity: Pollution and Performance in a High-Skilled, Quality-Focused Occupation," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 827-863.
    5. François Cohen & Fidel Gonzalez, 2024. "Understanding the Link between Temperature and Crime," American Economic Journal: Economic Policy, American Economic Association, vol. 16(2), pages 480-514, May.
    6. Geske, Joachim, 2022. "The value of energy efficiency in residential buildings – a matter of heterogeneity?!," Energy Economics, Elsevier, vol. 113(C).
    7. Garg, Teevrat & McCord, Gordon C. & Montfort, Aleister, 2025. "Can social protection reduce damages from higher temperatures?," Journal of Environmental Economics and Management, Elsevier, vol. 131(C).
    8. Bonan, Jacopo & Cattaneo, Cristina & d’Adda, Giovanna & Tavoni, Massimo, 2024. "Heat of the Moment: How Temperature Influences the Search and Purchase of Energy-Using Appliances," Journal of Economic Behavior & Organization, Elsevier, vol. 227(C).
    9. Rizmie, Dheeya & de Preux, Laure & Miraldo, Marisa & Atun, Rifat, 2022. "Impact of extreme temperatures on emergency hospital admissions by age and socio-economic deprivation in England," Social Science & Medicine, Elsevier, vol. 308(C).
    10. Wu, Wenjie & Yang, Zhe & Kim, Jun Hyung & Yue, Ai, 2025. "Effects of temperature exposures on early childhood cognitive development and home environment," Journal of Environmental Economics and Management, Elsevier, vol. 132(C).
    11. Avraham Ebenstein & Victor Lavy & Sefi Roth, 2016. "The Long-Run Economic Consequences of High-Stakes Examinations: Evidence from Transitory Variation in Pollution," American Economic Journal: Applied Economics, American Economic Association, vol. 8(4), pages 36-65, October.
    12. Rodolfo Sejas-Portillo & Mirko Moro & Till Stowasser, 2025. "The Simpler the Better? Threshold Effects of Energy Labels on Property Prices and Energy Efficiency Investments," American Economic Journal: Applied Economics, American Economic Association, vol. 17(1), pages 41-89, January.
    13. 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.
    14. Stefan Lamp, 2023. "Sunspots That Matter: The Effect of Weather on Solar Technology Adoption," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 84(4), pages 1179-1219, April.
    15. 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.
    16. Fuerst, Franz & McAllister, Patrick & Nanda, Anupam & Wyatt, Peter, 2015. "Does energy efficiency matter to home-buyers? An investigation of EPC ratings and transaction prices in England," Energy Economics, Elsevier, vol. 48(C), pages 145-156.
    17. Doremus, Jacqueline M. & Jacqz, Irene & Johnston, Sarah, 2022. "Sweating the energy bill: Extreme weather, poor households, and the energy spending gap," Journal of Environmental Economics and Management, Elsevier, vol. 112(C).
    18. 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).
    19. Michelle Escobar Carias & David W Johnston & Rachel Knott & Rohan Sweeney, 2024. "Temperature’s Toll on Decision-Making," The Economic Journal, Royal Economic Society, vol. 134(663), pages 2746-2771.
    20. David Hirshleifer & Tyler Shumway, 2003. "Good Day Sunshine: Stock Returns and the Weather," Journal of Finance, American Finance Association, vol. 58(3), pages 1009-1032, June.
    21. Fuerst, Franz & McAllister, Pat & Nanda, Anupam & Wyatt, Pete, 2016. "Energy performance ratings and house prices in Wales: An empirical study," Energy Policy, Elsevier, vol. 92(C), pages 20-33.
    22. Ramos, A. & Gago, A. & Labandeira, X. & Linares, P., 2015. "The role of information for energy efficiency in the residential sector," Energy Economics, Elsevier, vol. 52(S1), pages 17-29.
    23. Andaloro, Antonio P.F. & Salomone, Roberta & Ioppolo, Giuseppe & Andaloro, Laura, 2010. "Energy certification of buildings: A comparative analysis of progress towards implementation in European countries," Energy Policy, Elsevier, vol. 38(10), pages 5840-5866, October.
    24. Fang, Ximeng & Singhal, Puja, 2024. "Weather to pay attention to energy efficiency on the housing market," Economics Letters, Elsevier, vol. 245(C).
    25. Makofske, Matthew Philip, 2020. "Mandatory disclosure, letter-grade systems, and corruption: The case of Los Angeles County restaurant inspections," Journal of Economic Behavior & Organization, Elsevier, vol. 172(C), pages 292-313.
    26. Victor S. Maas & Niels Verdoorn, 2017. "The effects of performance report layout on managers’ subjective evaluation judgments," Accounting and Business Research, Taylor & Francis Journals, vol. 47(7), pages 731-751, November.
    27. Joshua Graff Zivin & Solomon M. Hsiang & Matthew Neidell, 2018. "Temperature and Human Capital in the Short and Long Run," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(1), pages 77-105.
    28. Yanjun Liao, 2020. "Weather and the Decision to Go Solar: Evidence on Costly Cancellations," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 7(1), pages 1-33.
    29. Anthony Heyes & Soodeh Saberian, 2022. "Correction to "Temperature and Decisions: Evidence from 207,000 Court Cases" and Reply to Spamann," American Economic Journal: Applied Economics, American Economic Association, vol. 14(4), pages 529-533, October.
    30. Aydin, Erdal & Correa, Santiago Bohórquez & Brounen, Dirk, 2019. "Energy performance certification and time on the market," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    31. Brounen, Dirk & Kok, Nils, 2011. "On the economics of energy labels in the housing market," Journal of Environmental Economics and Management, Elsevier, vol. 62(2), pages 166-179, September.
    32. Golman, Russell & Bhatia, Sudeep, 2012. "Performance evaluation inflation and compression," Accounting, Organizations and Society, Elsevier, vol. 37(8), pages 534-543.
    33. Cook, Nikolai & Heyes, Anthony, 2020. "Brain freeze: outdoor cold and indoor cognitive performance," Journal of Environmental Economics and Management, Elsevier, vol. 101(C).
    34. Uri Simonsohn, 2010. "Weather To Go To College," Economic Journal, Royal Economic Society, vol. 120(543), pages 270-280, March.
    35. Ginger Zhe Jin & Phillip Leslie, 2003. "The Effect of Information on Product Quality: Evidence from Restaurant Hygiene Grade Cards," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(2), pages 409-451.
    36. Meghan R. Busse & Devin G. Pope & Jaren C. Pope & Jorge Silva-Risso, 2015. "The Psychological Effect of Weather on Car Purchases," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(1), pages 371-414.
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    JEL classification:

    • D01 - Microeconomics - - General - - - Microeconomic Behavior: Underlying Principles
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • K32 - Law and Economics - - Other Substantive Areas of Law - - - Energy, Environmental, Health, and Safety Law
    • Q48 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Government Policy
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

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