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An empirical estimate of the electricity supply curve from market outcomes

Author

Listed:
  • Jorge S'anchez Canales
  • Alice Lixuan Xu
  • Chiara Fusar Bassini
  • Lynn H. Kaack
  • Lion Hirth

Abstract

Researchers and electricity sector practitioners frequently require the supply curve of electricity markets and the price elasticity of supply for purposes such as price forecasting, policy analyses or market power assessment. It is common practice to construct supply curves from engineering data such as installed capacity and fuel prices. In this study, we propose a data-driven methodology to estimate the supply curve of electricity market empirically, i.e. from observed prices and quantities without further modeling assumptions. Due to the massive swings in fuel prices during the European energy crisis, a central task is detecting periods of stable supply curves. To this end, we implement two alternative clustering methods, one based on the fundamental drivers of electricity supply and the other directly on observed market outcomes. We apply our methods to the German electricity market between 2019 and 2024. We find that both approaches identify almost identical regimes shifts, supporting the idea of stable supply regimes stemming from stable drivers. Supply conditions are often stable for extended periods, but evolved rapidly during the energy crisis, triggering a rapid succession of regimes. Fuel prices were the dominant drivers of regime shifts, while conventional plant availability and the nuclear phase-out play a comparatively minor role. Our approach produces empirical supply curves suitable for causal inference and counterfactual analysis of market outcomes.

Suggested Citation

  • Jorge S'anchez Canales & Alice Lixuan Xu & Chiara Fusar Bassini & Lynn H. Kaack & Lion Hirth, 2025. "An empirical estimate of the electricity supply curve from market outcomes," Papers 2511.23068, arXiv.org.
  • Handle: RePEc:arx:papers:2511.23068
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    References listed on IDEAS

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    1. Ruhnau, Oliver & Hirth, Lion & Praktiknjo, Aaron, 2020. "Heating with wind: Economics of heat pumps and variable renewables," Energy Economics, Elsevier, vol. 92(C).
    2. Lion Hirth, 2013. "The Market Value of Variable Renewables. The Effect of Solar and Wind Power Variability on their Relative Price," RSCAS Working Papers 2013/36, European University Institute.
    3. Sara Fogelberg & Ewa Lazarczyk, 2019. "Strategic Withholding through Production Failures," The Energy Journal, , vol. 40(5), pages 247-266, September.
    4. Natalia Fabra & David Rapson & Mar Reguant & Jingyuan Wang, 2021. "Estimating the Elasticity to Real-Time Pricing: Evidence from the Spanish Electricity Market," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 425-429, May.
    5. Cyril Martin de Lagarde & Frédéric Lantz, 2018. "How renewable production depresses electricity prices: Evidence from the German market," Post-Print hal-01985024, HAL.
    6. Hirth, Lion & Khanna, Tarun M. & Ruhnau, Oliver, 2024. "How aggregate electricity demand responds to hourly wholesale price fluctuations," Energy Economics, Elsevier, vol. 135(C).
    7. Natalia Fabra & Mar Reguant, 2014. "Pass-Through of Emissions Costs in Electricity Markets," American Economic Review, American Economic Association, vol. 104(9), pages 2872-2899, September.
    8. Catherine D. Wolfram, 1998. "Strategic Bidding in a Multiunit Auction: An Empirical Analysis of Bids to Supply Electricity in England and Wales," RAND Journal of Economics, The RAND Corporation, vol. 29(4), pages 703-725, Winter.
    9. Sahraei-Ardakani, Mostafa & Blumsack, Seth & Kleit, Andrew, 2015. "Estimating zonal electricity supply curves in transmission-constrained electricity markets," Energy, Elsevier, vol. 80(C), pages 10-19.
    10. Andreas Knaut & Simon Paulus, 2016. "When are consumers responding to electricity prices? An hourly pattern of demand elasticity," EWI Working Papers 2016-7, Energiewirtschaftliches Institut an der Universitaet zu Koeln (EWI).
    11. Martin de Lagarde, Cyril & Lantz, Frédéric, 2018. "How renewable production depresses electricity prices: Evidence from the German market," Energy Policy, Elsevier, vol. 117(C), pages 263-277.
    12. Mar Reguant, 2014. "Complementary Bidding Mechanisms and Startup Costs in Electricity Markets," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(4), pages 1708-1742.
    13. Schill, Wolf-Peter & Zerrahn, Alexander, 2018. "Long-run power storage requirements for high shares of renewables: Results and sensitivities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 83(C), pages 156-171.
    14. Tselika, Kyriaki & Tselika, Maria & Demetriades, Elias, 2024. "Quantifying the short-term asymmetric effects of renewable energy on the electricity merit-order curve," Energy Economics, Elsevier, vol. 132(C).
    15. Böckers, Veit & Heimeshoff, Ulrich, 2014. "The extent of European power markets," Energy Economics, Elsevier, vol. 46(C), pages 102-111.
    16. Ruhnau, Oliver, 2022. "How flexible electricity demand stabilizes wind and solar market values: The case of hydrogen electrolyzers," Applied Energy, Elsevier, vol. 307(C).
    17. David Robinson & Angel Arcos-Vargas & Micheael Tennican & Fernando N'u~nez, 2023. "The Iberian Exception: An overview of its effects over its first 100 days," Papers 2309.02608, arXiv.org, revised Sep 2023.
    18. Keles, Dogan & Dehler-Holland, Joris & Densing, Martin & Panos, Evangelos & Hack, Felix, 2020. "Cross-border effects in interconnected electricity markets - an analysis of the Swiss electricity prices," Energy Economics, Elsevier, vol. 90(C).
    19. Bunn, Derek W. & Gianfreda, Angelica, 2010. "Integration and shock transmissions across European electricity forward markets," Energy Economics, Elsevier, vol. 32(2), pages 278-291, March.
    20. Cyril Martin de Lagarde & Frédéric Lantz, 2018. "How renewable production depresses electricity prices: Evidence from the German market," Post-Print hal-01986207, HAL.
    21. Bunn, Derek W. & Fezzi, Carlo, 2007. "Interaction of European Carbon Trading and Energy Prices," Climate Change Modelling and Policy Working Papers 9092, Fondazione Eni Enrico Mattei (FEEM).
    22. Newbery, David & Strbac, Goran & Viehoff, Ivan, 2016. "The benefits of integrating European electricity markets," Energy Policy, Elsevier, vol. 94(C), pages 253-263.
    23. repec:aen:journl:ej40-5-carlson is not listed on IDEAS
    24. Bönte, Werner & Nielen, Sebastian & Valitov, Niyaz & Engelmeyer, Torben, 2015. "Price elasticity of demand in the EPEX spot market for electricity—New empirical evidence," Economics Letters, Elsevier, vol. 135(C), pages 5-8.
    25. Derek W. Bunn & Carlo Fezzi, 2007. "Interaction of European Carbon Trading and Energy Prices," Working Papers 2007.63, Fondazione Eni Enrico Mattei.
    26. Ketterer, Janina C., 2014. "The impact of wind power generation on the electricity price in Germany," Energy Economics, Elsevier, vol. 44(C), pages 270-280.
    27. Lucas Davis & Catherine Hausman, 2016. "Market Impacts of a Nuclear Power Plant Closure," American Economic Journal: Applied Economics, American Economic Association, vol. 8(2), pages 92-122, April.
    28. Ruhnau, O. & Bucksteeg, M. & Ritter, D. & Schmitz, R. & Böttger, D. & Koch, M. & Pöstges, A. & Wiedmann, M. & Hirth, L., 2022. "Why electricity market models yield different results: Carbon pricing in a model-comparison experiment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
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