IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v152y2025ics0140988325007753.html

Operational uncertainty and the missing money problem

Author

Listed:
  • Shu, Han
  • Visvesvaran, Siva
  • Mays, Jacob

Abstract

This study investigates how algorithmic choices in power system operations affect the total compensation available to different technologies participating in wholesale electricity markets. We focus on systems that utilize capacity payments. The need for capacity payments arises due to the “missing money” problem, i.e., that prices in short-term markets for energy and ancillary services are suppressed below the level required to support resource adequacy. Capacity payments to different technologies are calibrated under the assumption that price suppression occurs only in instances of scarcity, such that market operators can restore theoretically efficient remuneration by tying capacity payments to estimates of production during scarcity events. However, the complexity of power system operations creates challenges with short-term price formation that can lead to price suppression in non-scarcity hours. Compensating for this form of price suppression through capacity payments results in inefficient remuneration overall. In simulations using data from the New York Independent System Operator, we show that current configurations can result in elevated payments to peaking power plants relative to technologies whose production is spread over more hours of the year (e.g., nuclear, wind, and hydropower). The results reinforce the case for price formation reforms that shift the composition of overall revenue in wholesale electricity markets away from capacity toward energy and ancillary services.

Suggested Citation

  • Shu, Han & Visvesvaran, Siva & Mays, Jacob, 2025. "Operational uncertainty and the missing money problem," Energy Economics, Elsevier, vol. 152(C).
  • Handle: RePEc:eee:eneeco:v:152:y:2025:i:c:s0140988325007753
    DOI: 10.1016/j.eneco.2025.108948
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988325007753
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2025.108948?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Paul Joskow & Jean Tirole, 2007. "Reliability and competitive electricity markets," RAND Journal of Economics, RAND Corporation, vol. 38(1), pages 60-84, March.
    2. Byers, Conleigh & Hug, Gabriela, 2023. "Long-run optimal pricing in electricity markets with non-convex costs," European Journal of Operational Research, Elsevier, vol. 307(1), pages 351-363.
    3. O'Neill, Richard P. & Sotkiewicz, Paul M. & Hobbs, Benjamin F. & Rothkopf, Michael H. & Stewart, William R., 2005. "Efficient market-clearing prices in markets with nonconvexities," European Journal of Operational Research, Elsevier, vol. 164(1), pages 269-285, July.
    4. repec:aen:journl:ej43-5-daraeepour is not listed on IDEAS
    5. Mays, Jacob & Morton, David P. & O’Neill, Richard P., 2021. "Investment effects of pricing schemes for non-convex markets," European Journal of Operational Research, Elsevier, vol. 289(2), pages 712-726.
    6. Joaquim Dias Garcia & Alexandre Street & Tito Homem-de-Mello & Francisco D. Muñoz, 2025. "Application-Driven Learning: A Closed-Loop Prediction and Optimization Approach Applied to Dynamic Reserves and Demand Forecasting," Operations Research, INFORMS, vol. 73(1), pages 22-39, January.
    7. Zuo, Ke Xin & Macey, Joshua C. & Mays, Jacob, 2025. "Revisiting capacity market fundamentals," Energy Economics, Elsevier, vol. 150(C).
    8. Mays, Jacob, 2021. "Missing incentives for flexibility in wholesale electricity markets," Energy Policy, Elsevier, vol. 149(C).
    9. repec:inm:orijoo:v:3:y:2021:i:4:p:350-372 is not listed on IDEAS
    10. Mays, Jacob, 2024. "Sequential pricing of electricity," Energy Economics, Elsevier, vol. 137(C).
    11. repec:aen:eeepjl:2_2_a02 is not listed on IDEAS
    12. Ali Daraeepour & Eric D. Larson & Chris Greig, 2022. "Investigating Price Formation Enhancements in Non-Convex Electricity Markets as Renewable Generation Grows," The Energy Journal, , vol. 43(5), pages 161-180, September.
    Full references (including those not matched with items on IDEAS)

    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. Mays, Jacob, 2024. "Sequential pricing of electricity," Energy Economics, Elsevier, vol. 137(C).
    2. Luiza Ribeiro & Alexandre Street & Jose Manuel Arroyo & Rodrigo Moreno, 2025. "A Causation-Based Framework for Pricing and Cost Allocation of Energy, Reserves, and Transmission in Modern Power Systems," Papers 2505.24159, arXiv.org, revised Jun 2025.
    3. Stevens, Nicolas & Papavasiliou, Anthony & Smeers, Yves, 2024. "On some advantages of convex hull pricing for the European electricity auction," Energy Economics, Elsevier, vol. 134(C).
    4. Mays, Jacob, 2021. "Missing incentives for flexibility in wholesale electricity markets," Energy Policy, Elsevier, vol. 149(C).
    5. Delardas, Orestis, 2025. "Transforming marginal-cost pricing: A blockchain approach to fundamental energy system dynamics," Utilities Policy, Elsevier, vol. 95(C).
    6. Nicolas Stevens & Yves Smeers & Anthony Papavasiliou, 2024. "Indivisibilities in investment and the role of a capacity market," Journal of Regulatory Economics, Springer, vol. 66(2), pages 238-272, December.
    7. Hohl, Cody & Lo Prete, Chiara & Radhakrishnan, Ashish & Webster, Mort, 2023. "Intraday markets, wind integration and uplift payments in a regional U.S. power system," Energy Policy, Elsevier, vol. 175(C).
    8. Billimoria, Farhad & Mays, Jacob & Poudineh, Rahmat, 2025. "Hedging and tail risk in electricity markets," Energy Economics, Elsevier, vol. 141(C).
    9. SMEERS, Yves, 2005. "How well can one measure market power in restructured electricity systems ?," LIDAM Discussion Papers CORE 2005050, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    10. Gallego, Camilo A., 2025. "Marginal price impact under firm energy obligations in capacity remuneration mechanisms: The case of reliability options," Energy Economics, Elsevier, vol. 152(C).
    11. Hacopian Dolatabadi, Sarineh & Latify, Mohammad Amin & Karshenas, Hamidreza & Sharifi, Alimorad, 2024. "Demand response mechanisms: A new debate on internalizing power generation sector negative technical spillovers," Energy, Elsevier, vol. 301(C).
    12. Zuo, Ke Xin & Macey, Joshua C. & Mays, Jacob, 2025. "Revisiting capacity market fundamentals," Energy Economics, Elsevier, vol. 150(C).
    13. Chen, Shifei & Yang, Linfeng & Lin, Xinhan & Zhang, Cuo, 2026. "An adaptive hybrid algorithm with system participants classification for efficient convex hull pricing in electricity markets," European Journal of Operational Research, Elsevier, vol. 329(1), pages 308-320.
    14. Kuang, Xiaolong & Lamadrid, Alberto J. & Zuluaga, Luis F., 2019. "Pricing in non-convex markets with quadratic deliverability costs," Energy Economics, Elsevier, vol. 80(C), pages 123-131.
    15. Biefel, Christian & Liers, Frauke & Rolfes, Jan & Schewe, Lars & Zöttl, Gregor, 2022. "Robust market equilibria under uncertain cost," European Journal of Operational Research, Elsevier, vol. 302(3), pages 1230-1241.
    16. Peter Cramton & Steven Stoft, 2006. "The Convergence of Market Designs for Adequate Generating Capacity," Papers of Peter Cramton 06mdfra, University of Maryland, Department of Economics - Peter Cramton, revised 2006.
    17. Christian Gambardella & Michael Pahle & Wolf-Peter Schill, 2016. "Do Benefits from Dynamic Tariffing Rise? Welfare Effects of Real-Time Pricing under Carbon-Tax-Induced Variable Renewable Energy Supply," Discussion Papers of DIW Berlin 1621, DIW Berlin, German Institute for Economic Research.
    18. Finon, Dominique & Meunier, Guy & Pignon, Virginie, 2008. "The social efficiency of long-term capacity reserve mechanisms," Utilities Policy, Elsevier, vol. 16(3), pages 202-214, September.
    19. Araoz, Veronica & Jörnsten, Kurt, 2011. "Semi-Lagrangean approach for price discovery in markets with non-convexities," European Journal of Operational Research, Elsevier, vol. 214(2), pages 411-417, October.
    20. Mbéa Bell & Sylvain Dessy, 2017. "Market Power and Instrument Choice in Climate Policy," Cahiers de recherche 1704, Centre de recherche sur les risques, les enjeux économiques, et les politiques publiques.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:eneeco:v:152:y:2025:i:c:s0140988325007753. 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/eneco .

    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.