Emissions trading with rolling horizons
Open accessAbstract
We build a model of competitive emissions trading under uncertainty with supply-side control. Firms can use rolling planning horizons to deal with uncertainty and can also exhibit bounded responsiveness to the control. We tailor the model to the EU ETS, calibrate it to 2008-2017 market developments and find that a rolling horizon is able to reconcile the banking dynamics with discount rates implied from futures' yield curves. We evaluate the 2018 market reform, decompose the impacts of its main features and quantify how they hinge on the firms' horizon and responsiveness. We highlight important implications for policy design and evaluation.
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In models with a limited horizon, market participants do not consider the challenges further in the future and will abate less, which decreases cumulative invalidation.
“Indeed, in models with a limited horizon26 market participants do not consider the challenges further in the future and will abate less, which decreases cumulative invalidation.”
From COVID-19, Green Deal and recovery plan permanently change emissions and prices in EU ETS Phase IV (2022) · cites this paper as [26]
The Introduction (p. unavailable) reports greater cumulative cancellations under a rolling finite horizon than an infinite horizon—10 versus 5 GtCO₂—not the decrease claimed. Section 5.1 (p. unavailable) also says that, in its reform scenario, the rolling-horizon firm increases abatement and banking, leading to larger MSR intakes. (LLM, conf=0.91)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredMyopic decision making may lead to shorter waterbed punctures and lower invalidation volumes.
“Myopic decision making26 may lead to shorter waterbed punctures and lower invalidation volumes.”
From COVID-19, Green Deal and recovery plan permanently change emissions and prices in EU ETS Phase IV (2022) · cites this paper as [26]
Section 5.4 (page unavailable) finds a smaller waterbed puncture under a rolling horizon, supporting a lower marginal impact from an emissions-demand shift. It does not establish a shorter-lived puncture: the paper says the rolling-horizon puncture remains stable across shift years and that the reserve’s intake cut-off occurs later. The Introduction (page unavailable) also reports that total cancellations differ between horizons, rather than establishing generally lower invalidation volumes under myopic decision-making. (LLM, conf=0.83)
Experimental — accuracy not yet measuredQuemin & Trotignon (2021) quantify that compared to an infinite horizon, cancellations are doubled with a rolling horizon, and MSR-induced supply changes in response to small one-off demand shocks are even more limited in size and time.
“For instance, compared to an infinite horizon, cancellations are doubled with a rolling horizon, and MSR-induced supply changes in response to small one-off demand shocks are even more limited in size and time.”
From The Market Stability Reserve in the EU Emissions Trading System: A Critical Review (2023) · cites this paper as Quemin & Trotignon (2021)
When firms use an infinite horizon, their degree of sophistication has little impact on price levels and cumulative cancellations (around 5 GtCO2).
“When firms use an infinite horizon, their degree of sophistication has little impact on price levels and cumulative cancellations (around 5 GtCO2).”
From The Market Stability Reserve in the EU Emissions Trading System: A Critical Review (2023) · cites this paper as Quemin & Trotignon (2021)
When firms use a rolling finite horizon, their degree of sophistication matters for price trajectories and cumulative cancellations; both are higher with full sophistication, with cancellations of around 10.5 versus 8 GtCO2 without sophistication.
“When firms use a rolling finite horizon, their degree of sophistication matters for price trajectories and cumulative cancellations. Specifically, both are higher with full sophistication, with cancellations of around 10.5 versus 8 GtCO2 without sophistication.”
From The Market Stability Reserve in the EU Emissions Trading System: A Critical Review (2023) · cites this paper as Quemin & Trotignon (2021)
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Research works printed but not linked: 5
- Baumol, W. J. & Quandt, R. E. (1964). Rules of Thumb and Optimally Imperfect Decisions. American Economic Review, 54(2), 23-46.
- Friedman, M. (1953). Essays in Positive Economics. University of Chicago Press.
- Gigerenzer, G. & Todd, P. M. (1999). Simple Heuristics That Make Us Smart. New York: Oxford University Press.
- Martin, R., Muûls, M. & Wagner, U. J. (2015). Trading Behavior in the EU Emissions Trading Scheme. In M. Gronwald & B. Hintermann (eds.) Emissions Trading as a Policy Instrument: Evaluation and Prospects, chapter 9, (pp. 213-38). MIT Press.
- Quemin, S. (2020). Using Supply-Side Policies to Raise Ambition: The Case of the EU ETS and the 2021 Review. GRI Working Paper 335, London School of Economics.
Cited by
Sorted by citations
EU carbon prices signal high policy credibility and farsighted actors
Sitarz, J., Pahle, M., Osorio, S., Luderer, G., & Pietzcker, R. (2024) · Nature Energy · doi:10.1038/s41560-024-01505-x · Cited by 108 · see citing works
Flachsland, C., Pahle, M., Burtraw, D., Edenhofer, O., Elkerbout, M., Fischer, C., Tietjen, O., & Zetterberg, L. (2019) · Climate Policy · doi:10.1080/14693062.2019.1682494 · Cited by 102 · see citing works
A carbon price floor in the reformed EU ETS: Design matters!
Hintermayer, M. (2020) · Energy Policy · doi:10.1016/j.enpol.2020.111905 · Cited by 67 · see citing works
Perino, G., Ritz, R., & van Benthem, A. (2019) · doi:10.3386/w25643 · Cited by 58 · see citing works
The Market Stability Reserve in the EU Emissions Trading System: A Critical Review
Borghesi, S., Pahle, M., Perino, G., Quemin, S., & Willner, M. (2023) · Annual Review of Resource Economics · doi:10.1146/annurev-resource-111820-030145 · Cited by 54 · see citing works
“Perino & Willner (2016), as well as Richstein et al. (2015), Holt & Shobe (2016), Chaton et al. (2018), Kollenberg & Taschini (2019), and Quemin & Trotignon (2021), find mixed results concerning the MSR impacts on the resilience to supply-demand imbalances if measured as the price responses induced…”
BackgroundInfluentialSelf-citationEmissions Trading with Transaction CostsPreprint
Faure, A., Baudry, M., & Quemin, S. (2020) · RePEc: Research Papers in Economics · Cited by 54 · see citing works
Self-citationWhy the sustainable provision of low-carbon electricity needs hybrid markets
Keppler, J. H., Quemin, S., & Saguan, M. (2022) · Energy Policy · doi:10.1016/j.enpol.2022.113273 · Cited by 51 · see citing works
Self-citationCOVID-19, Green Deal and recovery plan permanently change emissions and prices in EU ETS Phase IV
Bruninx, K., & Ovaere, M. (2022) · Nature Communications · doi:10.1038/s41467-022-28398-2 · Cited by 50 · see citing works
Financials threaten to undermine the functioning of emissions markets
Quemin, S., & Pahle, M. (2023) · Nature Climate Change · doi:10.1038/s41558-022-01560-w · Cited by 49 · see citing works
Self-citationRickels, W., Rothenstein, R., Schenuit, F., & Fridahl, M. (2022) · Energy Research & Social Science · doi:10.1016/j.erss.2022.102858 · Cited by 45 · see citing works
The emerging endgame: The EU ETS on the road towards climate neutrality
Pahle, M., Quemin, S., Osorio, S., Günther, C., & Pietzcker, R. (2025) · Resource and Energy Economics · doi:10.1016/j.reseneeco.2024.101476 · Cited by 44 · see citing works
Self-citationLinking permit markets multilaterally
Doda, B., Quemin, S., & Taschini, L. (2019) · Journal of Environmental Economics and Management · doi:10.1016/j.jeem.2019.102259 · Cited by 41 · see citing works
Self-citationModeling a supply chain for carbon capture and offshore storage—A German–Norwegian case study
Bennæs, A., Skogset, M., Svorkdal, T., Fagerholt, K., Herlicka, L., Meisel, F., & Rickels, W. (2023) · International journal of greenhouse gas control · doi:10.1016/j.ijggc.2023.104028 · Cited by 39 · see citing works
Perino, G., Willner, M., Quemin, S., & Pahle, M. (2022) · Review of Environmental Economics and Policy · doi:10.1086/721015 · Cited by 36 · see citing works
Self-citationRaising climate ambition in emissions trading systems: The case of the EU ETS and the 2021 review
Quemin, S. (2022) · Resource and Energy Economics · doi:10.1016/j.reseneeco.2022.101300 · Cited by 33 · see citing works
Self-citationThe Emerging Endgame: The EU ETS on the Road Towards Climate NeutralityPreprint
Pahle, M., Quemin, S., Osorio, S., Günther, C., & Pietzcker, R. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4373443 · Cited by 26 · see citing works
Self-citationTietjen, O., Lessmann, K., & Pahle, M. (2021) · Resource and Energy Economics · doi:10.1016/j.reseneeco.2020.101214 · Cited by 22 · see citing works
Perino, G., Ritz, R. A., & van Benthem, A. (2025) · The Economic Journal · doi:10.1093/ej/ueaf021 · Cited by 20 · see citing works
Overlapping Climate PoliciesPreprint
Perino, G., Ritz, R. A., & van Benthem, A. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.3998973 · Cited by 15 · see citing works
Can the SO2 emission trading system promote urban emission reduction?
Yang, S., Sun, W., Wu, Z., & He, Y. (2021) · Managerial and Decision Economics · doi:10.1002/mde.3431 · Cited by 13 · see citing works
Tracking banking in the Western Climate Initiative cap-and-trade program
Cullenward, D., Inman, M., & Mastrandrea, M. D. (2019) · Environmental Research Letters · doi:10.1088/1748-9326/ab50df · Cited by 11 · see citing works
Policy credibility is a key component for an effective and efficient EU Emissions Trading System
Sitarz, J., Pahle, M., Osorio, S., Luderer, G., & Pietzcker, R. (2024) · Nature Energy · doi:10.1038/s41560-024-01545-3 · Cited by 10 · see citing works
A general equilibrium approach to carbon permit banking
Dubois, L., Sahuc, J.-G., & Vermandel, G. (2024) · Journal of Environmental Economics and Management · doi:10.1016/j.jeem.2024.103076 · Cited by 9 · see citing works
Modern finance theory and practice and the Anthropocene
Tarım, E. (2021) · New Political Economy · doi:10.1080/13563467.2021.1994537 · Cited by 10 · see citing works
Long-term issues with the Energy-Only Market design in the context of deep decarbonization
Lebeau, A., Petitet, M., Quemin, S., & Saguan, M. (2024) · Energy Economics · doi:10.1016/j.eneco.2024.107418 · Cited by 8 · see citing works
Self-citationA Rolling Horizon scheme for rescheduling in agricultural harvest
Santos, F. M.-D., Pérez-Galarce, F., Monardes-Concha, C. A., Candia-Véjar, A., Nagano, M. S., & Gómez-Lagos, J. E. (2023) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2023.108392 · Cited by 7 · see citing works
What determines the price of carbon? New evidence from phase III and IV of the EU ETS
Dittmann, B., Lauter, T., Prokopczuk, M., & Sibbertsen, P. (2025) · Journal of Climate Finance · doi:10.1016/j.jclimf.2025.100070 · Cited by 5 · see citing works
Emissions trading with transaction costs
Baudry, M., Faure, A., & Quemin, S. (2021) · Journal of Environmental Economics and Management · doi:10.1016/j.jeem.2021.102468 · Cited by 5 · see citing works
Self-citationMarket Design for the Environment
Estelle Cantillon, Z., & Slechten, A. (2023) · National Bureau of Economic Research · doi:10.3386/w31987 · Cited by 5 · see citing works
Gonzalez-Llanes, M. D., López-Flores, F. J., Cortés-Cerón, R., Temoltzi-Avila, J., & Laguna-Martinez, M. G. (2026) · Process Safety and Environmental Protection · doi:10.1016/j.cherd.2026.04.033 · Cited by 2 · see citing works
Tietjen, O., Lessmann, K., & Pahle, M. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3436736 · Cited by 2 · see citing works
Emissions Trading with Supply Adjustment Mechanisms and Market PowerPreprint
Brinker, T., Quemin, S., & Schoch, N. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5354164 · Cited by 2 · see citing works
Self-citationBarriers to efficient carbon pricing: policy risk, myopic behaviour, and financial constraints
Hoogsteyn, A., Meus, J., Bruninx, K., & Delarue, E. D. (2026) · Environmental Research Energy · doi:10.1088/2753-3751/ae6b8e · Cited by 1 · see citing works
Heerden, Q. V., & van Vuuren, J. H. (2022) · Town and Regional Planning · doi:10.18820/2415-0495/trp81i1.2 · Cited by 1 · see citing works
Time Horizons and Emissions TradingPreprint
Heijmans, R. J. R. K., & Engström, M. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4280682 · Cited by 1 · see citing works
Time Horizons and Emissions TradingPreprint
Heijmans, R. J. R. K., & Engström, M. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4703701 · Cited by 1 · see citing works
The Emerging Endgame: The EU Ets on the Road Towards Climate NeutralityPreprint
Pahle, M., Quemin, S., Osorio, S., Günther, C., & Pietzcker, R. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4707860 · Cited by 1 · see citing works
Self-citationLow-Carbon Transition of EU-ETS Firms: Assessing the Long-Term Effects of Covid-19
Baudry, M. (2021) · Springer eBooks · doi:10.1007/978-3-030-79713-3_3
Postponing Auctioning Versus Cancellation of Allowances in the EU EtsPreprint
Mauer, E.-M., Okullo, S. J., & Pahle, M. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4093621
Adeleye, O. I., & Ajobiewe, T. (2022) · Town and Regional Planning · doi:10.18820/2415-0495/trp81i1.1
Putting Coal to Sleep in a Punctured Waterbed: EU ETS Price Reactions to Phase-out AnnouncementsPreprint
Grunau, J. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4528207
Nuclear Power in the European Electricity Market
Percebois, J., & Solier, B. (2023) · doi:10.1002/9781394257379.ch2
Mind the Emission Gap for Firms in the EU ETS ProgramPreprint
Bortolan, L., Prosperi, L., Taschini, L., & Zanin, L. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5145965
Li, Y., Gong, L., Yang, H., & Su, X. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6031187
Policy credibility and speculation in the EU ETSPreprint
Terranova, R., Campiglio, E., & Reissl, S. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6528976
Primary and Secondary ETS Markets: Carbon Derivatives and the Economic Nature of CO₂Preprint
Foggia, G. D., Beccarello, M., & Jammeh, B. (2026) · Qeios · doi:10.32388/oci53z
Digital Signal Precision and Carbon Price Stability
Hu, X. (2026) · Journal of Digital Economy · doi:10.1016/j.jdec.2026.06.003
Foggia, G. D., Beccarello, M., Arrigo, U., & Jammeh, B. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7353595
Mind the Emission Gap: Firm-Level Policy Stringency Matters for Emission Reductions in the EU ETSPreprint
Bortolan, L., Prosperi, L., Taschini, L., & Zanin, L. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7411504
Risk premia in the UK electricity market under policy uncertainty and market fragmentation
Siddiki, J., & Singh, P. (2026) · Energy Economics · doi:10.1016/j.eneco.2026.109649
- Authors
- Quemin, S., & Trotignon, R.
- Affiliations
- Université Paris Sciences et Lettres (FR)
- Corresponding author
- Quemin, Simon
- Venue
- Journal of Economic Dynamics and Control
- Publisher
- Elsevier BV
- Published
- 2021-04
- Volume
- 125
- Pages
- 104099
- ISSN
- 0165-1889 (ISSN-L)
- OpenAlex
- W3016102135
- Semantic Scholar
- 1489f8a678e88f989e66c37901f1e50373d7eed0
- Cited by
- 50
- References
- 111
- Citations by year
- 2026: 9 · 2025: 5 · 2024: 6 · 2023: 7 · 2022: 11 · 2021: 4 · 2020: 3 · 2019: 5
- FWCI
- 5.35
- Type
- journal article
- Language
- en
- Open access
- Licence
- Locations
- Journal of Economic Dynamics and Control (publishedVersion)
- London School of Economics and Political Science Research Online (London School of Economics and Political Science) (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- London School of Economics and Political Science Research Online (London School of Economics and Political Science) (submittedVersion)
- Publication Database PIK (Potsdam Institute for Climate Impact Research (PIK)) (submittedVersion)
- Funders
- The London School of Economics and Political Science Grantham Research Institute on Climate Change and the Environment
- Grantham Foundation for the Protection of the Environment
- Institut Louis Bachelier
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Climate Change Policy and Economics
- Social Sciences › Economics, Econometrics and Finance › Finance › Stochastic processes and financial applications
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Energy, Environment, Economic Growth
- Keywords
- emissions trading, EU Emissions Trading System, emission allowances, Market Stability Reserve, futures contracts, discount rate, cumulative emissions, policy design
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