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EU ETS market interactions: The case for multiple hypothesis testing approaches

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  • Cummins, Mark

Abstract

As the European Union Emissions Trading Scheme (EU ETS) enters into the post-2012 Phase III period that runs to 2020, a timely assessment of European Union Allowance (EUA) and Certified Emissions Reduction (CER) price interactions over the Phase II period is presented. Vector autoregression and Granger causality testing is employed for this analysis. As a key contribution to the existing literature, the paper sets out the case for the application of sophisticated multiple hypothesis testing (MHT) procedures to control for the multiple comparisons problem, whereby under naive analysis the identification of significant results from performing multiple simultaneous hypothesis tests may occur by pure chance alone. Two classifications of procedures are employed to control for the multiple comparisons problem in the vector autoregression and Granger causality tests performed: (i) generalised familywise error rate procedures and (ii) false discovery proportion procedures. Over the latter part of Phase II, the generalised familywise error rate procedures show evidence of term structure interactions within both the EUA and CER forward curves. Interactions between the EUA and CER markets are also shown to exist. All of this evidence points to the improved structural reforms to Phase III of the EU ETS that include the extended greenhouse gas coverage, extended sectoral coverage (including aviation), single EU-wide emissions cap, introduction of auctioning and tighter offset limits. However, a word of caution is sounded as the false discovery proportion procedures fail to confirm any such interactions. This comparison of alternative MHT procedures in an empirical study provides important insights for researchers.

Suggested Citation

  • Cummins, Mark, 2013. "EU ETS market interactions: The case for multiple hypothesis testing approaches," Applied Energy, Elsevier, vol. 111(C), pages 701-709.
  • Handle: RePEc:eee:appene:v:111:y:2013:i:c:p:701-709
    DOI: 10.1016/j.apenergy.2013.05.032
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    1. Keppler, Jan Horst & Mansanet-Bataller, Maria, 2010. "Causalities between CO2, electricity, and other energy variables during phase I and phase II of the EU ETS," Energy Policy, Elsevier, vol. 38(7), pages 3329-3341, July.
    2. Mark Cummins & Andrea Bucca, 2012. "Quantitative spread trading on crude oil and refined products markets," Quantitative Finance, Taylor & Francis Journals, vol. 12(12), pages 1857-1875, December.
    3. Ryan Sullivan & Allan Timmermann & Halbert White, 1999. "Data‐Snooping, Technical Trading Rule Performance, and the Bootstrap," Journal of Finance, American Finance Association, vol. 54(5), pages 1647-1691, October.
    4. Benz, Eva & Trück, Stefan, 2009. "Modeling the price dynamics of CO2 emission allowances," Energy Economics, Elsevier, vol. 31(1), pages 4-15, January.
    5. Cheol‐Ho Park & Scott H. Irwin, 2007. "What Do We Know About The Profitability Of Technical Analysis?," Journal of Economic Surveys, Wiley Blackwell, vol. 21(4), pages 786-826, September.
    6. Feng, Zhen-Hua & Zou, Le-Le & Wei, Yi-Ming, 2011. "Carbon price volatility: Evidence from EU ETS," Applied Energy, Elsevier, vol. 88(3), pages 590-598, March.
    7. Oscar Carchano & Vicente Medina Martínez & Ángel Pardo Tornero, 2012. "Rolling over EUAs and CERs," Working Papers. Serie AD 2012-15, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    8. Cameron Hepburn & Michael Grubb & Karsten Neuhoff & Felix Matthes & Maximilien Tse, 2006. "Auctioning of EU ETS phase II allowances: how and why?," Climate Policy, Taylor & Francis Journals, vol. 6(1), pages 137-160, January.
    9. Michael Grubb & Karsten Neuhoff, 2006. "Allocation and competitiveness in the EU emissions trading scheme: policy overview," Climate Policy, Taylor & Francis Journals, vol. 6(1), pages 7-30, January.
    10. Chevallier, Julien, 2009. "Carbon futures and macroeconomic risk factors: A view from the EU ETS," Energy Economics, Elsevier, vol. 31(4), pages 614-625, July.
    11. repec:dau:papers:123456789/4226 is not listed on IDEAS
    12. Mansanet-Bataller, Maria & Chevallier, Julien & Hervé-Mignucci, Morgan & Alberola, Emilie, 2011. "EUA and sCER phase II price drivers: Unveiling the reasons for the existence of the EUA-sCER spread," Energy Policy, Elsevier, vol. 39(3), pages 1056-1069, March.
    13. Chevallier, Julien, 2011. "A model of carbon price interactions with macroeconomic and energy dynamics," Energy Economics, Elsevier, vol. 33(6), pages 1295-1312.
    14. repec:dau:papers:123456789/5269 is not listed on IDEAS
    15. Maria Mansanet-Bataller, 2011. "CO2 Prices and Portfolio Management during Phase II of the EU ETS," Working Papers 1101, Chaire Economie du climat.
    16. Halbert White, 2000. "A Reality Check for Data Snooping," Econometrica, Econometric Society, vol. 68(5), pages 1097-1126, September.
    17. Marshall, Ben R. & Cahan, Rochester H. & Cahan, Jared M., 2008. "Can commodity futures be profitably traded with quantitative market timing strategies?," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1810-1819, September.
    18. repec:dau:papers:123456789/6969 is not listed on IDEAS
    19. Karsten Neuhoff & Kim Keats Martinez & Misato Sato, 2006. "Allocation, incentives and distortions: the impact of EU ETS emissions allowance allocations to the electricity sector," Climate Policy, Taylor & Francis Journals, vol. 6(1), pages 73-91, January.
    20. Regina Betz & Misato Sato, 2006. "Emissions trading: lessons learnt from the 1st phase of the EU ETS and prospects for the 2nd phase," Climate Policy, Taylor & Francis Journals, vol. 6(4), pages 351-359, July.
    21. repec:dau:papers:123456789/4222 is not listed on IDEAS
    22. Hansen, Peter Reinhard, 2005. "A Test for Superior Predictive Ability," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 365-380, October.
    23. repec:ebl:ecbull:v:30:y:2010:i:1:p:558-576 is not listed on IDEAS
    24. Julien Chevallier, 2010. "EUAs and CERs: Vector Autoregression, Impulse Response Function and Cointegration Analysis," Economics Bulletin, AccessEcon, vol. 30(1), pages 558-576.
    25. Feng, Zhen-Hua & Wei, Yi-Ming & Wang, Kai, 2012. "Estimating risk for the carbon market via extreme value theory: An empirical analysis of the EU ETS," Applied Energy, Elsevier, vol. 99(C), pages 97-108.
    26. repec:dau:papers:123456789/4210 is not listed on IDEAS
    27. Joseph P. Romano & Michael Wolf, "undated". "Control of Generalized Error Rates in Multiple Testing," IEW - Working Papers 245, Institute for Empirical Research in Economics - University of Zurich.
    28. Zhang, Yue-Jun & Wei, Yi-Ming, 2010. "An overview of current research on EU ETS: Evidence from its operating mechanism and economic effect," Applied Energy, Elsevier, vol. 87(6), pages 1804-1814, June.
    29. Joseph P. Romano & Azeem M. Shaikh & Michael Wolf, 2010. "Hypothesis Testing in Econometrics," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 75-104, September.
    30. Alberola, Emilie & Chevallier, Julien & Cheze, Benoi^t, 2008. "Price drivers and structural breaks in European carbon prices 2005-2007," Energy Policy, Elsevier, vol. 36(2), pages 787-797, February.
    31. Maria Mansanet-Bataller & Angel Pardo & Enric Valor, 2007. "CO2 Prices, Energy and Weather," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 73-92.
    32. repec:dau:papers:123456789/5109 is not listed on IDEAS
    33. Daskalakis, George & Psychoyios, Dimitris & Markellos, Raphael N., 2009. "Modeling CO2 emission allowance prices and derivatives: Evidence from the European trading scheme," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1230-1241, July.
    34. Ellerman, A. Denny & Buchner, Barbara K., 2006. "Over-Allocation or Abatement? A Preliminary Analysis of the Eu Ets Based on the 2005 Emissions Data," Climate Change Modelling and Policy Working Papers 12062, Fondazione Eni Enrico Mattei (FEEM).
    Full references (including those not matched with items on IDEAS)

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    2. Dowling, Michael & Cummins, Mark & Lucey, Brian M., 2016. "Psychological barriers in oil futures markets," Energy Economics, Elsevier, vol. 53(C), pages 293-304.
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    4. Li, Wei & Jia, Zhijie, 2016. "The impact of emission trading scheme and the ratio of free quota: A dynamic recursive CGE model in China," Applied Energy, Elsevier, vol. 174(C), pages 1-14.
    5. Theodoros Syriopoulos & Efthymios Roumpis & Michael Tsatsaronis, 2023. "Hedging Strategies in Carbon Emission Price Dynamics: Implications for Shipping Markets," Energies, MDPI, vol. 16(17), pages 1-27, September.
    6. Cummins, Mark & Garry, Oonagh & Kearney, Claire, 2014. "Price discovery analysis of green equity indices using robust asymmetric vector autoregression," International Review of Financial Analysis, Elsevier, vol. 35(C), pages 261-267.
    7. Feijoo, Felipe & Das, Tapas K., 2014. "Design of Pareto optimal CO2 cap-and-trade policies for deregulated electricity networks," Applied Energy, Elsevier, vol. 119(C), pages 371-383.
    8. Deeney, Peter & Cummins, Mark & Dowling, Michael & Bermingham, Adam, 2015. "Sentiment in oil markets," International Review of Financial Analysis, Elsevier, vol. 39(C), pages 179-185.
    9. Xu, Bin & Lin, Boqiang, 2016. "Assessing CO2 emissions in China’s iron and steel industry: A dynamic vector autoregression model," Applied Energy, Elsevier, vol. 161(C), pages 375-386.
    10. Tan, Xue-Ping & Wang, Xin-Yu, 2017. "Dependence changes between the carbon price and its fundamentals: A quantile regression approach," Applied Energy, Elsevier, vol. 190(C), pages 306-325.

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