IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v153y2026ics0140988325008953.html

Informed trading and the fossil fuel industry's influence over UN climate meetings

Author

Listed:
  • Chen, Xiaoyan
  • Ling, Xin
  • Linnenluecke, Martina
  • Rajabi, Mona Mashhadi
  • Smith, Tom

Abstract

This study develops a novel methodology to estimate the probability of informed trading around United Nations COP climate meetings. Analyzing data from a sample of 87 U.S.-listed fossil fuel firms between 2006 and 2023, we find that informed trading rises significantly during the [−9, 9] window. This activity generated abnormal returns of 17.565 %, or up to $25.064 billion in profit for informed traders over the relevant period. Our analysis shows that compared to fossil fuel stocks, the change in the probability of informed trading in industrials, healthcare, finance and utilities was relatively flat during COP meetings and the accumulated profit obtained by informed traders in these markets was at most $8.719 billion. Following Adler et al. (2025) who classify COP meetings by positive and negative climate policy shocks, we find that the change in the probability of informed trading around meetings with positive signals is 70.237 %, while it is 62.721 % for meetings with negative signals. We also find that the change in the probability of informed trading around COP21 (at which the Paris Agreement was adopted) was 3.544 times higher than the average across all other COP meetings, while the associated CAR was 2.118 times higher. Given the fossil fuel industry's substantial presence at COP meetings, our findings suggest that these events offer not only policy signals but also informational advantages to select market participants.

Suggested Citation

  • Chen, Xiaoyan & Ling, Xin & Linnenluecke, Martina & Rajabi, Mona Mashhadi & Smith, Tom, 2026. "Informed trading and the fossil fuel industry's influence over UN climate meetings," Energy Economics, Elsevier, vol. 153(C).
  • Handle: RePEc:eee:eneeco:v:153:y:2026:i:c:s0140988325008953
    DOI: 10.1016/j.eneco.2025.109065
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988325008953
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2025.109065?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. Ron Kaniel & Shuming Liu & Gideon Saar & Sheridan Titman, 2012. "Individual Investor Trading and Return Patterns around Earnings Announcements," Journal of Finance, American Finance Association, vol. 67(2), pages 639-680, April.
    2. Rajabi, Mona Mashhadi & Linnenluecke, Martina & Smith, Tom, 2024. "The wealth effect of the US net zero announcement," Energy Economics, Elsevier, vol. 139(C).
    3. Mansi, Sattar & Peng, Lin & Qi, Jianping & Shi, Han, 2025. "Investor Attention and Insider Trading," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 60(5), pages 2293-2333, August.
    4. Ramelli, Stefano & Ossola, Elisa & Rancan, Michela, 2021. "Stock price effects of climate activism: Evidence from the first Global Climate Strike," Journal of Corporate Finance, Elsevier, vol. 69(C).
    5. Goldie, Brad & Jiang, Chao & Koch, Paul & Wintoki, M. Babajide, 2023. "Indirect Insider Trading," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 58(6), pages 2327-2364, September.
    6. Konrad Adler & Oliver Rehbein & Matthias Reiner & Jing Zeng, 2025. "Market-Based Green Firms," Swiss Finance Institute Research Paper Series 25-104, Swiss Finance Institute.
    7. Sophie X. Ni & Jun Pan & Allen M. Poteshman, 2008. "Volatility Information Trading in the Option Market," Journal of Finance, American Finance Association, vol. 63(3), pages 1059-1091, June.
    8. Luc Bauwens & Pierre Giot, 2003. "Asymmetric ACD models: Introducing price information in ACD models," Empirical Economics, Springer, vol. 28(4), pages 709-731, November.
    9. Robert F Engle & Stefano Giglio & Bryan Kelly & Heebum Lee & Johannes Stroebel, 2020. "Hedging Climate Change News," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1184-1216.
    10. Cao, Jie & Goyal, Amit & Ke, Sai & Zhan, Xintong, 2024. "Options Trading and Stock Price Informativeness," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 59(4), pages 1516-1540, June.
    11. Benston, George J. & Hagerman, Robert L., 1974. "Determinants of bid-asked spreads in the over-the-counter market," Journal of Financial Economics, Elsevier, vol. 1(4), pages 353-364, December.
    12. Peter Cziraki & Jasmin Gider, 2021. "The Dollar Profits to Insider Trading [Information networks: evidence from illegal insider trading tips]," Review of Finance, European Finance Association, vol. 25(5), pages 1547-1580.
    13. David Easley & Soeren Hvidkjaer & Maureen O'Hara, 2002. "Is Information Risk a Determinant of Asset Returns?," Journal of Finance, American Finance Association, vol. 57(5), pages 2185-2221, October.
    14. Foster, F Douglas & Viswanathan, S, 1990. "A Theory of the Interday Variations in Volume, Variance, and Trading Costs in Securities Markets," The Review of Financial Studies, Society for Financial Studies, vol. 3(4), pages 593-624.
    15. Narelle Gordon & Qiongbing Wu, 2018. "Informed trade, uninformed trade and stock price delay," Applied Economics, Taylor & Francis Journals, vol. 50(26), pages 2878-2893, June.
    16. Nimalendran, Mahendrarajah & Rzayev, Khaladdin & Sagade, Satchit, 2024. "High-frequency trading in the stock market and the costs of options market making," LSE Research Online Documents on Economics 124228, London School of Economics and Political Science, LSE Library.
    17. Czech, Robert & Huang, Shiyang & Lou, Dong & Wang, Tianyu, 2021. "Informed trading in government bond markets," Journal of Financial Economics, Elsevier, vol. 142(3), pages 1253-1274.
    18. Sen, Suphi & von Schickfus, Marie-Theres, 2020. "Climate policy, stranded assets, and investors’ expectations," Journal of Environmental Economics and Management, Elsevier, vol. 100(C).
    19. Yan, Yuxing & Zhang, Shaojun, 2012. "An improved estimation method and empirical properties of the probability of informed trading," Journal of Banking & Finance, Elsevier, vol. 36(2), pages 454-467.
    20. Vincent Bogousslavsky & Vyacheslav Fos & Dmitriy Muravyev, 2024. "Informed Trading Intensity," Journal of Finance, American Finance Association, vol. 79(2), pages 903-948, April.
    21. Jin, Jiayu & Han, Liyan & Wu, Lei & Zeng, Hongchao, 2024. "Exploring the sources of systemic risk and trading strategies in energy and stock markets," Energy Economics, Elsevier, vol. 139(C).
    22. Simon Dietz & Alex Bowen & Charlie Dixon & Philip Gradwell, 2016. "‘Climate value at risk’ of global financial assets," Nature Climate Change, Nature, vol. 6(7), pages 676-679, July.
    23. William Lin, Hsiou-Wei & Ke, Wen-Chyan, 2011. "A computing bias in estimating the probability of informed trading," Journal of Financial Markets, Elsevier, vol. 14(4), pages 625-640, November.
    24. Xiaoyan Chen & Allan Hodgson & Martina K. Linnenluecke, 2018. "Transferring and trading on insider information in the United States and Australia: just a case of happy hour drinks?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(S1), pages 83-95, November.
    25. Anthony Tay & Christopher Ting & Yiu Kuen Tse & Mitch Warachka, 2009. "Using High-Frequency Transaction Data to Estimate the Probability of Informed Trading," Journal of Financial Econometrics, Oxford University Press, vol. 7(3), pages 288-311, Summer.
    26. Ken Nyholm, 2002. "Estimating the Probability of Informed Trading," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 25(4), pages 485-505, December.
    27. David Ardia & Keven Bluteau & Kris Boudt & Koen Inghelbrecht, 2023. "Climate Change Concerns and the Performance of Green vs. Brown Stocks," Management Science, INFORMS, vol. 69(12), pages 7607-7632, December.
    28. David Easley & Marcos M. López de Prado & Maureen O'Hara, 2012. "Flow Toxicity and Liquidity in a High-frequency World," The Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1457-1493.
    29. Caporale, Guglielmo Maria & Spagnolo, Nicola & Almajali, Awon, 2023. "Connectedness between fossil and renewable energy stock indices: The impact of the COP policies," Economic Modelling, Elsevier, vol. 123(C).
    30. Baljit Sidhu & Tom Smith & Robert E. Whaley & Richard H. Willis, 2008. "Regulation Fair Disclosure and the Cost of Adverse Selection," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 46(3), pages 697-728, June.
    31. Baruch, Shmuel & Panayides, Marios & Venkataraman, Kumar, 2017. "Informed trading and price discovery before corporate events," Journal of Financial Economics, Elsevier, vol. 125(3), pages 561-588.
    32. Cheong, Harvey & Kim, Joon Ho & Münkel, Florian & Spilker, Harold D., 2022. "Do Social Networks Facilitate Informed Option Trading? Evidence from Alumni Reunion Networks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 57(6), pages 2095-2139, September.
    33. Ohad Kadan & Asaf Manela, 2025. "Liquidity and the strategic value of information," Review of Finance, European Finance Association, vol. 29(1), pages 1-32.
    34. Grammig, Joachim & Schiereck, Dirk & Theissen, Erik, 2001. "Knowing me, knowing you: : Trader anonymity and informed trading in parallel markets," Journal of Financial Markets, Elsevier, vol. 4(4), pages 385-412, October.
    35. Andersen, Torben G. & Bondarenko, Oleg, 2014. "Reflecting on the VPIN dispute," Journal of Financial Markets, Elsevier, vol. 17(C), pages 53-64.
    36. Piccotti, Louis R. & Wang, Heng, 2023. "Informed trading in the options market surrounding data breaches," Global Finance Journal, Elsevier, vol. 56(C).
    37. Alex Boulatov & Thomas J. George, 2013. "Hidden and Displayed Liquidity in Securities Markets with Informed Liquidity Providers," The Review of Financial Studies, Society for Financial Studies, vol. 26(8), pages 2096-2137.
    38. Dietz, Simon & Bowen, Alex & Dixon, Charlie & Gradwell, Philip, 2016. "Climate value at risk of global financial assets," LSE Research Online Documents on Economics 66226, London School of Economics and Political Science, LSE Library.
    39. Martin Bugeja & Meiting Lu & Yaowen Shan & Thomas To, 2021. "The probability of informed trading and mergers and acquisitions," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(1), pages 169-203, March.
    40. Easley, David, et al, 1996. "Liquidity, Information, and Infrequently Traded Stocks," Journal of Finance, American Finance Association, vol. 51(4), pages 1405-1436, September.
    41. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    42. Stephen L. Lenkey, 2014. "Advance Disclosure of Insider Trading," The Review of Financial Studies, Society for Financial Studies, vol. 27(8), pages 2504-2537.
    43. Ausubel, Lawrence M, 1990. "Insider Trading in a Rational Expectations Economy," American Economic Review, American Economic Association, vol. 80(5), pages 1022-1041, December.
    44. Chang, Sanders S. & Wang, F. Albert, 2015. "Adverse selection and the presence of informed trading," Journal of Empirical Finance, Elsevier, vol. 33(C), pages 19-33.
    45. Cai, Jie & Walkling, Ralph A. & Yang, Ke, 2016. "The Price of Street Friends: Social Networks, Informed Trading, and Shareholder Costs," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(3), pages 801-837, June.
    46. Jun Pan & Allen M. Poteshman, 2006. "The Information in Option Volume for Future Stock Prices," The Review of Financial Studies, Society for Financial Studies, vol. 19(3), pages 871-908.
    47. Rajabi, Mona Mashhadi & Linnenluecke, Martina & Smith, Tom, 2025. "Information linkages across countries around net zero announcements," Energy Economics, Elsevier, vol. 141(C).
    48. Boehmer, Ekkehart & Grammig, Joachim & Theissen, Erik, 2007. "Estimating the probability of informed trading--does trade misclassification matter?," Journal of Financial Markets, Elsevier, vol. 10(1), pages 26-47, February.
    49. Lifang Li & Valentina Galvani, 2021. "Informed Trading and Momentum in the Corporate Bond Market [Asset pricing with liquidity risk]," Review of Finance, European Finance Association, vol. 25(6), pages 1773-1816.
    50. Lof, Matthijs & van Bommel, Jos, 2023. "Asymmetric information and the distribution of trading volume," Journal of Corporate Finance, Elsevier, vol. 82(C).
    51. Lee, Jason & Yi, Cheong H., 2001. "Trade Size and Information-Motivated Trading in the Options and Stock Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 36(4), pages 485-501, December.
    52. Bollen, Nicolas P. B. & Smith, Tom & Whaley, Robert E., 2004. "Modeling the bid/ask spread: measuring the inventory-holding premium," Journal of Financial Economics, Elsevier, vol. 72(1), pages 97-141, April.
    53. Jiao, Anqi & Sun, Ran & Ren, Honglin, 2025. "Navigating climate policy: Corporate lobbying strategies in response to intensified climate risk exposure," Energy Economics, Elsevier, vol. 148(C).
    54. Kumar, Alok, 2009. "Hard-to-Value Stocks, Behavioral Biases, and Informed Trading," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(6), pages 1375-1401, December.
    55. Anat R. Admati, Paul Pfleiderer, 1988. "A Theory of Intraday Patterns: Volume and Price Variability," The Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 3-40.
    56. Huynh, Thanh D. & Xia, Ying, 2021. "Climate Change News Risk and Corporate Bond Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(6), pages 1985-2009, September.
    57. Harold Demsetz, 1968. "The Cost of Transacting," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 82(1), pages 33-53.
    58. Apel, Matthias & Betzer, André & Scherer, Bernd, 2023. "Real-time transition risk," Finance Research Letters, Elsevier, vol. 53(C).
    59. Collin-Dufresne, Pierre & Fos, Vyacheslav & Muravyev, Dmitry, 2021. "Informed Trading in the Stock Market and Option-Price Discovery," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(6), pages 1945-1984, September.
    60. Bernile, Gennaro & Hu, Jianfeng & Tang, Yuehua, 2016. "Can information be locked up? Informed trading ahead of macro-news announcements," Journal of Financial Economics, Elsevier, vol. 121(3), pages 496-520.
    61. Nimalendran, Mahendrarajah & Rzayev, Khaladdin & Sagade, Satchit, 2024. "High-frequency trading in the stock market and the costs of options market making," Journal of Financial Economics, Elsevier, vol. 159(C).
    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. Lof, Matthijs & Bommel, Jos van, 2018. "Asymmetric information and the distribution of trading volume," Research Discussion Papers 1, Bank of Finland.
    2. Huang, Zihuang & Wang, Shaokun & Li, Kaifeng, 2025. "The impact of informed trading on liquidity in Chinese crude oil futures," Energy Economics, Elsevier, vol. 150(C).
    3. Petchey, James & Wee, Marvin & Yang, Joey, 2016. "Pinning down an effective measure for probability of informed trading," Pacific-Basin Finance Journal, Elsevier, vol. 40(PB), pages 456-475.
    4. Mazza, Paolo, 2015. "Price dynamics and market liquidity: An intraday event study on Euronext," The Quarterly Review of Economics and Finance, Elsevier, vol. 56(C), pages 139-153.
    5. Huh, Sahn-Wook & Lin, Hao & Mello, Antonio S., 2015. "Options market makers׳ hedging and informed trading: Theory and evidence," Journal of Financial Markets, Elsevier, vol. 23(C), pages 26-58.
    6. Thomas Pöppe & Michael Aitken & Dirk Schiereck & Ingo Wiegand, 2016. "A PIN per day shows what news convey: the intraday probability of informed trading," Review of Quantitative Finance and Accounting, Springer, vol. 47(4), pages 1187-1220, November.
    7. Gebka, Bartosz & Jin, Han & Kallinterakis, Vasileios & Karaa, Rabaa & Slim, Skander, 2026. "Herding and informed trading: Evidence from Chinese equity markets," Journal of Economic Behavior & Organization, Elsevier, vol. 241(C).
    8. Chang, Sanders S. & Wang, F. Albert, 2015. "Adverse selection and the presence of informed trading," Journal of Empirical Finance, Elsevier, vol. 33(C), pages 19-33.
    9. Lof, Matthijs & van Bommel, Jos, 2023. "Asymmetric information and the distribution of trading volume," Journal of Corporate Finance, Elsevier, vol. 82(C).
    10. Malinova, Katya & Park, Andreas, 2014. "The impact of competition and information on intraday trading," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 55-71.
    11. David Abad & M. Fuensanta Cutillas†Gomariz & Juan Pedro Sánchez†Ballesta & José Yagüe, 2018. "Does IFRS Mandatory Adoption Affect Information Asymmetry in the Stock Market?," Australian Accounting Review, CPA Australia, vol. 28(1), pages 61-78, March.
    12. Dean Katselas & Baljit K. Sidhu & Chuan Yu, 2021. "Liquidity and information asymmetry around unscheduled mining announcements," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(2), pages 3053-3087, June.
    13. Ping-Chen Tsai & Chi-Ming Tsai, 2021. "Estimating the proportion of informed and speculative traders in financial markets: evidence from exchange rate," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 16(3), pages 443-470, July.
    14. Quan Gan & Wang Chun Wei & David Johnstone, 2015. "A faster estimation method for the probability of informed trading using hierarchical agglomerative clustering," Quantitative Finance, Taylor & Francis Journals, vol. 15(11), pages 1805-1821, November.
    15. Jagjeev Dosanjh, 2017. "Exchange Initiatives and Market Efficiency: Evidence from the Australian Securities Exchange," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 1-2017, January-A.
    16. Chang, Sanders S. & Albert Wang, F., 2019. "Informed contrarian trades and stock returns," Journal of Financial Markets, Elsevier, vol. 42(C), pages 75-93.
    17. Chu-Lan Michael Kao & Emily Lin, 2023. "A new PIN model with application of the change-point detection method," Review of Quantitative Finance and Accounting, Springer, vol. 61(4), pages 1513-1528, November.
    18. Sankaraguruswamy, Srinivasan & Shen, Jianfeng & Yamada, Takeshi, 2013. "The relationship between the frequency of news release and the information asymmetry: The role of uninformed trading," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4134-4143.
    19. repec:uts:finphd:34 is not listed on IDEAS
    20. Millicent Chang & Xiaolin Qian & Jing Yu & Yvonne See, 2017. "Does director trading change the information environment?," Australian Journal of Management, Australian School of Business, vol. 42(2), pages 205-229, May.
    21. Schreder, Max, 2018. "Idiosyncratic information and the cost of equity capital: A meta-analytic review of the literature," Journal of Accounting Literature, Elsevier, vol. 41(C), pages 142-172.

    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:153:y:2026:i:c:s0140988325008953. 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.