IDEAS home Printed from https://ideas.repec.org/a/eee/finsta/v75y2024ics157230892400130x.html
   My bibliography  Save this article

Does climate risk influence analyst forecast accuracy?

Author

Listed:
  • Kim, Incheol
  • Lee, Suin
  • Ryou, Jiwoo

Abstract

We examine how climate risk influences analyst forecast accuracy proxied by forecast error and dispersion. Using country-level climate risk estimated with time trends in droughts, we find that analyst forecasts are less accurate for firms in drought-prone countries. This effect of climate risk is stronger when climate risks are denoted in earnings forecasts, and when firms’ home countries have greater reliance on hydroelectric sources in electricity generation, more important agricultural and food industries, and active stances concerning climate change. Overall, our findings suggest noteworthy implications of climate risk on the financial markets via analyst forecast accuracy.

Suggested Citation

  • Kim, Incheol & Lee, Suin & Ryou, Jiwoo, 2024. "Does climate risk influence analyst forecast accuracy?," Journal of Financial Stability, Elsevier, vol. 75(C).
    • Handle: RePEc:eee:finsta:v:75:y:2024:i:c:s157230892400130x
    DOI: 10.1016/j.jfs.2024.101345
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S157230892400130X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jfs.2024.101345?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Parkash, Mohinder & Dhaliwal, Dan S. & Salatka, William K., 1995. "How certain firm-specific characteristics affect the accuracy and dispersion of analysts' forecasts : A latent variables approach," Journal of Business Research, Elsevier, vol. 34(3), pages 161-169, November.
    2. Gilles Hilary & Lior Menzly, 2006. "Does Past Success Lead Analysts to Become Overconfident?," Management Science, INFORMS, vol. 52(4), pages 489-500, April.
    3. Feng Gu & Weimin Wang, 2005. "Intangible Assets, Information Complexity, and Analysts' Earnings Forecasts," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(9-10), pages 1673-1702.
    4. Bolton, Patrick & Kacperczyk, Marcin, 2021. "Do investors care about carbon risk?," Journal of Financial Economics, Elsevier, vol. 142(2), pages 517-549.
    5. Easley, David & O'Hara, Maureen & Paperman, Joseph, 1998. "Financial analysts and information-based trade," Journal of Financial Markets, Elsevier, vol. 1(2), pages 175-201, August.
    6. Chuang, Wen-I & Lee, Bong-Soo, 2011. "The informational role of institutional investors and financial analysts in the market," Journal of Financial Markets, Elsevier, vol. 14(3), pages 465-493, August.
    7. Lawrence D. Brown, 2001. "A Temporal Analysis of Earnings Surprises: Profits versus Losses," Journal of Accounting Research, Wiley Blackwell, vol. 39(2), pages 221-241, September.
    8. Bae, Kee-Hong & Stulz, René M. & Tan, Hongping, 2008. "Do local analysts know more? A cross-country study of the performance of local analysts and foreign analysts," Journal of Financial Economics, Elsevier, vol. 88(3), pages 581-606, June.
    9. Ehlers, Torsten & Packer, Frank & de Greiff, Kathrin, 2022. "The pricing of carbon risk in syndicated loans: Which risks are priced and why?," Journal of Banking & Finance, Elsevier, vol. 136(C).
    10. Mikhail, MB & Walther, BR & Willis, RH, 1997. "Do security analysts improve their performance with experience?," Journal of Accounting Research, Wiley Blackwell, vol. 35, pages 131-157.
    11. Jawad M Addoum & David T Ng & Ariel Ortiz-Bobea & Harrison Hong, 2020. "Temperature Shocks and Establishment Sales," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1331-1366.
    12. Ravi Bansal & Dana Kiku & Marcelo Ochoa, 2016. "Price of Long-Run Temperature Shifts in Capital Markets," NBER Working Papers 22529, National Bureau of Economic Research, Inc.
    13. Volkan Muslu & Sunay Mutlu & Suresh Radhakrishnan & Albert Tsang, 2019. "Corporate Social Responsibility Report Narratives and Analyst Forecast Accuracy," Journal of Business Ethics, Springer, vol. 154(4), pages 1119-1142, February.
    14. Siamak Javadi & Abdullah‐Al Masum & Mohsen Aram & Ramesh P. Rao, 2023. "Climate change and corporate cash holdings: Global evidence," Financial Management, Financial Management Association International, vol. 52(2), pages 253-295, June.
    15. Painter, Marcus, 2020. "An inconvenient cost: The effects of climate change on municipal bonds," Journal of Financial Economics, Elsevier, vol. 135(2), pages 468-482.
    16. Brown, Ld & Richardson, Gd & Schwager, Sj, 1987. "An Information Interpretation Of Financial Analyst Superiority In Forecasting Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 25(1), pages 49-67.
    17. Huynh, Thanh D. & Nguyen, Thu Ha & Truong, Cameron, 2020. "Climate risk: The price of drought," Journal of Corporate Finance, Elsevier, vol. 65(C).
    18. Brown, Lawrence D., 1993. "Reply to commentaries on "Earnings forecasting research: its implications for capital markets research"," International Journal of Forecasting, Elsevier, vol. 9(3), pages 343-344, November.
    19. Clarke, Jonathan & Subramanian, Ajay, 2006. "Dynamic forecasting behavior by analysts: Theory and evidence," Journal of Financial Economics, Elsevier, vol. 80(1), pages 81-113, April.
    20. Kent D. Daniel & Robert B. Litterman & Gernot Wagner, 2016. "Applying Asset Pricing Theory to Calibrate the Price of Climate Risk," NBER Working Papers 22795, National Bureau of Economic Research, Inc.
    21. Ravi Jagannathan & Ashwin Ravikumar & Marco Sammon, 2017. "Environmental, Social, and Governance Criteria: Why Investors are Paying Attention," NBER Working Papers 24063, National Bureau of Economic Research, Inc.
    22. Raphael Calel & Antoine Dechezleprêtre, 2016. "Environmental Policy and Directed Technological Change: Evidence from the European Carbon Market," The Review of Economics and Statistics, MIT Press, vol. 98(1), pages 173-191, March.
    23. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    24. Bonato, Matteo & Cepni, Oguzhan & Gupta, Rangan & Pierdzioch, Christian, 2023. "Climate risks and realized volatility of major commodity currency exchange rates," Journal of Financial Markets, Elsevier, vol. 62(C).
    25. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    26. Abarbanell, JS & Bushee, BJ, 1997. "Fundamental analysis, future earnings, and stock prices," Journal of Accounting Research, Wiley Blackwell, vol. 35(1), pages 1-24.
    27. Li, Chao Kevin & Luo, Jin-hui & Soderstrom, Naomi S., 2020. "Air pollution and analyst information production," Journal of Corporate Finance, Elsevier, vol. 60(C).
    28. Nora Pankratz & Rob Bauer & Jeroen Derwall, 2023. "Climate Change, Firm Performance, and Investor Surprises," Management Science, INFORMS, vol. 69(12), pages 7352-7398, December.
    29. Joanne Horton & George Serafeim & Ioanna Serafeim, 2013. "Does Mandatory IFRS Adoption Improve the Information Environment?," Contemporary Accounting Research, John Wiley & Sons, vol. 30(1), pages 388-423, March.
    30. Harrison Hong & Jeffrey D. Kubik, 2003. "Analyzing the Analysts: Career Concerns and Biased Earnings Forecasts," Journal of Finance, American Finance Association, vol. 58(1), pages 313-351, February.
    31. Atiase, Rk, 1987. "Market Implications Of Predisclosure Information - Size And Exchange Effects," Journal of Accounting Research, Wiley Blackwell, vol. 25(1), pages 168-176.
    32. Ma, Rui & Marshall, Ben R. & Nguyen, Hung T. & Nguyen, Nhut H. & Visaltanachoti, Nuttawat, 2022. "Climate events and return comovement," Journal of Financial Markets, Elsevier, vol. 61(C).
    33. Mary E. Barth & Ron Kasznik & Maureen F. McNichols, 2001. "Analyst Coverage and Intangible Assets," Journal of Accounting Research, Wiley Blackwell, vol. 39(1), pages 1-34, June.
    34. Andreas G F Hoepner & Ioannis Oikonomou & Zacharias Sautner & Laura T Starks & Xiao Y Zhou, 2024. "ESG shareholder engagement and downside risk," Review of Finance, European Finance Association, vol. 28(2), pages 483-510.
    35. Daniel Bradley & Sinan Gokkaya & Xi Liu, 2017. "Before an Analyst Becomes an Analyst: Does Industry Experience Matter?," Journal of Finance, American Finance Association, vol. 72(2), pages 751-792, April.
    36. Brown, Lawrence D., 1993. "Earnings forecasting research: its implications for capital markets research," International Journal of Forecasting, Elsevier, vol. 9(3), pages 295-320, November.
    37. Krishnaswami, Sudha & Subramaniam, Venkat, 1999. "Information asymmetry, valuation, and the corporate spin-off decision," Journal of Financial Economics, Elsevier, vol. 53(1), pages 73-112, July.
    38. Ole‐Kristian Hope, 2003. "Disclosure Practices, Enforcement of Accounting Standards, and Analysts' Forecast Accuracy: An International Study," Journal of Accounting Research, Wiley Blackwell, vol. 41(2), pages 235-272, May.
    39. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    40. Javadi, Siamak & Masum, Abdullah-Al, 2021. "The impact of climate change on the cost of bank loans," Journal of Corporate Finance, Elsevier, vol. 69(C).
    41. Gu, Grace Weishi & Hale, Galina, 2023. "Climate risks and FDI," Journal of International Economics, Elsevier, vol. 146(C).
    42. Po‐Hsuan Hsu & Kai Li & Chi‐Yang Tsou, 2023. "The Pollution Premium," Journal of Finance, American Finance Association, vol. 78(3), pages 1343-1392, June.
    43. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    44. Gu, Zhaoyang & Wu, Joanna Shuang, 2003. "Earnings skewness and analyst forecast bias," Journal of Accounting and Economics, Elsevier, vol. 35(1), pages 5-29, April.
    45. Du, Qianqian & Yu, Frank & Yu, Xiaoyun, 2017. "Cultural Proximity and the Processing of Financial Information," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(6), pages 2703-2726, December.
    46. Dong, Rui & Fisman, Raymond & Wang, Yongxiang & Xu, Nianhang, 2021. "Air pollution, affect, and forecasting bias: Evidence from Chinese financial analysts," Journal of Financial Economics, Elsevier, vol. 139(3), pages 971-984.
    47. Marco Maria Mattei & Petya Platikanova, 2017. "Do product market threats affect analyst forecast precision?," Review of Accounting Studies, Springer, vol. 22(4), pages 1628-1665, December.
    48. Clement, Michael B. & Koonce, Lisa & Lopez, Thomas J., 2007. "The roles of task-specific forecasting experience and innate ability in understanding analyst forecasting performance," Journal of Accounting and Economics, Elsevier, vol. 44(3), pages 378-398, December.
    49. Philipp Krueger & Zacharias Sautner & Laura T Starks, 2020. "The Importance of Climate Risks for Institutional Investors," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1067-1111.
    50. DeAngelo, Linda Elizabeth, 1981. "Auditor size and audit quality," Journal of Accounting and Economics, Elsevier, vol. 3(3), pages 183-199, December.
    51. Feng Gu & Weimin Wang, 2005. "Intangible Assets, Information Complexity, and Analysts’ Earnings Forecasts," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(9‐10), pages 1673-1702, November.
    52. Henry He Huang & Joseph Kerstein & Chong Wang, 2018. "The impact of climate risk on firm performance and financing choices: An international comparison," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(5), pages 633-656, July.
    53. Dichev, Ilia D. & Tang, Vicki Wei, 2009. "Earnings volatility and earnings predictability," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 160-181, March.
    54. Hongping Tan & Shiheng Wang & Michael Welker, 2011. "Analyst Following and Forecast Accuracy After Mandated IFRS Adoptions," Journal of Accounting Research, Wiley Blackwell, vol. 49(5), pages 1307-1357, December.
    55. Charles JP Chen & Yuan Ding & Chansog (Francis) Kim, 2010. "High-level politically connected firms, corruption, and analyst forecast accuracy around the world," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(9), pages 1505-1524, December.
    56. Nicholas Stern, 2008. "The Economics of Climate Change," American Economic Review, American Economic Association, vol. 98(2), pages 1-37, May.
    57. Brown, Philip, 1993. "Comments on 'Earnings forecasting research: its implications for capital markets research' by L. Brown," International Journal of Forecasting, Elsevier, vol. 9(3), pages 331-335, November.
    58. Addoum, Jawad M. & Ng, David T. & Ortiz-Bobea, Ariel, 2023. "Temperature shocks and industry earnings news," Journal of Financial Economics, Elsevier, vol. 150(1), pages 1-45.
    59. Hong, Harrison & Li, Frank Weikai & Xu, Jiangmin, 2019. "Climate risks and market efficiency," Journal of Econometrics, Elsevier, vol. 208(1), pages 265-281.
    60. Friesen, Geoffrey & Weller, Paul A., 2006. "Quantifying cognitive biases in analyst earnings forecasts," Journal of Financial Markets, Elsevier, vol. 9(4), pages 333-365, November.
    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. Ramnath, Sundaresh & Rock, Steve & Shane, Philip, 2008. "The financial analyst forecasting literature: A taxonomy with suggestions for further research," International Journal of Forecasting, Elsevier, vol. 24(1), pages 34-75.
    2. Mei-Chen Lin & J. Jimmy Yang, 2023. "Do lottery characteristics matter for analysts’ forecast behavior?," Review of Quantitative Finance and Accounting, Springer, vol. 61(3), pages 1057-1091, October.
    3. Venturini, Alessio, 2022. "Climate change, risk factors and stock returns: A review of the literature," International Review of Financial Analysis, Elsevier, vol. 79(C).
    4. Lihua Liu & Dongmin Kong & Wei Yang, 2022. "Brain gain of analysts in China: foreign experiences and forecast accuracy," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(2), pages 2089-2129, June.
    5. Thomas Bourveau & Alexandre Garel & Peter Joos & Arthur Petit-Romec, 2024. "When attention is away, analysts misplay: distraction and analyst forecast performance," Review of Accounting Studies, Springer, vol. 29(1), pages 916-958, March.
    6. Sean Cleary & Jonathan Jona & Gladys Lee & Joshua Shemesh, 2020. "Underlying risk preferences and analyst risk‐taking behavior," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 47(7-8), pages 949-981, July.
    7. Javadi, Siamak & Masum, Abdullah-Al, 2021. "The impact of climate change on the cost of bank loans," Journal of Corporate Finance, Elsevier, vol. 69(C).
    8. T. Bourveau & A. Garel & P. Peter Joos & A. Petit-Romec, 2024. "When attention is away, analysts misplay: distraction and analyst forecast performance," Post-Print hal-03844012, HAL.
    9. Hossain, Ashrafee & Masum, Abdullah-Al & Benkraiem, Ramzi, 2024. "Long-term institutional investors and climate change news Beta," Journal of Corporate Finance, Elsevier, vol. 89(C).
    10. Kim, Hyun-Dong & Park, Kwangwoo & Song, Kyojik Roy, 2021. "Organization capital and analysts’ forecasts," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 762-778.
    11. K. Hung Chan & Ray R. Wang & Ruixin Wang, 2021. "The Macbeth Factor: The Dark Side of Achievement‐driving Analysts," Abacus, Accounting Foundation, University of Sydney, vol. 57(2), pages 325-361, June.
    12. Guanming He & Yun Sun & April Zhichao Li, 2024. "Does analysts’ industrial concentration affect the quality of their forecasts?," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 38(1), pages 37-91, March.
    13. Hu, Jun & Long, Wenbin & Luo, Le & Peng, Yuanhuai, 2021. "Share pledging and optimism in analyst earnings forecasts: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 132(C).
    14. Higgins, Huong, 2013. "Can securities analysts forecast intangible firms’ earnings?," International Journal of Forecasting, Elsevier, vol. 29(1), pages 155-174.
    15. Huang, Allen H. & Lin, An-Ping & Zang, Amy Y., 2022. "Cross-industry information sharing among colleagues and analyst research," Journal of Accounting and Economics, Elsevier, vol. 74(1).
    16. Reghezza, Alessio & Altunbas, Yener & Marques-Ibanez, David & Rodriguez d’Acri, Costanza & Spaggiari, Martina, 2022. "Do banks fuel climate change?," Journal of Financial Stability, Elsevier, vol. 62(C).
    17. García-Meca, Emma & Sánchez-Ballesta, Juan Pedro, 2006. "Influences on financial analyst forecast errors: A meta-analysis," International Business Review, Elsevier, vol. 15(1), pages 29-52, February.
    18. Najeb Masoud, 2017. "The effects of mandatory IFRS adoption on financial analysts’ forecast: Evidence from Jordan," Cogent Business & Management, Taylor & Francis Journals, vol. 4(1), pages 1290331-129, January.
    19. Agoraki, Konstantina K. & Giaka, Maria & Konstantios, Dimitrios & Negkakis, Ioannis, 2024. "The relationship between firm-level climate change exposure, financial integration, cost of capital and investment efficiency," Journal of International Money and Finance, Elsevier, vol. 141(C).
    20. Mbanyele, William & Muchenje, Linda Tinofirei, 2022. "Climate change exposure, risk management and corporate social responsibility: Cross-country evidence," Journal of Multinational Financial Management, Elsevier, vol. 66(C).

    More about this item

    Keywords

    Climate risk; Climate change; Earnings forecast; Earnings volatility;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

    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:finsta:v:75:y:2024:i:c:s157230892400130x. 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/jfstabil .

    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.