IDEAS home Printed from https://ideas.repec.org/a/eee/finana/v83y2022ics1057521922002101.html
   My bibliography  Save this article

Air pollution and mediation effects in stock market, longitudinal evidence from China

Author

Listed:
  • Xu, Alan

Abstract

By obtaining a novel proprietary city-level panel dataset of stock returns and trading volume in China, this article investigates the effect of air pollution on the stock market while avoiding the possible confounding factors reported in previous similar studies. The analysis finds that there are significant negative effects generated by air pollution on stock returns and trading volume, and these effects manifest themselves on successive days. Air pollution affects stock returns on the same day, which then mediates the effect of air pollution on trading volume on the next day. Similar negative effects are also found in several different pollutants. Our results validate the negative relationship of air pollution on the stock market in literature with longitudinal evidence, and illustrate the steps of the air pollution effect in the stock market.

Suggested Citation

  • Xu, Alan, 2022. "Air pollution and mediation effects in stock market, longitudinal evidence from China," International Review of Financial Analysis, Elsevier, vol. 83(C).
    • Handle: RePEc:eee:finana:v:83:y:2022:i:c:s1057521922002101
    DOI: 10.1016/j.irfa.2022.102252
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1057521922002101
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.irfa.2022.102252?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. John Y. Campbell & Sanford J. Grossman & Jiang Wang, 1993. "Trading Volume and Serial Correlation in Stock Returns," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(4), pages 905-939.
    2. Lisa A. Kramer & Mark J. Kamstra & Maurice D. Levi, 2000. "Losing Sleep at the Market: The Daylight Saving Anomaly," American Economic Review, American Economic Association, vol. 90(4), pages 1005-1011, September.
    3. William N. Goetzmann & Dasol Kim & Alok Kumar & Qin Wang, 2015. "Weather-Induced Mood, Institutional Investors, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 73-111.
    4. Anyu Yu & Guangshe Jia & Jianxin You & Puwei Zhang, 2018. "Estimation of PM 2.5 Concentration Efficiency and Potential Public Mortality Reduction in Urban China," IJERPH, MDPI, vol. 15(3), pages 1-19, March.
    5. Jiekun Huang & Nianhang Xu & Honghai Yu, 2020. "Pollution and Performance: Do Investors Make Worse Trades on Hazy Days?," Management Science, INFORMS, vol. 66(10), pages 4455-4476, October.
    6. Wu, Qinin & Lu, Jing, 2020. "Air pollution, individual investors, and stock pricing in China," International Review of Economics & Finance, Elsevier, vol. 67(C), pages 267-287.
    7. Garrett, Ian & Kamstra, Mark J. & Kramer, Lisa A., 2005. "Winter blues and time variation in the price of risk," Journal of Empirical Finance, Elsevier, vol. 12(2), pages 291-316, March.
    8. David Hirshleifer & Tyler Shumway, 2003. "Good Day Sunshine: Stock Returns and the Weather," Journal of Finance, American Finance Association, vol. 58(3), pages 1009-1032, June.
    9. Anthony Heyes & Matthew Neidell & Soodeh Saberian, 2016. "The Effect of Air Pollution on Investor Behavior: Evidence from the S&P 500," NBER Working Papers 22753, National Bureau of Economic Research, Inc.
    10. Hirshleifer, David & Jiang, Danling & DiGiovanni, Yuting Meng, 2020. "Mood beta and seasonalities in stock returns," Journal of Financial Economics, Elsevier, vol. 137(1), pages 272-295.
    11. Yihao Zhang & Yu Jiang & Yongji Guo, 2017. "The effects of haze pollution on stock performances: evidence from China," Applied Economics, Taylor & Francis Journals, vol. 49(23), pages 2226-2237, May.
    12. Baker, Malcolm & Stein, Jeremy C., 2004. "Market liquidity as a sentiment indicator," Journal of Financial Markets, Elsevier, vol. 7(3), pages 271-299, June.
    13. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    14. Alberto Alesina & Ekaterina Zhuravskaya, 2011. "Segregation and the Quality of Government in a Cross Section of Countries," American Economic Review, American Economic Association, vol. 101(5), pages 1872-1911, August.
    15. Saunders, Edward M, Jr, 1993. "Stock Prices and Wall Street Weather," American Economic Review, American Economic Association, vol. 83(5), pages 1337-1345, December.
    16. Zhi Da & Joseph Engelberg & Pengjie Gao, 2015. "Editor's Choice The Sum of All FEARS Investor Sentiment and Asset Prices," The Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 1-32.
    17. John M. Griffin & Federico Nardari & René M. Stulz, 2007. "Do Investors Trade More When Stocks Have Performed Well? Evidence from 46 Countries," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 905-951.
    18. Chen, Joseph & Hong, Harrison & Stein, Jeremy C., 2002. "Breadth of ownership and stock returns," Journal of Financial Economics, Elsevier, vol. 66(2-3), pages 171-205.
    19. Li, Jennifer (Jie) & Massa, Massimo & Zhang, Hong & Zhang, Jian, 2021. "Air pollution, behavioral bias, and the disposition effect in China," Journal of Financial Economics, Elsevier, vol. 142(2), pages 641-673.
    20. Chuang, Chia-Chang & Kuan, Chung-Ming & Lin, Hsin-Yi, 2009. "Causality in quantiles and dynamic stock return-volume relations," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1351-1360, July.
    21. Mark J. Kamstra & Lisa A. Kramer & Maurice D. Levi, 2003. "Winter Blues: A SAD Stock Market Cycle," American Economic Review, American Economic Association, vol. 93(1), pages 324-343, March.
    22. Levy, Tamir & Yagil, Joseph, 2011. "Air pollution and stock returns in the US," Journal of Economic Psychology, Elsevier, vol. 32(3), pages 374-383, June.
    23. Chang, Shao-Chi & Chen, Sheng-Syan & Chou, Robin K. & Lin, Yueh-Hsiang, 2008. "Weather and intraday patterns in stock returns and trading activity," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1754-1766, September.
    24. Laborda, Ricardo & Olmo, Jose, 2014. "Investor sentiment and bond risk premia," Journal of Financial Markets, Elsevier, vol. 18(C), pages 206-233.
    25. Shleifer, Andrei & Vishny, Robert W, 1997. "The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March.
    26. Edmans, Alex & Fernandez-Perez, Adrian & Garel, Alexandre & Indriawan, Ivan, 2022. "Music sentiment and stock returns around the world," Journal of Financial Economics, Elsevier, vol. 145(2), pages 234-254.
    27. Wu, Qinqin & Hao, Ying & Lu, Jing, 2018. "Air pollution, stock returns, and trading activities in China," Pacific-Basin Finance Journal, Elsevier, vol. 51(C), pages 342-365.
    28. Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
    29. Christian Dippel & Robert Gold & Stephan Heblich & Rodrigo Pinto, 2017. "Instrumental Variables and Causal Mechanisms: Unpacking the Effect of Trade on Workers and Voters," CESifo Working Paper Series 6816, CESifo.
    30. Dong-jun Liu & Li Li, 2015. "Application Study of Comprehensive Forecasting Model Based on Entropy Weighting Method on Trend of PM 2.5 Concentration in Guangzhou, China," IJERPH, MDPI, vol. 12(6), pages 1-15, June.
    31. Meir Statman & Steven Thorley & Keith Vorkink, 2006. "Investor Overconfidence and Trading Volume," The Review of Financial Studies, Society for Financial Studies, vol. 19(4), pages 1531-1565.
    32. Q. Li & C.H. Peng, 2016. "The stock market effect of air pollution: evidence from China," Applied Economics, Taylor & Francis Journals, vol. 48(36), pages 3442-3461, August.
    33. Lee, Bong-Soo & Rui, Oliver M., 2002. "The dynamic relationship between stock returns and trading volume: Domestic and cross-country evidence," Journal of Banking & Finance, Elsevier, vol. 26(1), pages 51-78, January.
    34. Lepori, Gabriele M., 2016. "Air pollution and stock returns: Evidence from a natural experiment," Journal of Empirical Finance, Elsevier, vol. 35(C), pages 25-42.
    35. Kamstra, Mark J. & Kramer, Lisa A. & Levi, Maurice D. & Wermers, Russ, 2017. "Seasonal Asset Allocation: Evidence from Mutual Fund Flows," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(1), pages 71-109, February.
    36. Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
    37. Diamond, Douglas W. & Verrecchia, Robert E., 1987. "Constraints on short-selling and asset price adjustment to private information," Journal of Financial Economics, Elsevier, vol. 18(2), pages 277-311, June.
    38. J. Michael Harrison & David M. Kreps, 1978. "Speculative Investor Behavior in a Stock Market with Heterogeneous Expectations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 92(2), pages 323-336.
    39. Chen, Shiu-Sheng, 2012. "Revisiting the empirical linkages between stock returns and trading volume," Journal of Banking & Finance, Elsevier, vol. 36(6), pages 1781-1788.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Roy, Suvra & Nguyen, Harvey & Visaltanachoti, Nuttawat, 2023. "Be nice to the air: Severe haze pollution and mutual fund risk," Global Finance Journal, Elsevier, vol. 58(C).

    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. Wu, Qinqin & Hao, Ying & Lu, Jing, 2018. "Air pollution, stock returns, and trading activities in China," Pacific-Basin Finance Journal, Elsevier, vol. 51(C), pages 342-365.
    2. Wu, Qinqin & Chou, Robin K. & Lu, Jing, 2020. "How does air pollution-induced fund-manager mood affect stock markets in China?," Journal of Behavioral and Experimental Finance, Elsevier, vol. 28(C).
    3. Su, Yuandong & Lu, Xinjie & Zeng, Qing & Huang, Dengshi, 2022. "Good air quality and stock market returns," Research in International Business and Finance, Elsevier, vol. 62(C).
    4. Kirk-Reeve, Samuel & Gehricke, Sebastian A. & Ruan, Xinfeng & Zhang, Jin E., 2021. "National air pollution and the cross-section of stock returns in China," Journal of Behavioral and Experimental Finance, Elsevier, vol. 32(C).
    5. Jiawen Luo & Qun Zhang, 2024. "Air pollution, weather factors, and realized volatility forecasts of agricultural commodity futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(2), pages 151-217, February.
    6. Zhuhua Jiang & Rangan Gupta & Sowmya Subramaniam & Seong-Min Yoon, 2021. "The Effect of Air Quality and Weather on the Chinese Stock: Evidence from Shenzhen Stock Exchange," Sustainability, MDPI, vol. 13(5), pages 1-20, March.
    7. Edmans, Alex & Fernandez-Perez, Adrian & Garel, Alexandre & Indriawan, Ivan, 2022. "Music sentiment and stock returns around the world," Journal of Financial Economics, Elsevier, vol. 145(2), pages 234-254.
    8. Matthew Muntifering, 2021. "Air pollution, investor sentiment and excessive returns," Journal of Asset Management, Palgrave Macmillan, vol. 22(2), pages 110-119, March.
    9. Chen, Xiao & Guo, Gangxing, 2024. "Air pollution and online lender behavior: Evidence from Chinese peer-to-peer lending," Journal of Behavioral and Experimental Finance, Elsevier, vol. 42(C).
    10. Guo, Mengmeng & Wei, Mengxin & Huang, Lin, 2022. "Does air pollution influence investor trading behavior? Evidence from China," Emerging Markets Review, Elsevier, vol. 50(C).
    11. Wu, Qinin & Lu, Jing, 2020. "Air pollution, individual investors, and stock pricing in China," International Review of Economics & Finance, Elsevier, vol. 67(C), pages 267-287.
    12. Nguyen, Hung T. & Pham, Mia Hang, 2021. "Air pollution and behavioral biases: Evidence from stock market anomalies," Journal of Behavioral and Experimental Finance, Elsevier, vol. 29(C).
    13. Michael Nofer & Oliver Hinz, 2015. "Using Twitter to Predict the Stock Market," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 57(4), pages 229-242, August.
    14. Symeonidis, Lazaros & Daskalakis, George & Markellos, Raphael N., 2010. "Does the weather affect stock market volatility?," Finance Research Letters, Elsevier, vol. 7(4), pages 214-223, December.
    15. Qadan, Mahmoud & Kliger, Doron, 2016. "The short trading day anomaly," Journal of Empirical Finance, Elsevier, vol. 38(PA), pages 62-80.
    16. Li, Rong & Liu, Luxi & Qiu, Yun & Tian, Xiaohui, 2024. "Air pollution and stock returns: The cash flow risk channel," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
    17. Gupta, Suman & Das, Debojyoti & Hasim, Haslifah & Tiwari, Aviral Kumar, 2018. "The dynamic relationship between stock returns and trading volume revisited: A MODWT-VAR approach," Finance Research Letters, Elsevier, vol. 27(C), pages 91-98.
    18. Frühwirth, Manfred & Sögner, Leopold, 2015. "Weather and SAD related mood effects on the financial market," The Quarterly Review of Economics and Finance, Elsevier, vol. 57(C), pages 11-31.
    19. Nicholas Apergis & Alexandros Gabrielsen & Lee Smales, 2016. "(Unusual) weather and stock returns—I am not in the mood for mood: further evidence from international markets," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 30(1), pages 63-94, February.
    20. Chi, Yeguang & He, Jingbin & Ma, Xinru & Wu, Fei, 2023. "Air pollution and institutional investors' valuation bias during initial public offerings," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).

    More about this item

    Keywords

    Air pollution; Stock returns; Trading volume; Mediation effect;
    All these keywords.

    JEL classification:

    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

    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:finana:v:83:y:2022:i:c:s1057521922002101. 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/inca/620166 .

    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.