[en] We propose to measure investor climate sentiment by performing sentiment analysis on StockTwits posts on climate change and global warming. In financial markets, stocks of emission (carbon-intensive) firms underperform clean (low-emission) stocks when investor climate sentiment is more positive. We document investors overreaction to climate change risk and reversal in longer horizons. Salient but uninformative climate change events (i.e., release of a report on climate change, abnormal weather events, and high carbon prices) facilitate the investor learning process and correction of the mispricing.
Disciplines :
Finance
Auteur, co-auteur :
Santi, Caterina ; Université de Liège - ULiège > HEC Recherche > HEC Recherche: Financial Management for the Future
Addoum, J.M., Ng, D.T., Ortiz-Bobea, A., Temperature shocks and industry earnings news. 2021 Unpublished Working Paper. Available at SSRN 3480695.
Antoniuk, Y., Leirvik, T., Climate change events and stock market returns. Journal of Sustainable Finance & Investment, 2021, 1–26.
Antweiler, W., Frank, M.Z., Is all that talk just noise? The information content of internet stock message boards. The Journal of Finance 59:3 (2004), 1259–1294.
Ardia, D., Bluteau, K., Boudt, K., Inghelbrecht, K., Climate change concerns and the performance of Green vs. Brown stocks. Management Science, 2022, 1–26.
Aswani, J., Raghunandan, A., Rajgopal, S., Are carbon emissions associated with stock returns?. Columbia business school research paper, 2022 in press.
Baker, M., Wurgler, J., Investor sentiment and the cross-section of stock returns. The Journal of Finance 61:4 (2006), 1645–1680.
Baker, M., Wurgler, J., Investor sentiment in the stock market. Journal of Economic Perspectives 21:2 (2007), 129–152.
Barberis, N., Shleifer, A., Vishny, R., A model of investor sentiment. Journal of Financial Economics 49:3 (1998), 307–343.
Bolstad, P., Frank, S., Gesick, E., Victor, D., Flying blind: What do investors really know about climate change risks in the US equity and municipal debt markets?. Hutchins center working paper, Vol. 67, 2020.
Bolton, P., Kacperczyk, M., Do investors care about carbon risk?. Journal of Financial Economics 142:2 (2021), 517–549.
Booker, A., Curtis, A., Richardson, V.J., Investor disagreement, disclosure processing costs, and trading volume: Evidence from social media. The Accounting Review, 2022.
Briere, M., Ramelli, S., Green sentiment, stock returns, and corporate behavior. 2021 Unpublished Working Paper. Available at SSRN 3850923.
Brown, J.R., Ivković, Z., Smith, P.A., Weisbenner, S., Neighbors matter: Causal community effects and stock market participation. The Journal of Finance 63:3 (2008), 1509–1531.
Cambria, E., Das, D., Bandyopadhyay, S., Feraco, A., A practical guide to sentiment analysis. 2017, Springer.
Chen, H., De, P., Hu, Y.J., Hwang, B.-H., Wisdom of crowds: The value of stock opinions transmitted through social media. The Review of Financial Studies 27:5 (2014), 1367–1403.
Chen, H., Hwang, B.-H., Listening in on investors’ thoughts and conversations. Journal of Financial Economics 145:2 (2022), 426–444.
Choi, D., Gao, Z., Jiang, W., Attention to global warming. The Review of Financial Studies 33:3 (2020), 1112–1145.
Cody, E.M., Reagan, A.J., Mitchell, L., Dodds, P.S., Danforth, C.M., Climate change sentiment on Twitter: An unsolicited public opinion poll. PLoS One, 10(8), 2015, e0136092.
Cookson, J.A., Engelberg, J., Mullins, W., Echo chambers. The Review of Financial Studies 00 (2022), 10–51.
Cookson, J.A., Niessner, M., Why don't we agree? Evidence from a social network of investors. The Journal of Finance 75:1 (2020), 173–228.
Da, Z., Engelberg, J., Gao, P., The sum of all FEARS investor sentiment and asset prices. The Review of Financial Studies 28:1 (2015), 1–32.
Dahal, B., Kumar, S.A., Li, Z., Topic modeling and sentiment analysis of global climate change tweets. Social Network Analysis and Mining, 9(1), 2019, 24.
De Long, J.B., Shleifer, A., Summers, L.H., Waldmann, R.J., Noise trader risk in financial markets. Journal of Political Economy 98:4 (1990), 703–738.
Diaz-Rainey, I., Gehricke, S.A., Roberts, H., Zhang, R., Trump vs. Paris: The impact of climate policy on US listed oil and gas firm returns and volatility. International Review of Financial Analysis, 76, 2021, 101746.
Ding, Q., Huang, J., Zhang, H., Time-frequency spillovers among carbon, fossil energy and clean energy markets: The effects of attention to climate change. International Review of Financial Analysis, 2022, 102222.
EPA, R.F., Milestones in EPA and environmental history. 2019 Accessed on July 2020. URL: https://www.epa.gov/history/milestones-epa-and-environmental-history.
Faccini, R., Matin, R., Skiadopoulos, G., Are climate change risks priced in the US stock market?: Working Paper., 2021, Danmarks Nationalbank.
Fama, E.F., French, K.R., Common risk factors in the returns on stocks and bonds. Journal of Financial Economics 33:1 (1993), 3–56.
Feldman, R., Sanger, J., et al. The text mining handbook: Advanced approaches in analyzing unstructured data. 2007, Cambridge University Press.
Ford, J.M., Gehricke, S.A., Zhang, J.E., Option traders are concerned about climate risks: ESG ratings and short-term sentiment. Journal of Behavioral and Experimental Finance, 2022, 100687.
Hain, L.I., Kölbel, J.F., Leippold, M., Let's get physical: Comparing metrics of physical climate risk. Finance Research Letters, 46, 2022, 102406.
He, X., Li, K., Santi, C., Shi, L., Social interaction, stochastic volatility, and momentum. Journal of Economic Behaviour and Organization 203 (2022), 125–149.
Henry, E., Are investors influenced by how earnings press releases are written?. The Journal of Business Communication 45:4 (2008), 363–407 (1973).
Hirshleifer, D., Teoh, S.H., Limited attention, information disclosure, and financial reporting. Journal of Accounting and Economics 36:1–3 (2003), 337–386.
Hirshleifer, D., Teoh, S.H., Thought and behavior contagion in capital markets. Handbook of financial markets: Dynamics and evolution, 2009, Elsevier, 1–56.
Hou, K., Karolyi, G.A., Kho, B.-C., What factors drive global stock returns?. The Review of Financial Studies 24:8 (2011), 2527–2574.
Hsu, P.-H., Li, K., Tsou, C.-Y., The pollution premium. The Journal of Finance, 2022 in press.
Hu, Z., Social interactions and households’ flood insurance decisions. Journal of Financial Economics 144:2 (2022), 414–432.
Hu, M., & Liu, B. (2004). Mining opinion features in customer reviews. In National conference on artificial intelligence.
Ilhan, E., Sautner, Z., Vilkov, G., Carbon tail risk. The Review of Financial Studies 34:3 (2021), 1540–1571.
Ince, O.S., Porter, R.B., Individual equity return data from Thomson Datastream: Handle with care!. Journal of Financial Research 29:4 (2006), 463–479.
Jockers, M.L., Syuzhet: Extract sentiment and plot arcs from text. 2017 URL: https://github.com/mjockers/syuzhet.
Kaplanski, G., Levy, H., Veld, C., Veld-Merkoulova, Y., Do happy people make optimistic investors?. Journal of Financial and Quantitative Analysis 50:1–2 (2015), 145–168.
Karl, T.R., Koss, W.J., Regional and national monthly, seasonal, and annual temperature weighted by area, 1895-1983 Historical climatology series 4-3, 1984, National Climatic Data Center, National Oceanic and Atmospheric Administration (NOAA), Asheville, NC, 38.
Kim, Y., Li, H., Li, S., Corporate social responsibility and stock price crash risk. Journal of Banking & Finance 43 (2014), 1–13.
Kim, J.H., Shamsuddin, A., Lim, K.-P., Stock return predictability and the adaptive markets hypothesis: Evidence from century-long US data. Journal of Empirical Finance 18:5 (2011), 868–879.
Kölbel, J.F., Leippold, M., Rillaerts, J., Wang, Q., Ask BERT: How regulatory disclosure of transition and physical climate risks affects the CDS term structure. Journal of Financial Econometrics(nbac027), 2022.
Kozak, S., Nagel, S., Santosh, S., Interpreting factor models. The Journal of Finance 73:3 (2018), 1183–1223.
Krey, V., Masera, O., Blanford, G., Bruckner, T., Cooke, R., Fisher-Vanden, K., et al. Annex II: Metrics & methodology. Edenhofer, O., et al. (eds.) Climate change 2014: Mitigation of climate change. contribution of working group iii to the fifth assessment report of the intergovernmental panel on climate change, 2014, Cambridge University Press, Cambridge.
Kumar, A., Lee, C.M., Retail investor sentiment and return comovements. The Journal of Finance 61:5 (2006), 2451–2486.
Le Tran, V., Leirvik, T., A simple but powerful measure of market efficiency. Finance Research Letters 29 (2019), 141–151.
Liu, B., Sentiment analysis: Mining opinions, sentiments, and emotions. 2015, Cambridge University Press.
Lo, A.W., The adaptive markets hypothesis. The Journal of Portfolio Management 30:5 (2004), 15–29.
Loughran, T., McDonald, B., When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks. The Journal of Finance 66:1 (2011), 35–65.
Loureiro, M.L., Alló, M., Sensing climate change and energy issues: Sentiment and emotion analysis with social media in the UK and Spain. Energy Policy, 143, 2020, 111490.
National Geographic Staff, M.L., A running list of how president trump is changing environmental policy. 2019 Accessed on July 2020. URL: https://www.nationalgeographic.com/news/2017/03/how-trump-is-changing-science-environment/.
National Geographic Staff, M.L., 50 Years of progress—and setbacks—since the first Earth Day. 2020 Accessed on July 2020. URL: https://www.nationalgeographic.com/magazine/2020/04/timeline-shows-fifty-years-of-progress-and-setbacks-since-first-earth-day-feature/.
Neely, C.J., Weller, P.A., Ulrich, J.M., The adaptive markets hypothesis: evidence from the foreign exchange market. Journal of Financial and Quantitative Analysis 44:2 (2009), 467–488.
Newey, W.K., West, K.D., A simple, positive semi-definite, heteroskedasticity and autocorrelationconsistent covariance matrix. Econometrica 55 (1987), 703–708.
Obaid, K., Pukthuanthong, K., A picture is worth a thousand words: Measuring investor sentiment by combining machine learning and photos from. Journal of Financial Economics 144 (2022), 273–297.
Palmiter, A.R., Climate change disclosure: A failed SEC mandate. 2015 Unpublished Working Paper. Available at SSRN 2639181.
Pástor, L., Stambaugh, R.F., Taylor, L.A., Sustainable investing in equilibrium. Journal of Financial Economics 142:2 (2021), 550–571.
Pástor, L., Stambaugh, R.F., Taylor, L.A., Dissecting green returns. Journal of Financial Economics 146:2 (2022), 403–424.
Pontiff, J., Costly arbitrage: Evidence from closed-end funds. Quarterly Journal of Economics 111:4 (1996), 1135–1151.
Renault, T., Intraday online investor sentiment and return patterns in the US stock market. Journal of Banking & Finance 84 (2017), 25–40.
Rinker, T., Sentimentr: Calculate text polarity sentiment. 2019 URL: https://cran.r-project.org/web/packages/sentimentr/readme/README.html.
SEC, T., Commission guidance regarding disclosure related to climate change. 2010.
Shafer, M., Szado, E., Environmental, social, and governance practices and perceived tail risk. Accounting & Finance 60:4 (2020), 4195–4224.
Shive, S., An epidemic model of investor behavior. Journal of Financial and Quantitative Analysis 45:1 (2010), 169–198.
Shleifer, A., Vishny, R.W., The limits of arbitrage. The Journal of Finance 52:1 (1997), 35–55.
Stafford, P., Traders and investors use Twitter to get ahead of market moves. Financial Times, 2015 April 29, accessed 5 April 2022.
Sun, A., Lachanski, M., Fabozzi, F.J., Trade the tweet: Social media text mining and sparse matrix factorization for stock market prediction. International Review of Financial Analysis 48 (2016), 272–281.
Tetlock, P.C., Giving content to investor sentiment: The role of media in the stock market. The Journal of Finance 62:3 (2007), 1139–1168.
Urquhart, A., McGroarty, F., Are stock markets really efficient? Evidence of the adaptive market hypothesis. International Review of Financial Analysis 47 (2016), 39–49.
Venturini, A., Climate change, risk factors and stock returns: A review of the literature. International Review of Financial Analysis, 79, 2022, 101934.
Vose, R.S., Applequist, S., Squires, M., Durre, I., Menne, M.J., Williams, C.N., et al. Improved historical temperature and precipitation time series for US climate divisions. Journal of Applied Meteorology and Climatology 53:5 (2014), 1232–1251.
Whitmarsh, L., What's in a name? Commonalities and differences in public understanding of “climate change” and “global warming”. Public Understanding of Science 18:4 (2009), 401–420.
Wu, C.-M., Hu, J.-L., Can CSR reduce stock price crash risk? Evidence from China's energy industry. Energy Policy 128 (2019), 505–518.