Temperature Sensitivity, Mispricing, and Predictable Returns

References

• Addoum JM, Ng DT, Ortiz-Bobea A (2020) Temperature shocks and establishment sales. Rev. Financial Stud. 33(3):1331–1366.Crossref, Google Scholar
• Addoum JM, Ng DT, Ortiz-Bobea A (2023) Temperature shocks and industry earnings news. J. Financial Econom. 150(1):1–45.Crossref, Google Scholar
• Addoum JM, Eichholtz P, Steiner E, Yönder E (2024) Climate change and commercial real estate: Evidence from Hurricane Sandy. Real Estate Econom. 52(3):687–713.Crossref, Google Scholar
• Albuquerque R, Koskinen Y, Zhang C (2019) Corporate social responsibility and firm risk: Theory and empirical evidence. Management Sci. 65(10):4451–4469.Link, Google Scholar
• Alok S, Kumar N, Wermers R (2020) Do fund managers misestimate climatic disaster risk. Rev. Financial Stud. 33(3):1146–1183.Crossref, Google Scholar
• Aswani J, Raghunandan A, Rajgopal S (2024) Are carbon emissions associated with stock returns? Rev. Finance 28(1):75–106.Crossref, Google Scholar
• Baker M, Wurgler J (2006) Investor sentiment and the cross-section of stock returns. J. Finance 61(4):1645–1680.Crossref, Google Scholar
• Baker SR, Bloom N, Davis SJ (2016) Measuring economic policy uncertainty. Quart. J. Econom. 131(4):1593–1636.Crossref, Google Scholar
• Bansal R, Kiku D, Ochoa M (2020) Climate change and growth risks. NBER Working Paper No. 23009, National Bureau of Economic Research, Cambridge, MA.Google Scholar
• Berg F, Koelbel JF, Rigobon R (2022) Aggregate confusion: The divergence of ESG ratings. Rev. Finance 26(6):1315–1344.Crossref, Google Scholar
• Bernhardt D, Campello M, Kutsoati E (2006) Who herds? J. Financial Econom. 80(3):657–675.Crossref, Google Scholar
• Bernile G, Kumar A, Sulaeman J (2015) Home away from home: Geography of information and local investors. Rev. Financial Stud. 28(7):2009–2049.Crossref, Google Scholar
• Bolton P, Kacperczyk M (2021) Do investors care about carbon risk? J. Financial Econom. 142(2):517–549.Crossref, Google Scholar
• Bolton P, Kacperczyk M (2023) Global pricing of carbon-transition risk. J. Finance 78(6):3677–3754.Crossref, Google Scholar
• Campbell JY, Hilscher J, Szilagyi J (2008) In search of distress risk. J. Finance 63(6):2899–2939.Crossref, Google Scholar
• Cen L, Hilary G, Wei KJ (2013) The role of anchoring bias in the equity market: Evidence from analysts’ earnings forecasts and stock returns. J. Financial Quant. Anal. 48(1):47–76.Crossref, Google Scholar
• Chen Q, Jiang W (2006) Analysts’ weighting of private and public information. Rev. Financial Stud. 19(1):319–355.Crossref, Google Scholar
• Choi D, Gao Z, Jiang W (2020) Attention to global warming. Rev. Financial Stud. 33(3):1112–1145.Crossref, Google Scholar
• Clement MB (1999) Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter? J. Accounting Econom. 27(3):285–303.Crossref, Google Scholar
• Clement MB, Tse SY (2005) Financial analyst characteristics and herding behavior in forecasting. J. Finance 60(1):307–341.Crossref, Google Scholar
• Colacito R, Hoffmann B, Phan T (2019) Temperature and growth: A panel analysis of the United States. J. Money Credit Banking 51(2–3):313–368.Crossref, Google Scholar
• Cooper MJ, Gulen H, Schill MJ (2008) Asset growth and the cross-section of stock returns. J. Finance 63(4):1609–1651.Crossref, Google Scholar
• Coval JD, Shumway T (2001) Expected option returns. J. Finance 56(3):983–1009.Crossref, Google Scholar
• Daniel K, Titman S (2006) Market reactions to tangible and intangible information. J. Finance 61(4):1605–1643.Crossref, Google Scholar
• Daniel K, Litterman RB, Wagner G (2016) Applying asset pricing theory to calibrate the price of climate risk. NBER Working Paper No. 22795, National Bureau of Economic Research, Cambridge, MA.Google Scholar
• Delis MD, DeGreiff, Ongena S (2024) Being stranded with fossil fuel reserves? Climate policy risk and the pricing of bank loans. Financial Markets Institutions Instruments 33(3):239–265. Google Scholar
• Derrien F, Krueger P, Landier A, Yao T (2025) ESG news, future cash flows, and firm value. J. Finance. Forthcoming. Crossref, Google Scholar
• Easton PD, Sommers GA (2007) Effect of analysts’ optimism on estimates of the expected rate of return implied by earnings forecasts. J. Accounting Res. 45(5):983–1015.Crossref, Google Scholar
• Engle RF, Giglio S, Kelly B, Lee H, Stroebel J (2020) Hedging climate change news. Rev. Financial Stud. 33(3):1184–1216.Crossref, Google Scholar
• Fama EF, French KR (1992) The cross-section of expected stock returns. J. Finance 47(2):427–465.Crossref, Google Scholar
• Fama EF, French KR (1997) Industry costs of equity. J. Financial Econom. 43(2):153–193.Crossref, Google Scholar
• Fama EF, French KR (2006) Profitability, investment and average returns. J. Financial Econom. 82(3):491–518.Crossref, Google Scholar
• Fama EF, MacBeth JD (1973) Risk, return, and equilibrium: Empirical tests. J. Political Econom. 81(3):607–636.Crossref, Google Scholar
• Fisher AC, Hanemann WM, Roberts MJ, Schlenker W (2012) The economic impacts of climate change: Evidence from agricultural output and random fluctuations in weather: Comment. Amer. Econom. Rev. 102(7):3749–3760.Crossref, Google Scholar
• Fuller WA (2009) Measurement Error Models (John Wiley & Sons, New York).Google Scholar
• Garcia D, Norli Ø (2012) Geographic dispersion and stock returns. J. Financial Econom. 106(3):547–565.Crossref, Google Scholar
• Gibson R, Krueger P, Mitali SF (2021) The sustainability footprint of institutional investors: ESG driven price pressure and performance. Working paper, European Corporate Governance Institute, Brussels, Belgium.Google Scholar
• Giglio S, Kelly B, Stroebel J (2021a) Climate finance. Annual Rev. Financial Econom. 13:15–36.Crossref, Google Scholar
• Giglio S, Maggiori M, Rao K, Stroebel J, Weber A (2021b) Climate change and long-run discount rates: Evidence from real estate. Rev. Financial Stud. 34(8):3527–3571.Crossref, Google Scholar
• Hilary G, Hsu C (2013) Analyst forecast consistency. J. Finance 68(1):271–297.Crossref, Google Scholar
• Hirshleifer D, Hou K, Teoh SH, Zhang Y (2004) Do investors overvalue firms with bloated balance sheets? J. Accounting Econom. 38:297–331.Crossref, Google Scholar
• Hoepner AG, Oikonomou I, Sautner Z, Starks LT, Zhou X (2024) ESG shareholder engagement and downside risk. Rev. Finance 28(2):483–510. Google Scholar
• Hong H, Li FW, Xu J (2019) Climate risks and market efficiency. J. Econometrics 208(1):265–281.Crossref, Google Scholar
• Hou K, Van Dijk MA, Zhang Y (2012) The implied cost of capital: A new approach. J. Accounting Econom. 53(3):504–526.Crossref, Google Scholar
• Hsu P-H, Li K, Tsou C-Y (2023) The pollution premium. J. Finance 78(3):1343–1392.Crossref, Google Scholar
• Ilhan E, Sautner Z, Vilkov G (2021) Carbon tail risk. Rev. Financial Stud. 34(3):1540–1571.Crossref, Google Scholar
• Jackson AR (2005) Trade generation, reputation, and sell-side analysts. J. Finance 60(2):673–717.Crossref, Google Scholar
• Jannati S, Kumar A, Niessen-Ruenzi A, Wolfers J (2025) In-group bias in financial markets. Management Sci., ePub ahead of print April 28, https://doi.org/10.1287/mnsc.2023.01467.Google Scholar
• Jegadeesh N, Titman S (1993) Returns to buying winners and selling losers: Implications for stock market efficiency. J. Finance 48(1):65–91.Crossref, Google Scholar
• Jegadeesh N, Kim J, Krische SD, Lee CMC (2004) Analyzing the analysts: When do recommendations add value? J. Finance 59(3):1083–1124.Crossref, Google Scholar
• Jiang D, Kumar A, Law KK (2016) Political contributions and analyst behavior. Rev. Accounting Stud. 21:37–88.Crossref, Google Scholar
• Korniotis GM, Kumar A (2013) State-level business cycles and local return predictability. J. Finance 68(3):1037–1096.Crossref, Google Scholar
• Krueger P, Sautner Z, Starks LT (2020) The importance of climate risks for institutional investors. Rev. Financial Stud. 33(3):1067–1111.Crossref, Google Scholar
• Kruttli MS, Tran BR, Watugala SW (2025) Pricing Poseidon: Extreme weather uncertainty and firm return dynamics. J. Finance 80(2):783–832.Crossref, Google Scholar
• Kumar A, Motahari M, Taffler R (2023) Skewness preference and market anomalies. Management Sci. 70(7):4328–4356.Link, Google Scholar
• Lee CMC, So EC, Wang CCY (2021) Evaluating firm-level expected-return proxies: Implications for estimating treatment effects. Rev. Financial Stud. 34(4):1907–1951.Crossref, Google Scholar
• Lettau M, Ludvigson S (2001) Consumption, aggregate wealth, and expected stock returns. J. Finance 21:815–849. Crossref, Google Scholar
• Lim T (2001) Rationality and analysts’ forecast bias. J. Finance 56(1):369–385.Crossref, Google Scholar
• Litterman R, Anderson CE, Bullard N, Caldecott B, Cheung ML, Colas JT, Coviello R, et al. (2020) Managing climate risk in the U.S. financial system. Report, U.S. Commodity Futures Trading Commission, Washington, DC.Google Scholar
• Loughran T, Ritter JR (1995) The new issues puzzle. J. Finance 50(1):23–51.Crossref, Google Scholar
• Malloy CJ (2005) The geography of equity analysis. J. Finance 60(2):719–755.Crossref, Google Scholar
• Malmendier U, Shanthikumar D (2014) Do security analysts speak in two tongues? Rev. Financial Stud. 27(5):1287–1322.Crossref, Google Scholar
• Newey WK, West KD (1987) A simple, positive semi-definite heteroskedasticity and auto-correlation consistent variance-covariance matrix. Econometrica 55(3):703–708.Crossref, Google Scholar
• Novy-Marx R (2013) The other side of value: The gross profitability premium. J. Financial Econom. 108(1):1–28.Crossref, Google Scholar
• Ohlson JA (1980) Financial ratios and the probabilistic prediction of bankruptcy. J. Accounting Res. 18(1):109–131.Crossref, Google Scholar
• Ohlson JA, Juettner-Nauroth BE (2005) Expected EPS and EPS growth as determinants of value. Rev. Accounting Stud. 10:349–365.Crossref, Google Scholar
• Pankratz N, Bauer R, Derwall J (2023) Climate change, firm performance, and investor surprises. Management Sci. 69(12):7352–7398.Link, Google Scholar
• Pástor L, Stambaugh RF, Taylor LA (2022) Dissecting green returns. J. Financial Econom. 146(2):403–424.Crossref, Google Scholar
• Richardson S, Teoh SH, Wysocki PD (2004) The walk-down to beatable analyst forecasts: The role of equity issuance and insider trading incentives. Contemporary Accounting Res. 21(4):885–924.Crossref, Google Scholar
• Ritter JR (1991) The long-run performance of initial public offerings. J. Finance 46(1):3–27.Crossref, Google Scholar
• Roth Tran B (2023) Sellin’ in the rain: Weather, climate, and retail sales. Management Sci. 69(12):7423–7447.Link, Google Scholar
• Sautner Z, Van Lent L, Vilkov G, Zhang R (2023) Firm-level climate change exposure. J. Finance 78(3):1449–1498.Crossref, Google Scholar
• Schlenker W, Roberts MJ (2009) Nonlinear temperature effects indicate severe damages to US crop yields under climate change. Proc. Natl. Acad. Sci. USA 106(37):15594–15598.Crossref, Google Scholar
• Sloan RG (1996) Do stock prices fully reflect information in accruals and cash flows about future earnings? Accounting Rev. 71(3):289–315.Google Scholar
• Spamann H, Wilkinson C (2019) Historic state-of-incorporation data 1994–2019 (data and EDGAR scraping R script), https://doi.org/10.7910/DVN/KBPZ5V, Harvard Dataverse, V1, UNF:6:wfWPXr5oC3GNn7mCH46KMQ==.Google Scholar
• Stambaugh RF, Yu J, Yuan Y (2012) The short of it: Investor sentiment and anomalies. J. Financial Econom. 104(2):288–302.Crossref, Google Scholar
• Stambaugh RF, Yu J, Yuan Y (2015) Arbitrage asymmetry and the idiosyncratic volatility puzzle. J. Finance 70(5):1903–1948.Crossref, Google Scholar
• Titman S, Wei KJ, Xie F (2004) Capital investments and stock returns. J. Financial Quant. Anal. 39(4):677–700.Crossref, Google Scholar
• Zhang S (2025) Carbon returns across the globe. J. Finance 80(1):615–645.Crossref, Google Scholar
• Zhang P, Deschenes O, Meng K, Zhang J (2018) Temperature effects on productivity and factor reallocation: Evidence from a half million Chinese manufacturing plants. J. Environ. Econom. Management 88:1–17.Crossref, Google Scholar