Climate Change Exposure and the Readability of Narrative Disclosures in Annual Reports
Abstract
:1. Introduction
2. Hypotheses Development
3. Data and Methodology
3.1. Sample Selection
3.2. Methodology
3.2.1. Measuring Narrative Disclosures on Annual Reports ()
3.2.2. Measuring Climate Change Risk
3.2.3. Environmental Sensitivity
3.2.4. Cultures with Strong Quality
3.2.5. Control Variables
4. Results and Discussion
4.1. Summary Statistics
4.2. Empirical Results
5. Alternative Effect of Climate Change Exposure
6. Additional Test and Robustness Checks
6.1. Different Aspects of Climate Change Exposure
6.2. Robustness Checks
7. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Huang, H.H.; Kerstein, J.; Wang, C. The impact of climate risk on firm performance and financing choices: An international comparison. J. Int. Bus. Stud. 2018, 49, 633–656. [Google Scholar] [CrossRef]
- Ozkan, A.; Temiz, H.; Yildiz, Y. Climate risk, corporate social responsibility, and firm performance. Br. J. Manag. 2022, 34, 1791–1810. [Google Scholar] [CrossRef]
- Erdoğdu, A.; Dayi, F.; Yanik, A.; Yildiz, F.; Ganji, F. Innovative solutions for combating climate change: Advancing sustainable energy and consumption practices for a greener future. Sustainability 2025, 17, 2697. [Google Scholar] [CrossRef]
- Henderson, P.R.M.; Reinert, S.A. Climate change in 2018: Implications for business. Harv. Bus. Sch. Backgr. Note 2015, 1, 9-317-032. [Google Scholar]
- Jia, J.; Li, Z. Does external uncertainty matter in corporate sustainability performance? J. Corp. Finance 2020, 65, 101743. [Google Scholar] [CrossRef]
- Zhang, X.; Bao, X. Sustainable transformation: The impact of climate risk perception on corporate operational resilience in China. Sustainability 2025, 17, 3387. [Google Scholar] [CrossRef]
- Dell, M.; Jones, B.F.; Olken, B.A. What do we learn from the weather? The new climate-economy literature. J. Econ. Lit. 2014, 52, 740–798. [Google Scholar] [CrossRef]
- Dell, M.; Jones, B.F.; Olken, B.A. Temperature and income: Reconciling new cross-sectional and panel estimates. Am. Econ. Rev. 2009, 99, 198–204. [Google Scholar] [CrossRef]
- Gallup, J.L.; Sachs, J.D.; Mellinger, A.D. Geography and economic development. Int. Reg. Sci. Rev. 1999, 22, 179–232. [Google Scholar] [CrossRef]
- Javadi, S.; Masum, A.; Aram, M.; Rao, R.P. Climate change and corporate cash holdings: Global evidence. Financ. Manag. 2023, 52, 253–295. [Google Scholar] [CrossRef]
- Hossain, A.; Masum, A.; Saadi, S.; Benkraiem, R.; Das, N. Firm-level climate change risk and CEO equity incentives. Br. J. Manag. 2023, 34, 1387–1419. [Google Scholar] [CrossRef]
- Li, W.; Luo, D.; Cheng, T.Y. Strategy choices in strategic risk-taking: Does climate risk matter? Int. Rev. Financ. Anal. 2025, 97, 103861. [Google Scholar] [CrossRef]
- Zhou, Z.; Wu, K. Does climate risk exposure affect corporate leverage adjustment speed? International evidence. J. Clean. Prod. 2023, 389, 136036. [Google Scholar] [CrossRef]
- Shu, W.; Fan, D. How do firms perceive and react to extreme weather risk in their supply bases? Int. J. Prod. Econ. 2024, 268, 109125. [Google Scholar] [CrossRef]
- Ahmad, M.F.; Aktas, N.; Croci, E. Climate risk and deployment of corporate resources to working capital. Econ. Lett. 2023, 224, 111002. [Google Scholar] [CrossRef]
- Li, F. Annual report readability, current earnings, and earnings persistence. J. Account. Econ. 2008, 45, 221–247. [Google Scholar] [CrossRef]
- Lo, K.; Ramos, F.; Rogo, R. Earnings management and annual report readability. J. Account. Econ. 2017, 63, 1–25. [Google Scholar] [CrossRef]
- Li, F. Textual analysis of corporate disclosures: A survey of the literature. J. Account. Lit. 2010, 29, 143. [Google Scholar]
- Loughran, T.; McDonald, B. Measuring readability in financial disclosures. J. Finance 2014, 69, 1643–1671. [Google Scholar] [CrossRef]
- Hwang, B.H.; Kim, H.H. It pays to write well. J. Financ. Econ. 2017, 124, 373–394. [Google Scholar] [CrossRef]
- Loughran, T.; McDonald, B. Textual analysis in accounting and finance: A survey. J. Account. Res. 2016, 54, 1187–1230. [Google Scholar] [CrossRef]
- Asay, H.S.; Elliott, W.B.; Rennekamp, K. Disclosure readability and the sensitivity of investors’ valuation judgments to outside information. Account. Rev. 2017, 92, 1–25. [Google Scholar] [CrossRef]
- Ertugrul, M.; Lei, J.; Qiu, J.; Wan, C. Annual report readability, tone ambiguity, and the cost of borrowing. J. Financ. Quant. Anal. 2017, 52, 811–836. [Google Scholar] [CrossRef]
- Rjiba, H.; Saadi, S.; Boubaker, S.; Ding, X. Annual report readability and the cost of equity capital. J. Corp. Finance 2021, 67, 101902. [Google Scholar] [CrossRef]
- Bonsall, S.B.; Miller, B.P. The impact of narrative disclosure readability on bond ratings and the cost of debt. Rev. Account. Stud. 2017, 22, 608–643. [Google Scholar] [CrossRef]
- Chen, C.; Hanlon, D.; Khedmati, M.; Wake, J. Annual report readability and equity mispricing. J. Contemp. Account. Econ. 2023, 19, 100368. [Google Scholar] [CrossRef]
- Li, H.Q.; Yang, Y.; Xue, F.W.; Liu, Z.Y. Annual report readability and trade credit financing: Evidence from China. Res. Int. Bus. Finance 2024, 69, 102220. [Google Scholar] [CrossRef]
- Biddle, G.C.; Hilary, G.; Verdi, R.S. How does financial reporting quality relate to investment efficiency? J. Account. Econ. 2009, 48, 112–131. [Google Scholar] [CrossRef]
- Miller, B.P. The effects of reporting complexity on small and large investor trading. Account. Rev. 2010, 85, 2107–2143. [Google Scholar] [CrossRef]
- Kim, C.; Wang, K.; Zhang, L. Readability of 10-K reports and stock price crash risk. Contemp. Account. Res. 2019, 36, 1184–1216. [Google Scholar] [CrossRef]
- Deegan, C. Introduction: The legitimising effect of social and environmental disclosures—A theoretical foundation. Account. Audit. Account. J. 2002, 15, 282–311. [Google Scholar] [CrossRef]
- Gray, R.; Kouhy, R.; Lavers, S. Corporate social and environmental reporting. Account. Audit. Acc. J. 1995, 8, 47–77. [Google Scholar] [CrossRef]
- Luo, L.; Tang, Q. National culture and corporate carbon performance. Aust. J. Manag. 2022, 47, 503–538. [Google Scholar] [CrossRef]
- Bloomfield, R. Discussion of “Annual report readability, current earnings, and earnings persistence”. J. Account. Econ. 2008, 45, 248–252. [Google Scholar] [CrossRef]
- Bloomfield, R.J. The “Incomplete Revelation Hypothesis” and financial reporting. Account. Horiz. 2002, 16, 233–243. [Google Scholar] [CrossRef]
- Bushee, B.J.; Gow, I.D.; Taylor, D.J. Linguistic Complexity in Firm Disclosures: Obfuscation or Information? J. Account. Res. 2018, 56, 85–121. [Google Scholar] [CrossRef]
- Dempsey, S.J.; Harrison, D.M.; Luchtenberg, K.F.; Seiler, M.J. Financial opacity and firm performance: The readability of REIT annual reports. J. Real Estate Finance Econ. 2012, 45, 450–470. [Google Scholar] [CrossRef]
- Feng, F.; Han, L.; Jin, J.; Li, Y. Climate change exposure and bankruptcy risk. Br. J. Manag. 2024, 35, 1843–1866. [Google Scholar] [CrossRef]
- Gostlow, G. Anything goes: Pricing physical climate risk. SSRN 2024, 3501013. [Google Scholar]
- Gostlow, G. The Materiality and Measurement of Physical Climate Risk: Evidence from Form 8-K; Working Paper 107045; London School of Economics and Political Science, LSE Library: London, UK, 2021. [Google Scholar]
- Rahman, D.; Kabir, M.; Ali, M.J.; Oliver, B. Does product market competition influence annual report readability? Account. Bus. Res. 2024, 54, 337–368. [Google Scholar] [CrossRef]
- Panta, H.; Panta, A. Organizational capital and readability of financial reports. Finance Res. Lett. 2023, 55, 103895. [Google Scholar] [CrossRef]
- Oradi, J.; Hesarzadeh, R.; E-Vahdati, S.; Nadeem, M. CEO succession origin and annual reports readability. Br. Account. Rev. 2024, 56, 101384. [Google Scholar] [CrossRef]
- Bansal, P.; Roth, K. Why companies go green: A model of ecological responsiveness. Acad. Manag. J. 2000, 43, 717–736. [Google Scholar] [CrossRef]
- Grossman, S.; Hart, O. Disclosure laws and takeover bids. J. Finance 1980, 35, 323–334. [Google Scholar] [CrossRef]
- Grossman, S.J. The informational role of warranties and private disclosure about product quality. J. Law Econ. 1981, 24, 461–483. [Google Scholar] [CrossRef]
- Verrecchia, R.E. Discretionary disclosure. J. Account. Econ. 1983, 5, 179–194. [Google Scholar] [CrossRef]
- Nguyen, J.H. Tax avoidance and financial statement readability. Eur. Account. Rev. 2021, 30, 1043–1066. [Google Scholar] [CrossRef]
- Emma, G.M.; Jennifer, M.F. Is SDG reporting substantial or symbolic? An examination of controversial and environmentally sensitive industries. J. Clean. Prod. 2021, 298, 126781. [Google Scholar] [CrossRef]
- Yang, A.S.; Yulianto, F.A. Cost of equity and corporate social responsibility for environmental sensitive industries: Evidence from international pharmaceutical and chemical firms. Finance Res. Lett. 2022, 47, 102532. [Google Scholar] [CrossRef]
- Bowen, F.E. Environmental visibility: A trigger of green organizational response? Bus. Strateg. Environ. 2000, 9, 92–107. [Google Scholar] [CrossRef]
- Aqueveque, C.; Rodrigo, P.; Duran, I.J. Be bad but (still) look good: Can controversial industries enhance corporate reputation through CSR initiatives? Bus. Ethics Eur. Rev. 2018, 27, 222–237. [Google Scholar] [CrossRef]
- Bansal, P.; Clelland, I. Talking trash: Legitimacy, impression management, and unsystematic risk in the context of the natural environment. Acad. Manag. J. 2004, 47, 93–103. [Google Scholar] [CrossRef]
- Grougiou, V.; Dedoulis, E.; Leventis, S. Corporate social responsibility reporting and organizational stigma: The case of “Sin” industries. J. Bus. Res. 2016, 69, 905–914. [Google Scholar] [CrossRef]
- Boiral, O.; Heras-Saizarbitoria, I. Managing biodiversity through stakeholder involvement: Why, who, and for what initiatives? J. Bus. Ethics 2017, 140, 403–421. [Google Scholar] [CrossRef]
- Lu, J.; Herremans, I.M. Board gender diversity and environmental performance: An industries perspective. Bus. Strateg. Environ. 2019, 28, 1449–1464. [Google Scholar] [CrossRef]
- Appiagyei, K.; Donkor, A. Integrated reporting quality and sustainability performance: Does firms’ environmental sensitivity matter? J. Account. Emerg. Econ. 2024, 14, 25–47. [Google Scholar] [CrossRef]
- Noh, M. Culture and annual report readability. Int. J. Account. Inf. Manag. 2021, 29, 583–602. [Google Scholar] [CrossRef]
- Li, K.; Mai, F.; Shen, R.; Yan, X. Measuring corporate culture using machine learning. Rev. Financ. Stud. 2021, 34, 3265–3315. [Google Scholar] [CrossRef]
- Sautner, Z.; Van Lent, L.; Vilkov, G.; Zhang, R. Firm-level climate change exposure. J. Finance 2023, 78, 1449–1498. [Google Scholar] [CrossRef]
- Bonsall, S.B.; Leone, A.J.; Miller, B.P.; Rennekamp, K. A plain English measure of financial reporting readability. J. Account. Econ. 2017, 63, 329–357. [Google Scholar] [CrossRef]
- Hasan, M.M. Readability of narrative disclosures in 10-K reports: Does managerial ability matter? Eur. Account. Rev. 2020, 29, 147–168. [Google Scholar] [CrossRef]
- Sautner, Z.; van Lent, L.; Vilkov, G.; Zhang, R. Pricing climate change exposure. Manag. Sci. 2023, in press. [Google Scholar] [CrossRef]
- Almaghrabi, K.S. Climate change exposure and firm performance: Does nanagerial ability matter? Sustainability 2023, 15, 12878. [Google Scholar] [CrossRef]
- Aerts, W.; Cormier, D.; Magnan, M. Intra-industry imitation in corporate environmental reporting: An international perspective. J. Account. Public Policy 2006, 25, 299–331. [Google Scholar] [CrossRef]
- Cho, C.H.; Patten, D.M. The role of environmental disclosures as tools of legitimacy: A research note. Account. Organ Soc. 2007, 32, 639–647. [Google Scholar] [CrossRef]
- Almaghrabi, K.S. Local product market competition and investment home bias. J. Int. Financ. Mark Inst. Money 2023, 88, 1–30. [Google Scholar] [CrossRef]
- Engle, R.F.; Giglio, S.; Kelly, B.; Lee, H.; Stroebel, J. Hedging climate change news. Rev. Financ. Stud. 2020, 33, 1184–1216. [Google Scholar] [CrossRef]
Variable | Definition | Source |
---|---|---|
Readability | The bog index, which captures the readability of annual reports. In the analyses, we multiply the bog index by −1 to generate the readability measure. | Bonsall et al. [61]: https://www.dropbox.com/scl/fo/i9rcv7tnez343op1esvoy/AGfwWau87_mRf36JoKumRX0?rlkey=dqp0hwkcg6h0c0ofdji3wxw1e&e=1&st=o4lei4di&dl=0 (accessed on 15 December 2024) |
Climate Exposure | Firm-level climate change exposure. We multiply this measure by 1000 to make the interpretation straightforward. | Sautner et al. [60]: https://osf.io/fd6jq/files/osfstorage (accessed on 15 December 2024) |
Size | The natural log of total assets. | Compustat |
ROA | Earnings before interest and taxes divided by total assets. | Compustat |
MB | The market-to-book ratio. | Compustat |
Return variability | The standard deviation of returns over the last five years. | Compustat |
Special Items | The ratio of special items to total assets. | Compustat |
No. Bus. Segments | The count of business segments | Compustat segment data |
No. Geo. Segments | The count of geographic segments | Compustat segment data |
Count | sd. | Mean | p10 | p25 | p50 | p75 | p90 | |
---|---|---|---|---|---|---|---|---|
Bog Index | 38,229 | 7.69 | 88.29 | 79.00 | 83.00 | 88.00 | 93.00 | 98.00 |
Climate Exposure | 38,229 | 0.94 | 0.64 | 0.00 | 0.10 | 0.29 | 0.69 | 1.71 |
Size | 38,229 | 1.91 | 6.85 | 4.38 | 5.57 | 6.83 | 8.09 | 9.32 |
ROA | 38,229 | 0.19 | 0.03 | −0.14 | 0.01 | 0.06 | 0.11 | 0.17 |
MB | 38,229 | 1.55 | 1.80 | 0.65 | 0.90 | 1.29 | 2.07 | 3.51 |
Return variability | 38,229 | 0.17 | 0.10 | 0.01 | 0.02 | 0.04 | 0.10 | 0.23 |
Special Items | 38,229 | 0.06 | −0.02 | −0.05 | −0.01 | −0.00 | 0.00 | 0.00 |
No. Bus. Segments | 38,229 | 2.10 | 1.95 | 0.00 | 0.00 | 2.00 | 4.00 | 5.00 |
No. Geo. Segments | 38,229 | 2.42 | 2.58 | 0.00 | 0.00 | 2.00 | 4.00 | 6.00 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
---|---|---|---|---|---|---|---|---|---|
(1) Readability | 1.00 | ||||||||
(2) Climate Exposure | −0.07 *** | 1.00 | |||||||
(3) Size | 0.11 *** | 0.02 ** | 1.00 | ||||||
(4) ROA | −0.19 *** | −0.01 | 0.39 *** | 1.00 | |||||
(5) MB | 0.09 *** | −0.06 *** | −0.17 *** | −0.04 *** | 1.00 | ||||
(6) Return variability | 0.07 *** | −0.02 ** | −0.40 *** | −0.50 *** | 0.19 *** | 1.00 | |||
(7) Special Items | −0.03 *** | 0.01 * | 0.11 *** | 0.17 *** | 0.06 *** | −0.23 *** | 1.00 | ||
(8) No. Bus. Segments | 0.04 *** | 0.13 *** | 0.34 *** | 0.17 *** | −0.20 *** | −0.17 *** | −0.01 | 1.00 | |
(9) No. Geo. Segments | 0.05 *** | 0.15 *** | 0.08 *** | 0.07 *** | 0.03 *** | −0.03 *** | −0.05 *** | 0.17 *** | 1.00 |
(1) | (2) | |
---|---|---|
Climate Exposure | −0.06 * (−1.69) | −0.09 ** (−2.26) |
Size | 0.56 *** (25.40) | |
ROA | −4.70 *** (−19.82) | |
MB | −0.05 ** (−2.16) | |
Return variability | 1.44 *** (5.43) | |
Special Items | −2.30 *** (−3.97) | |
No. Bus. Segments | 0.13 *** (7.76) | |
No. Geo. Segments | −0.03 * (−1.75) | |
Constant | 88.33 *** (2336.88) | 84.39 *** (510.01) |
Year FE | Yes | Yes |
Industry FE | Yes | Yes |
Observations | 38,229 | 38,229 |
Adjusted R2 | 0.411 | 0.432 |
(1) | (2) | |
---|---|---|
High Enviro. Exposure | Low Enviro. Exposure | |
Climate Exposure | −0.23 *** (−3.93) | 0.04 (0.74) |
Size | 0.52 *** (11.40) | 0.56 *** (22.33) |
ROA | −5.28 *** (−14.00) | −3.45 *** (−11.27) |
MB | 0.28 *** (5.85) | −0.20 *** (−7.32) |
Return variability | 0.85 * (1.85) | 1.48 *** (4.70) |
Special Items | −2.43 ** (−2.11) | −2.70 *** (−4.08) |
No. Bus. Segments | −0.01 (−0.17) | 0.18 *** (9.75) |
No. Geo. Segments | −0.17 *** (−6.01) | 0.07 *** (3.80) |
Constant | 86.54 *** (256.84) | 83.60 *** (443.07) |
Year FE | Yes | Yes |
Industry FE | Yes | Yes |
Observations | 10,193 | 28,036 |
Adjusted R2 | 0.428 | 0.426 |
(1) | (2) | |
---|---|---|
High-quality culture | Low-quality culture | |
Climate Exposure | 0.06 (1.09) | −0.14 ** (−2.42) |
Size | 0.68 *** (18.46) | 0.40 *** (12.91) |
ROA | −3.73 *** (−9.70) | −5.81 *** (−16.88) |
MB | −0.18 *** (−4.65) | 0.03 (1.00) |
Return variability | 1.48 *** (3.63) | 1.28 *** (2.96) |
Special Items | −2.69 *** (−2.97) | −2.65 *** (−3.08) |
No. Bus. Segments | 0.11 *** (4.17) | 0.14 *** (6.14) |
No. Geo. Segments | 0.03 (1.18) | −0.06 *** (−2.85) |
Constant | 83.76 *** (310.84) | 85.16 *** (359.29) |
Year FE | Yes | Yes |
Industry FE | Yes | Yes |
Observations | 13,547 | 19,772 |
Adjusted R2 | 0.362 | 0.473 |
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Full sample | High Enviro. Exposure | Low Enviro. Exposure | High-quality culture | Low-quality culture | |
Climate Exposure | −2.23 *** (−2.88) | −1.44 ** (2.38) | −5.43 (−1.56) | 6.90 (1.56) | −9.77 ** (−2.43) |
Size | 0.11 *** (73.72) | 0.11 *** (35.45) | 0.11 *** (64.58) | 0.12 *** (48.30) | 0.10 *** (46.32) |
ROA | −0.42 *** (−29.30) | −0.38 *** (−17.20) | −0.45 *** (−22.92) | −0.44 *** (−18.86) | −0.40 *** (−19.17) |
MB | −0.00 ** (−2.19) | −0.01 ** (−2.25) | −0.00 (−0.82) | −0.00 (−0.13) | −0.00 ** (−2.04) |
Return variability | 0.23 *** (15.27) | 0.21 *** (9.38) | 0.24 *** (11.61) | 0.23 *** (9.00) | 0.25 *** (10.74) |
Special Items | −0.35 *** (−8.71) | −0.42 *** (−5.78) | −0.32 *** (−6.68) | −0.35 *** (−5.23) | −0.42 *** (−7.52) |
No. Bus. Segments | 0.01 *** (6.07) | 0.00 (0.36) | 0.01 *** (7.03) | 0.01 *** (4.89) | 0.01 *** (4.41) |
No. Geo. Segments | 0.00 ** (2.22) | −0.00 (−1.01) | 0.00 *** (3.76) | 0.00 (0.97) | 0.00 * (1.81) |
Constant | 10.09 *** (938.63) | 10.16 *** (474.46) | 10.06 *** (806.99) | 10.00 *** (588.89) | 10.17 *** (637.57) |
Year FE | Yes | Yes | Yes | Yes | Yes |
Industry FE | Yes | Yes | Yes | Yes | Yes |
Observations | 36,985 | 9869 | 27,116 | 13,160 | 19,115 |
Adjusted R2 | 0.273 | 0.263 | 0.275 | 0.279 | 0.262 |
(1) | (2) | (3) | |
---|---|---|---|
Opport. Exposure | −0.21 * (−1.74) | ||
Regulatory Exposure | −1.10 * (−1.78) | ||
Physical Exposure | −5.29 *** (−3.04) | ||
Size | 0.56 *** (25.45) | 0.56 *** (25.54) | 0.56 *** (25.53) |
ROA | −4.70 *** (−19.82) | −4.69 *** (−19.79) | −4.70 *** (−19.81) |
MB | −0.05 ** (−2.14) | −0.05 ** (−2.14) | −0.05 ** (−2.10) |
Return variability | 1.44 *** (5.43) | 1.44 *** (5.45) | 1.44 *** (5.42) |
Special Items | −2.31 *** (−4.00) | −2.32 *** (−4.01) | −2.30 *** (−3.98) |
No. Bus. Segments | 0.13 *** (7.69) | 0.12 *** (7.65) | 0.12 *** (7.66) |
No. Geo. Segments | −0.03 * (−1.78) | −0.03 * (−1.83) | −0.03 * (−1.90) |
Constant | 84.36 *** (513.33) | 84.34 *** (515.88) | 84.35 *** (515.99) |
Year FE | Yes | Yes | Yes |
Industry FE | Yes | Yes | Yes |
Observations | 38,229 | 38,229 | 38,229 |
Adjusted R2 | 0.432 | 0.432 | 0.432 |
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Full sample | High Enviro. Exposure | Low Enviro. Exposure | High-quality culture | Low-quality culture | |
Panel A: Time series changes in public consideration of climate risk | |||||
Climate Exposure | −0.08 ** (−2.20) | −0.23 *** (−3.89) | 0.05 (1.08) | 0.07 (1.19) | −0.15 ** (−2.36) |
Panel B: Additional firm-level variables | |||||
Climate Exposure | −0.09 ** (−2.31) | −0.23 *** (−4.07) | 0.04 (0.82) | 0.08 (1.46) | −0.14 *** (−2.74) |
Panel C: Excluding years of high uncertainty | |||||
Climate Exposure | −0.08 * (−1.86) | −0.22 *** (−3.40) | 0.04 (0.69) | 0.09 (1.55) | −0.14 ** (−2.10) |
Panel D: State fixed effects | |||||
Climate Exposure | −0.07 ** (−2.19) | −0.22 *** (−2.60) | 0.07 (1.44) | 0.13 (1.19) | −0.11 ** (−2.12) |
Panel E: Adding financial firms | |||||
Climate Exposure | −0.08 ** (−2.07) | −0.23 *** (−3.93) | 0.05 (0.96) | 0.06 (1.12) | −0.15 ** (−2.33) |
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Almaghrabi, K.S. Climate Change Exposure and the Readability of Narrative Disclosures in Annual Reports. Sustainability 2025, 17, 5175. https://doi.org/10.3390/su17115175
Almaghrabi KS. Climate Change Exposure and the Readability of Narrative Disclosures in Annual Reports. Sustainability. 2025; 17(11):5175. https://doi.org/10.3390/su17115175
Chicago/Turabian StyleAlmaghrabi, Khadija S. 2025. "Climate Change Exposure and the Readability of Narrative Disclosures in Annual Reports" Sustainability 17, no. 11: 5175. https://doi.org/10.3390/su17115175
APA StyleAlmaghrabi, K. S. (2025). Climate Change Exposure and the Readability of Narrative Disclosures in Annual Reports. Sustainability, 17(11), 5175. https://doi.org/10.3390/su17115175