Climate Change Effects and Stock Market Returns

Authors

  • Rabia Luqman Berlin school of business and Innovation, Germany / COMSATS university Islamabad, Vehari campus
  • Karim Farag Berlin school of business and innovation, Germany
  • Maria Shams khakwani Assistant Professor, The women university Multan, Pakistan
  • Saadia Irshad Professor, Institute of Management Sciences, The Women University Multan, Pakistan

DOI:

https://doi.org/10.47067/ramss.v7i1.358

Keywords:

Climate Change, Stock Returns, Climate Risk, Financial Risks, Financial Stability

Abstract

To capture climate change risk at the business level, use records of performance briefings from different enterprises. This examination discovers that chances of worst climate change, the negative impact of business environment risk on market stock returns. Study also conducts a broad assessment of the empirical and theoretical literature on the influence of climate change related risks on financial market. The main aim of this analysis is to enhance our knowledge of the estimation significances of climate change risk in financial markets. It is initiated by discussing the theoretical connections between market asset pricing and climate change related risks, and then propose a hypothesis of how climate change risk drivers convey costs to enterprises and cause stock returns variations. It studies the historical climate change related events, which indicate that both climate physical effects and transition dynamics can cause a stock return volatility. Finally, the results imply that disclosures of climate change related information can support the stock market in more efficiently as pricing climate risk.

References

Abeysekara, W. C. S. M., Siriwardana, M., & Meng, S. (2023). Economic consequences of climate change impacts on the agricultural sector of South Asia: A case study of Sri Lanka. Economic Analysis and Policy, 77, 435-450. https://doi.org/10.1016/j.eap.2022.12.003

Acharya, V. V., Berner, R., Engle III, R. F., Jung, H., Stroebel, J., Zeng, X., & Zhao, Y. (2023). Climate Stress Testing (No. w31097). National Bureau of Economic Research. chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://www.nber.org/system/files/working_papers/w31097/w31097.pdf

Ai, L. (2023). Essays on the Impacts of Climate Risk on Corporations (Doctoral dissertation, University of Massachusetts Boston). https://www.proquest.com/openview/ae8ef3e26276e278bfefdf9fd7d85f5e/1?pq-origsite=gscholar&cbl=18750&diss=y

Antoniuk, Y., & Leirvik, T. (2021). Climate change events and stock market returns. Journal of Sustainable Finance & Investment, 1-26. https://doi.org/10.1080/20430795.2021.1929804

Bai, L., Wei, Y., Zhang, J., Wang, Y., & Lucey, B. M. (2023). Diversification effects of China's carbon neutral bond on renewable energy stock markets: A minimum connectedness portfolio approach. Energy Economics, 123, 106727. https://doi.org/10.1016/j.eneco.2023.106727

Bennett, D., Mekelburg, E., & Williams, T. H. (2023). BeFi meets DeFi: A behavioral finance approach to decentralized finance asset pricing. Research in International Business and Finance, 65, 101939. https://doi.org/10.1016/j.ribaf.2023.101939

Birindelli, Giuliana, and Helen Chiappini. 2021. “Climate Change Policies: Good News Or Bad News for Firms in the European Union?.” Corporate Social Responsibility and Environmental Management 28 (2): 831–848. https://doi.org/10.1002/csr.2093

Bouguerra, A., Hughes, M., Cakir, M. S., & Tatoglu, E. (2023). Linking entrepreneurial orientation to environmental collaboration: a stakeholder theory and evidence from multinational companies in an emerging market. British journal of management, 34(1), 487-511. https://doi.org/10.1111/1467-8551.12590

Boungou, W., & Urom, C. (2023). Climate change-related risks and bank stock returns. Economics Letters, 224, 111011. https://doi.org/10.1016/j.econlet.2023.111011

Briere, M., & Ramelli, S. (2022). Green sentiment, stock returns, and corporate behavior. Available at SSRN 3850923

Brouty, X., & Garcin, M. (2023). A statistical test of market efficiency based on information theory. Quantitative finance, 23(6), 1003-1018. https://doi.org/10.1080/14697688.2023.2211108

Carè, R., & Weber, O. (2023). How much finance is in climate finance? A bibliometric review, critiques, and future research directions. Research in International Business and Finance, 101886. https://doi.org/10.1016/j.ribaf.2023.101886

Castillo, C. (2023). Is there a theory of supply chain resilience? A bibliometric analysis of the literature. International Journal of Operations & Production Management, 43(1), 22-47. https://www.emerald.com/insight/content/doi/10.1108/IJOPM-02-2022-0136/full/html

Cevik, S., & Miryugin, F. (2023). Rogue Waves: Climate change and firm performance. Comparative Economic Studies, 65(1), 29-59. https://www.elibrary.imf.org/view/journals/001/2022/102/article-A001-en.xml

Chen, Z., Zhang, L., & Weng, C. (2023). Does climate policy uncertainty affect Chinese stock market volatility?. International Review of Economics & Finance, 84, 369-381. https://doi.org/10.1016/j.iref.2022.11.030

Collier, S. J., Elliott, R., & Lehtonen, T. K. (2021). Climate change and insurance. Economy and Society, 50(2), 158-172. https://doi.org/10.1080/03085147.2021.1903771

Daumas, L. (2023). Financial stability, stranded assets and the low?carbon transition–A critical review of the theoretical and applied literatures. Journal of Economic Surveys. https://onlinelibrary.wiley.com/doi/pdf/10.1111/joes.12551

Dewi, N. R., & Natsir, U. D. (2023). Application Of The Capital Asset Pricing Model (CAPM) Method In Determining Efficient Stock Group (Study On IDX30 And Business Index-27 In Indonesia Stock Exchange). Journal of Economics, Education, Business and Managements, 223-241. http://pemudin.com/index.php/JEEBM/article/view/18

Dutta, A., Bouri, E., Rothovius, T., & Uddin, G. S. (2023). Climate risk and green investments: New evidence. Energy, 265, 126376. https://doi.org/10.1016/j.energy.2022.126376

El Ghoul, S., Guedhami, O., Mansi, S. A., & Sy, O. (2023). Event studies in international finance research. Journal of International Business Studies, 54(2), 344-364. https://link.springer.com/article/10.1057/s41267-022-00534-6

Fan, Y., Wei, Y., Xu, L., Chen, X., & Liang, X. (2023). The special issue:“Financial innovation for Emission Trading Scheme”. Financial Innovation, 9(1), 58. https://link.springer.com/article/10.1186/s40854-023-00463-9

Fang, Z. (2023). Assessing the impact of renewable energy investment, green technology innovation, and industrialization on sustainable development: A case study of China. Renewable Energy, 205, 772-782. https://doi.org/10.1016/j.renene.2023.01.014

Hansen, James, Larissa Nazarenko, Reto Ruedy, Makiko Sato, Josh Willis, Anthony Del Genio, andDorothy Koch, et al.. 2005. “Earth’s Energy Imbalance: Confirmation and Implications.” Science 308 (November): 1431–1435. https://doi.org/10.1126/science.1110252

He, B., Ma, X., Nasir Malik, M., Shinwari, R., Wang, Y., Qing, L., ... & Ageli, M. M. (2023). Sustainable economic performance and transition towards cleaner energy to mitigate climate change risk: evidence from top emerging economies. Economic Research-Ekonomska Istraživanja, 36(3), 2154240. https://doi.org/10.1080/1331677X.2022.2154240

He, X., & Shi, J. (2023). The effect of air pollution on Chinese green bond market: The mediation role of public concern. Journal of Environmental Management, 325, 116522. https://doi.org/10.1016/j.jenvman.2022.116522

He, Xubiao, and Yi Liu. 2018. “The Public Environmental Awareness and the Air Pollution Effect in Chinese Stock Market.” Journal of Cleaner Production 185: 446–454. https://doi.org/10.1016/j.jclepro.2018.02.294

Kleindorfer, P. R., & Saad, G. H. (2005). Managing disruption risks in supply chains. Production and operations management, 14(1), 53-68. https://doi.org/10.1111/j.1937-5956.2005.tb00009.x

Lee, C. C., Lee, C. C., & Wu, Y. (2023). The impact of COVID?19 pandemic on hospitality stock returns in China. International Journal of Finance & Economics, 28(2), 1787-1800. https://doi.org/10.1002/ijfe.2508

Maranzano, P., & Pelagatti, M. (2023). Spatiotemporal Event Studies for Environmental Data Under Cross-Sectional Dependence: An Application to Air Quality Assessment in Lombardy. Journal of Agricultural, Biological and Environmental Statistics, 1-22. https://link.springer.com/article/10.1007/s13253-023-00564-z

Mun, S. G., & Park, S. (2023). Effects of abnormal weather conditions on the performance of hotel firms. Journal of Hospitality & Tourism Research, 47(7), 1299-1324. https://doi.org/10.1177/10963480211070211

Nguyen, Q. L., Nguyen, M. H., La, V. P., Bhatti, I., & Vuong, Q. H. (2023). Enterprise's Strategies to Improve Financial Capital under Climate Change Scenario–Evidence of the Leading Country. Available at SSRN 4351342. https://dx.doi.org/10.2139/ssrn.4351342

Pankratz, N., Bauer, R., & Derwall, J. (2023). Climate change, firm performance, and investor surprises. Management Science. https://pubsonline.informs.org/doi/abs/10.1287/mnsc.2023.4685

Pham Thuy, T. (2023). The applicability of the Capital Asset Pricing Model (CAPM) in the Japanese stock market: an empirical test of the capital asset pricing model on the Tokyo stock exchange over the period of 2012-2022. http://urn.fi/URN:NBN:fi:aalto-202305213216

Pham, Huy, Van Nguyen, Vikash Ramiah, Kashif Saleem, and Nisreen Moosa. 2019. “The Effects of the Paris Climate Agreement on Stock Markets: Evidence From the German Stock Market.” Applied Economics 51 (57): 6068–6075. https://doi.org/10.1080/00036846.2019.1645284

Phillips, Peter C. B., Thomas Leirvik, and Trude Storelvmo. 2020. “Econometric Estimates of Earth’s Transient Climate Sensitivity.” Journal of Econometrics 214 (1): 6–32. https://doi.org/10.1016/j.jeconom.2019.05.002

Qing, L., Chun, D., Dagestani, A. A., & Li, P. (2022). Does proactive green technology innovation improve financial performance? Evidence from listed companies with semiconductor concepts stock in China. Sustainability, 14(8), 4600. https://doi.org/10.3390/su14084600

Rehman Khan, S. A., Yu, Z., Ridwan, I. L., Irshad, R., Ponce, P., & Tanveer, M. (2023). Energy efficiency, carbon neutrality and technological innovation: a strategic move towards green economy. Economic research-Ekonomska istraživanja, 36(2). chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://hrcak.srce.hr/file/442763

Sandberg, H., Alnoor, A., & Tiberius, V. (2023). Environmental, social, and governance ratings and financial performance: Evidence from the European food industry. Business Strategy and the Environment, 32(4), 2471-2489. https://onlinelibrary.wiley.com/doi/full/10.1002/bse.3259

Santi, C. (2023). Investor climate sentiment and financial markets. International Review of Financial Analysis, 86, 102490. https://doi.org/10.1016/j.irfa.2023.102490

Sargani, G. R., Jiang, Y., Chandio, A. A., Shen, Y., Ding, Z., & Ali, A. (2023). Impacts of livelihood assets on adaptation strategies in response to climate change: Evidence from Pakistan. Environment, Development and Sustainability, 25(7), 6117-6140. https://link.springer.com/article/10.1007/s10668-022-02296-5

Saura, J. R., Ribeiro-Navarrete, S., Palacios-Marqués, D., & Mardani, A. (2023). Impact of extreme weather in production economics: Extracting evidence from user-generated content. International Journal of Production Economics, 260, 108861. https://doi.org/10.1016/j.ijpe.2023.108861

Schuh, F., & Jaeckle, T. (2023). Impact of hurricanes on US insurance stocks. Risk Management and Insurance Review, 26(1), 5-34. https://onlinelibrary.wiley.com/doi/abs/10.1111/rmir.12230

Semieniuk, G., Campiglio, E., Mercure, J. F., Volz, U., & Edwards, N. R. (2021). Low?carbon transition risks for finance. Wiley Interdisciplinary Reviews: Climate Change, 12(1), e678. https://wires.onlinelibrary.wiley.com/doi/full/10.1002/wcc.678

Shen, J. (2023). Countercyclical Risks, Consumption, and Portfolio Choice: Theory and Evidence. Management Science. https://doi.org/10.1287/mnsc.2023.4837

Skipworth, H. D., Bastl, M., Cerruti, C., & Mena, C. (2023). Supply networks for extreme uncertainty: a resource orchestration perspective. International Journal of Operations & Production Management, 43(5), 677-711. https://www.emerald.com/insight/content/doi/10.1108/IJOPM-05-2022-0314/full/html

Song, G., Xia, Z., Wang, K. H., & Manta, O. (2023). Is there relationship between air quality and China’s stock market? Evidence from industrial heterogeneity. Economic research-Ekonomska istraživanja, 36(1), 2320-2340. https://doi.org/10.1080/1331677X.2022.2097107

Storelvmo, Trude, Thomas Leirvik, Ulrike Lohmann, Peter C. B. Phillips, and Martin Wild. 2016. “Disentangling Greenhouse Warming and Aerosol Cooling to Reveal Earth’s Climate Sensitivity.” Nature Geoscience 9 (4): 286–289. https://doi.org/10.1038/ngeo2670

Toumi, A., Najaf, K., Dhiaf, M. M., Li, N. S., & Kanagasabapathy, S. (2023). The role of Fintech firms’ sustainability during the COVID-19 period. Environmental Science and Pollution Research, 30(20), 58855-58865. https://doi.org/10.1016/j.jclimf.2023.100010

Venturini, A. (2022). Climate change, risk factors and stock returns: A review of the literature. International Review of Financial Analysis, 79, 101934. https://doi.org/10.1016/j.irfa.2021.101934

Viviani, J. L., Komura, A., & Suzuki, K. (2023). Integrating dynamic segmentation and portfolio theories for better customer portfolio performance. Journal of Strategic Marketing, 31(1), 140-153. https://doi.org/10.1080/0965254X.2021.1881148

Wang, G., Xiong, Y., Cheng, Y., & Lam, H. K. (2023). The spillover effects of supply chain corruption practices on stock returns. International Journal of Operations & Production Management. https://www.emerald.com/insight/content/doi/10.1108/IJOPM-11-2022-0760/full/html

Wardekker, A. (2023). Framing ‘resilient cities’: System versus community focused interpretations of urban climate resilience. In Urban Resilience: Methodologies, Tools and Evaluation: Theory and Practice (pp. 17-30). Cham: Springer International Publishing. https://ecoinsee.org/journal/ojs/index.php/ees/article/view/1045

Xiang, F., Chang, T., & Jiang, S. J. (2023). Economic and climate policy uncertainty, geopolitical risk and life insurance premiums in China: A quantile ARDL approach. Finance Research Letters, 57, 104211. https://doi.org/10.1016/j.frl.2023.104211

Xiong, Y., Lam, H. K., Hu, Q., Yee, R. W., & Blome, C. (2021). The financial impacts of environmental violations on supply chains: Evidence from an emerging market. Transportation Research Part E: Logistics and Transportation Review, 151, 102345. https://doi.org/10.1016/j.tre.2021.102345

Yu, C., Long, H., Zhang, X., Tan, Y., Zhou, Y., Zang, C., & Tu, C. (2023). The interaction effect between public environmental concern and air pollution: Evidence from China. Journal of Cleaner Production, 391, 136231. https://doi.org/10.1016/j.jclepro.2023.136231

Abbas, A., Ekowati, D., Suhariadi, F., & Fenitra, R. M. (2023). Health implications, leaders societies, and climate change: a global review. Ecological footprints of climate change: Adaptive approaches and sustainability, 653-675. https://doi.org/10.1007/978-3-031-15501-7_26

Azam, M., Hunjra, A. I., & Taskin, D. (2023). Macroeconomic-Financial Policies and Climate Change Nexus: Theory & Practices. In Crises and Uncertainty in the Economy (pp. 51-69). Singapore: Springer Nature Singapore. https://doi.org/10.1007/978-981-19-3296-0_3

Zhang, W., He, X., & Hamori, S. (2023). The impact of the COVID-19 pandemic and Russia-Ukraine war on multiscale spillovers in green finance markets: Evidence from lower and higher order moments. International Review of Financial Analysis, 89, 102735. https://doi.org/10.1016/j.irfa.2023.102735

He, X., & Shi, J. (2023). The effect of air pollution on Chinese green bond market: The mediation role of public concern. Journal of Environmental Management, 325, 116522. https://doi.org/10.1016/j.jenvman.2022.116522

He, Xubiao, and Yi Liu. 2018. “The Public Environmental Awareness and the Air Pollution Effect in Chinese Stock Market.” Journal of Cleaner Production 185: 446–454. https://doi.org/10.1016/j.jclepro.2018.02.294

Alsaifi, Khaled, Marwa Elnahass, and Aly Salama. 2020. “Market Responses to Firms’ Voluntary Carbon Disclosure: Empirical Evidence From the United Kingdom.”Journal of Cleaner Production 262: 121377. https://doi.org/10.1016/j.jclepro.2020.121377.

IPCC. (2022). ‘Summary for Policymakers’, In P.R. Shukla (Eds.) Climate Change 2022: Mitigation of Climate Change. Contribution of Working Group III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change.

Nordhaus, William, and Zili Yang. 1996. “A Regional Dynamic General-Equilibrium Model of Alternative Climate-Change Strategies.” American Economic Review 86 (17): 741–765. https://www.jstor.org/stable/2118303

Clapp, Christa, Harald Francke Lund, Aamaas Borgar, and Elisabeth Lannoo. 2017. Shades of Climate Risk: Categorizing climate risk for investors. Technical Report. Oslo: CICERO. http://hdl.handle.net/11250/2430660

Krueger, P., Sautner, Z., & Starks, L. T. (2020). The importance of climate risks for institutional investors. The Review of Financial Studies, 33(3), 1067-1111. https://doi.org/10.1093/rfs/hhz137

Bolton, Patrick, and Marcin T. Kacperczyk. 2021. “Do Investors Care About Carbon Risk?.” Journal of Financial Econometrics. (In press). https://doi.org/10.1016/j.jfineco.2021.05.008.

Atz, U., Van Holt, T., Liu, Z. Z., & Bruno, C. C. (2023). Does sustainability generate better financial performance? review, meta-analysis, and propositions. Journal of Sustainable Finance & Investment, 13(1), 802-825. https://doi.org/10.1080/20430795.2022.2106934

Barrot, J. N., & Sauvagnat, J. (2016). Input specificity and the propagation of idiosyncratic shocks in production networks. The Quarterly Journal of Economics, 131(3), 1543-1592. https://doi.org/10.1093/qje/qjw018

Dessaint, O., & Matray, A. (2017). Do managers overreact to salient risks? Evidence from hurricane strikes. Journal of Financial Economics, 126(1), 97-121. https://doi.org/10.1016/j.jfineco.2017.07.002

Odongo, M., Misati, R. N., Kageha, C., & Wamalwa, P. S. (2023). Sustainable financing, climate change risks and bank stability in Kenya (No. 71). KBA Centre for Research on Financial Markets and Policy Working Paper Series. http://hdl.handle.net/10419/271532

Zhou, F., Endendijk, T., & Wouter Botzen, W. J. (2023). A review of the financial sector impacts of risks associated with climate change. Annual Review of Resource Economics, 15. https://www.annualreviews.org/doi/pdf/10.1146/annurev-resource-101822-105702

Odongo, M., Misati, R. N., Kageha, C., & Wamalwa, P. S. (2023). Sustainable financing, climate change risks and bank stability in Kenya (No. 71). KBA Centre for Research on Financial Markets and Policy Working Paper Series. http://hdl.handle.net/10419/271532

Wu, X., Bai, X., Qi, H., Lu, L., Yang, M., & Taghizadeh-Hesary, F. (2023). The impact of climate change on banking systemic risk. Economic Analysis and Policy, 78, 419-437. https://doi.org/10.1016/j.eap.2023.03.012

Skinner, C. P. (2021). Central banks and climate change. Vand. L. Rev., 74, 1301. https://scholarship.law.vanderbilt.edu/vlr/vol74/iss5/4

Walenta, J. (2020). Climate risk assessments and science?based targets: A review of emerging private sector climate action tools. Wiley Interdisciplinary Reviews: Climate Change, 11(2), e628. https://doi.org/10.1002/wcc.628

Rodella, R., & De Giacomo, M. R. (2023). How do financial markets reward companies tackling climate change concerns? A natural experiment based on the Brexit referendum. Corporate Social Responsibility and Environmental Management, 30(2), 979-990. https://doi.org/10.1002/csr.2442

Marczis, D., Mihálovits, Z., & Sebestyén, G. (2023). Sustainability and climate risk data: a new era for investment decision-making in the age of climate change. Cognitive Sustainability, 2(2). https://doi.org/10.55343/cogsust.64

Ferreira, A. D. S. M. T. Q. F. (2023). The importance of the EU, ESG factors, and responsible investment on climate change (Doctoral dissertation). http://hdl.handle.net/10362/154729

Delgado-Ceballos, J., Ortiz-De-Mandojana, N., Antolín-López, R., & Montiel, I. (2023). Connecting the Sustainable Development Goals to firm-level sustainability and ESG factors: The need for double materiality. BRQ Business Research Quarterly, 26(1), 2-10. https://doi.org/10.1177/23409444221140919

Ullah, N., & Asghar, U. (2023). Efficient Market Hypothesis: An Exploratory Study of FTSE-100 Stock Market. Journal of Business & Tourism, 9(01), 12-20. https://doi.org/10.34260/jbt.v9i01.269

Chai, J., Zhang, X., Zhang, X., & Wang, Y. (2023). Effects of scenario-based carbon pricing policies on China's dual climate change mitigation goals: Does policy design matter?. Journal of Management Science and Engineering, 8(2), 167-175. https://doi.org/10.1016/j.jmse.2022.10.002

Yang, J., Mehdi, M. N. J., Hafeez, M., Kaium, M. A., & Salahodjaev, R. (2023). Financial Indicators’ Performance and Green Financing Projects: A Comparative Study from PSX and NYSX. Sustainability, 15(6), 5132. https://doi.org/10.3390/su15065132

Hsu, A., & Schletz, M. (2023). Digital technologies–the missing link between climate action transparency and accountability?. Climate Policy, 1-18. https://doi.org/10.1080/14693062.2023.2237937

Rej, S., Bandyopadhyay, A., Das, N., Hossain, M. E., Islam, M. S., Bera, P., & Yeediballi, T. (2023). The asymmetric influence of environmental-related technological innovation on climate change mitigation: what role do FDI and renewable energy play?. Environmental Science and Pollution Research, 30(6), 14916-14931. https://doi.org/10.1007/s11356-022-23182-7

Schneider, T., Strahan, P. E., & Yang, J. (2023). Bank Stress Testing: Public Interest or Regulatory Capture?. Review of Finance, 27(2), 423-467. https://doi.org/10.1111/joes.12525

Caballero, S. V., Salgueiro-Otero, D., & Ojea, E. (2023). The Role of Catch Portfolios in Characterizing Species' Economic Linkages and Fishers' Responses to Climate Change Impacts. Ecological Economics, 205, 107726. https://doi.org/10.1016/j.ecolecon.2022.107726

Giglio S, Kelly B, Stroebel J (2021) Climate finance. Annu Rev Financ Econ 13(1):15–36. https://doi.org/10.1146/annurev-financial-102620-103311

Murfin J, Spiegel M (2020) Is the risk of sea level rise capitalized inresidential real estate? Rev Financ Stud 33(3):1217–1255. https://doi.org/10.1093/rfs/hhz134

Wong JB, Zhang Q (2022) Stock market reactions to adverse ESG disclosure via media channels. Br Account Rev 54(1):101045. https://doi.org/10.1016/j.bar.2021.101045

Zhang, D., Mohsin, M., & Taghizadeh-Hesary, F. (2022). Does green finance counteract the climate change mitigation: Asymmetric effect of renewable energy investment and R&D. Energy Economics, 113, 106183. https://doi.org/10.1016/j.eneco.2022.106183

Zhang, A., Tay, H. L., Alvi, M. F., Wang, J. X., & Gong, Y. (2023). Carbon neutrality drivers and implications for firm performance and supply chain management. Business Strategy and the Environment, 32(4), 1966-1980. https://doi.org/10.1002/bse.3230

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2024-03-30

How to Cite

Luqman, R. ., Farag , K. ., khakwani, M. S. ., & Irshad, S. . (2024). Climate Change Effects and Stock Market Returns. Review of Applied Management and Social Sciences, 7(1), 1-18. https://doi.org/10.47067/ramss.v7i1.358