Abstract
Given the increasing concerns about the carbon risk’s influence on economy, this paper is aimed at exploring the impact of carbon emission on credit risk, measured by credit default swap. By using monthly updated data of 363 unique US companies among a period between 2007 and 2020, we uncover that firm’s direct carbon emission increases its CDS spreads, whereas indirect emission is not priced by credit market seriously. Considering dynamic effects of carbon risk, we find a positive correlation between carbon risk and the CDS term structure, which implies that carbon risk’s influence on long-term concern of credit risk can be more pronounced. Using exogenous shock: Paris Agreement, our finding remains robust. Finally, we also examine potential channels, including companies’ sustainability awareness, green transition willingness, and ability, through which carbon risk is priced among the credit market. This paper provides further evidence of carbon credit premium and contributes to the implications of carbon cutting activities.
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Some or all data, models, or codes generated or used during the study are available from the corresponding author upon request.
Notes
Climate Bonds Market Intelligence (CBMI).
CDP’s 2016 Climate Change Report.
“Paris climate deal: Trump announces US will withdraw.” BBC News. June 1, 2017.
References
Albuquerque R, Koskinen Y, Zhang C (2018) Corporate social responsibility and firm risk: theory and empirical evidence. Manag Sci 65:4451–4469. https://doi.org/10.1287/mnsc.2018.3043
Amore MD, Schneider C, Žaldokas A (2013) Credit supply and corporate innovation. J Financ Econ 109:835–855. https://doi.org/10.1016/j.jfineco.2013.04.006
Anton SG, Nucu AEA (2020) Sovereign credit default swap and stock markets in Central and Eastern European countries: are feedback effects at work? Entropy 22:338. https://doi.org/10.3390/e22030338
Attig N, El Ghoul S, Guedhami O, Suh J (2013) Corporate social responsibility and credit ratings. J Bus Ethics 117:679–694. https://doi.org/10.1007/s10551-013-1714-2
Barth F, Hübel B, Scholz H (2022) ESG and corporate credit spreads. J Risk Finance 23:169–190. https://doi.org/10.1108/JRF-03-2021-0045
Battiston S, Mandel A, Monasterolo I, Schütze F, Visentin G (2017) A climate stress-test of the financial system. Nature Clim Change 7:283–288. https://doi.org/10.1038/nclimate3255
Berger AN, Udell GF (1990) Collateral, loan quality and bank risk. J Monet Econ 25:21–42. https://doi.org/10.1016/0304-3932(90)90042-3
Boesso G, Kumar K (2007) Drivers of corporate voluntary disclosure: a framework and empirical evidence from Italy and the United States. Account Audit Account J 20:269–296. https://doi.org/10.1108/09513570710741028
Bolton P, Kacperczyk M (2021) Do investors care about carbon risk? J Financ Econ 142:517–549. https://doi.org/10.1016/j.jfineco.2021.05.008
Branco MC, Rodrigues LL (2006) Corporate social responsibility and resource-based perspectives. J Bus Ethics 69:111–132. https://doi.org/10.1007/s10551-006-9071-z
Busch T, Lewandowski S (2018) Corporate carbon and financial performance: a meta-analysis. J Ind Ecol 22:745–759. https://doi.org/10.1111/jiec.12591
Campbell JY, Taksler GB (2003) Equity volatility and corporate bond yields. J Finance 58:2321–2350. https://doi.org/10.1046/j.1540-6261.2003.00607.x
Capasso G, Gianfrate G, Spinelli M (2020) Climate change and credit risk. J Clean Prod 266:121634. https://doi.org/10.1016/j.jclepro.2020.121634
Chen YC, Hung M, Wang Y (2017) The effect of mandatory CSR disclosure on firm profitability and social externalities: evidence from China. J Account Econ 65:169–190. https://doi.org/10.1016/j.jacceco.2017.11.009
Chen X, Li W, Hu S, Liu X (2019) Quality of information disclosure, property rights, and bank loans: a bank heterogeneity perspective. China J Account Res 12:63–92. https://doi.org/10.1016/j.cjar.2019.01.001
Clarkson PM, Li Y, Pinnuck M, Richardson GD (2015) The valuation relevance of greenhouse gas emissions under the European Union carbon emissions trading scheme. Eur Account Rev 24:551–580. https://doi.org/10.1080/09638180.2014.927782
Coulson AB, Monks V (1999) Corporate environmental performance considerations within bank lending decisions. Eco-Manag Audit 6:1–10. https://doi.org/10.1002/(sici)1099-0925(199903)6:1%3c1::aid-ema93%3e3.0.co;2-m
Cui J, Jo H, Na H (2018) Does corporate social responsibility affect information asymmetry? J Bus Ethics 148:549–572. https://doi.org/10.1007/s10551-015-3003-8
Dai HC, Zhang HB, Wang WT (2017) The impacts of U.S. withdrawal from the Paris Agreement on the carbon emission space and mitigation cost of China, EU, and Japan under the constraints of the global carbon emission space. Adv Clim Change Res 8:226–234. https://doi.org/10.1016/j.accre.2017.09.003
Ederington L, Guan W, Yang L (2015) Bond market event study methods. J Bank Finance 58:281–293. https://doi.org/10.1016/j.jbankfin.2015.03.013
Eichholtz P, Kok N, Quigley JM (2010) Doing well by doing good? Green office buildings. Am Econ Rev 100:2492–2509. https://doi.org/10.1257/aer.100.5.2492
Ericsson J, Reneby J, Wang H (2015) Can structural models price default risk? Evidence from bond and credit derivative markets. Q J Finance 5:1550007. https://doi.org/10.1142/s201013921550007x
Flammer C, Hong B, Minor D (2019) Corporate governance and the rise of integrating corporate social responsibility criteria in executive compensation: effectiveness and implications for firm outcomes. Strateg Manag J 40:1097–1122. https://doi.org/10.1002/smj.3018
Galil K, Shapir OM, Amiram D, Ben-Zion U (2014) The determinants of CDS spreads. J Bank Finance 41:271–282. https://doi.org/10.1016/j.jbankfin.2013.12.005
Gao F, Li Y, Wang X, Zhong Z (2021) Corporate social responsibility and the term structure of CDS spreads. J Int Financ Mark Inst Money 74:101406. https://doi.org/10.1016/j.intfin.2021.101406
Ginesti G, Ballestra LV, Macchioni R (2020) Exploring the impact of firm-level legality on tax avoidance. Eur Manag Rev 17:499–514. https://doi.org/10.1111/emre.12382
Graham A, Maher JJ, Northcut WD (2001) Environmental liability information and bond ratings. J Account Audit Finance 16:93–116. https://doi.org/10.1177/0148558x0101600203
Hall BH (2002) The financing of research and development. Oxf Rev Econ Policy 18:35–51. https://doi.org/10.1093/oxrep/18.1.35
Hillman AJ, Keim GD (2001) Shareholder value, stakeholder management, and social issues: what’s the bottom line? Strateg Manag J 22:125–139. https://doi.org/10.1002/1097-0266(200101)22:2%3c125::aid-smj150%3e3.0.co;2-h
Jensen MC (1994) Self-interest, altruism, incentives, and agency theory. J Appl Corp Financ 7:40–45. https://doi.org/10.1111/j.1745-6622.1994.tb00404.x
Johnson SA (2003) Debt maturity and the effects of growth opportunities and liquidity risk on leverage. Rev Financ Stud 16:209–236. https://doi.org/10.1093/rfs/16.1.0209
Jung J, Herbohn K, Clarkson P (2016) Carbon risk, carbon risk awareness and the cost of debt financing. J Bus Ethics 150:1151–1171. https://doi.org/10.1007/s10551-016-3207-6
Jung J, Herbohn K, Clarkson P (2018) Carbon risk, carbon risk awareness and the cost of debt financing. J Bus Ethics 150:1151–1171. https://doi.org/10.1007/s10551-016-3207-6
Kabir MN, Rahman S, Rahman MA, Anwar M (2021) Carbon emissions and default risk: international evidence from firm-level data. Econ Model 103:105617. https://doi.org/10.1016/j.econmod.2021.105617
Kemp L (2017) US-proofing the Paris climate agreement. Clim Policy 17:86–101. https://doi.org/10.1080/14693062.2016.1176007
Kim YB, An HT, Kim JD (2015) The effect of carbon risk on the cost of equity capital. J Clean Prod 93:279–287. https://doi.org/10.1016/j.jclepro.2015.01.006
Krüger P (2015) Corporate goodness and shareholder wealth. J Financ Econ 115:304–329. https://doi.org/10.2139/ssrn.2287089
Kucharska W (2020) Employee commitment matters for CSR practice, reputation and corporate brand performance- European model. Sustainability 12:940. https://doi.org/10.3390/su12030940
Kumar P, Firoz M (2018) Impact of carbon emissions on cost of debt-evidence from India. Manag Finance 44:1401–1417. https://doi.org/10.1108/mf-03-2018-0108
Lee S-Y, Choi D-K (2021) Does corporate carbon risk management mitigate the cost of debt capital? Evidence from South Korean climate change policies. Emerg Mark Finance Trade 57:2138–2151. https://doi.org/10.1080/1540496x.2019.1647419
Li Y, Eddie I, Liu J (2014) Carbon emissions and the cost of capital: Australian evidence. Rev Account Finance 13:400–420. https://doi.org/10.1108/raf-08-2012-0074
Liu P, Qiao H (2021) How does China’s decarbonization policy influence the value of carbon-intensive firms? Financ Res Lett 43:102141. https://doi.org/10.1016/j.frl.2021.102141
Liu X, Wang E, Cai D (2019) Green credit policy, property rights and debt financing: quasi-natural experimental evidence from China. Finance Res Lett 29:129–135. https://doi.org/10.1016/j.frl.2019.03.014
Maaloul A (2018) The effect of greenhouse gas emissions on cost of debt: evidence from Canadian firms. Corp Soc Responsib Environ Manag 25:1407–1415. https://doi.org/10.1002/csr.1662
Merton RC (1974) On the pricing of corporate debt: the risk structure of interest rates. J Finance 29:449–470. https://doi.org/10.1111/j.1540-6261.1974.tb03058.x
Miller SR, Eden L, Li D (2020) CSR reputation and firm performance: A dynamic approach. J Bus Ethics 163:619–636. https://doi.org/10.1007/s10551-018-4057-1
Murray A, Sinclair D, Power D, Gray R (2006) Do financial markets care about social and environmental disclosure? Account Audit Account J 19:228–255. https://doi.org/10.1108/09513570610656105
Nguyen JH, Phan HV (2020) Carbon risk and corporate capital structure. J Corp Financ 64:101713. https://doi.org/10.1016/j.jcorpfin.2020.101713
Nie P-Y (2015) Analysis of conventional energy supply resource diversity. Appl Therm Eng 89:663–668. https://doi.org/10.1016/j.applthermaleng.2015.06.052
Palmer M, Truong Y (2017) The impact of technological green new product introductions on firm profitability. Ecol Econ 136:86–93. https://doi.org/10.1016/j.ecolecon.2017.01.025
Pizzi S, Caputo F, Venturelli A (2020) Does it pay to be an honest entrepreneur? Addressing the relationship between sustainable development and bankruptcy risk. Corp Soc Responsib Environ Manag 27:1478–1486. https://doi.org/10.1002/csr.1901
Pizzutilo F, Mariani M, Caragnano A, Zito M (2020) Dealing with carbon risk and the cost of debt: evidence from the European market. Int J Financ Stud 8:61. https://doi.org/10.3390/ijfs8040061
Reboredo JC, González LAO (2022) Low carbon transition risk in mutual fund portfolios: managerial involvement and performance effects. Bus Strategy Environ 31:950–968. https://doi.org/10.1002/bse.2928
Reboredo JC, Otero LA (2021) Are investors aware of climate-related transition risks? Evidence from mutual fund flows. Ecol Econ 189:107148. https://doi.org/10.1016/j.ecolecon.2021.107148
Sahaym A, Steensma HK, Barden JQ (2010) The influence of R& D investment on the use of corporate venture capital: an industry-level analysis. J Bus Ventur 25:376–388. https://doi.org/10.1016/j.jbusvent.2008.12.001
Salo J, van Ast L (2009) Carbon Risks and Opportunities in the S&P 500. Trucost, Boston, MA
Sharfman MP, Fernando CS (2008) Environmental risk management and the cost of capital. Strateg Manag J 29:569–592. https://doi.org/10.1002/smj.678
Song M, **e Q, Shen Z (2021) Impact of green credit on high-efficiency utilization of energy in China considering environmental constraints. Energy Policy 153:112267. https://doi.org/10.1016/j.enpol.2021.112267
Stellner C, Klein C, Zwergel B (2015) Corporate social responsibility and Eurozone corporate bonds: the moderating role of country sustainability. J Bank Financ 59:538–549. https://doi.org/10.1016/j.jbankfin.2015.04.032
Supriadi B, Astuti W, Firdiansyah A (2017) Green product and its impact on customer satisfaction. IOSR J Bus Manag 19:1
van Leeuwen G, Mohnen P (2017) Revisiting the Porter hypothesis: an empirical analysis of green innovation for the Netherlands. Econ Innov New Technol 26:63–77. https://doi.org/10.1080/10438599.2016.1202521
Wapshott R, Mallett O (2017) Small and medium-sized enterprise policy: designed to fail? Environ Plan C Politics Space 36:750–772. https://doi.org/10.1177/2399654417719288
Weber TA, Neuhoff K (2010) Carbon markets and technological innovation. J Environ Econ Manag 60:115–132. https://doi.org/10.1016/j.jeem.2010.04.004
Wen H, Lee CC, Zhou F (2021) Green credit policy, credit allocation efficiency and upgrade of energy-intensive enterprises. Energy Econ 94:105099. https://doi.org/10.1016/j.eneco.2021.105099
**e RH, Yuan YJ, Huang JJ (2017) Different types of environmental regulations and heterogeneous influence on “green” productivity: evidence from China. Ecol Econ 132:104–112. https://doi.org/10.1016/j.ecolecon.2016.10.019
Yu HC, Kuo L, Kao MF (2017) The relationship between CSR disclosure and competitive advantage. Sustain Account Manag Policy J 8:547–570. https://doi.org/10.1108/sampj-11-2016-0086
Zhang ZH, Zhao R (2022) Carbon emission and credit default swaps. Financ Res Lett 50:103286. https://doi.org/10.1016/j.frl.2022.103286
Zhang HB, Dai HC, Lai HX, Wang WT (2017a) U.S. withdrawal from the Paris Agreement: reasons, impacts, and China’s response. Adv Clim Change Res 8:220–225. https://doi.org/10.1016/j.accre.2017.09.002
Zhang YJ, Peng YL, Ma CQ, Shen B (2017b) Can environmental innovation facilitate carbon emissions reduction? Evidence from China. Energy Policy 100:18–28. https://doi.org/10.1016/j.enpol.2016.10.005
Zhou Z, Zhang T, Wen K, Zeng H, Chen X (2018) Carbon risk, cost of debt financing and the moderation effect of media attention: evidence from Chinese companies operating in high-carbon industries. Bus Strategy Environ 27:1131–1144. https://doi.org/10.1002/bse.2056
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This work was supported by the Major Program of National Fund of Philosophy and Social Science of China (CN) (grant number 18ZDA040).
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Yuqi Zhang: conceptualization, supervision, funding acquisition, and validation. Yaorong Liu: methodology, investigation, and writing original draft preparation. Haisen Wang: data curation, software, visualization, writing, reviewing, and editing.
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Zhang, Y., Liu, Y. & Wang, H. How credit default swap market measures carbon risk. Environ Sci Pollut Res 30, 82696–82716 (2023). https://doi.org/10.1007/s11356-023-28154-z
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DOI: https://doi.org/10.1007/s11356-023-28154-z