Technical Papers
Oct 10, 2023

Deconstruction of ESG Impacts on US Corporate Bond Pricing: The Cost of Capital Benefits Across Industry Sectors

Publication: Journal of Management in Engineering
Volume 40, Issue 1

Abstract

The growing interest in the financial materiality of Environmental, Social, and Governance (ESG) ratings has prompted recent investigations into their risk pricing impact in the corporate bond market. The specific implications for the Architecture, Engineering, and Construction (AEC) industry have not been explored, as prior work has primarily focused on broad-based ESG integration. To fill this gap, our study employed an interpretable machine learning technique using a sample universe of U.S. corporate bonds spanning from 2010 to 2021 to estimate the impact of ESG ratings on corporate bond issuance spreads. The results revealed an average ESG benefit of 10 basis points across all sectors. However, it is important to note that the effects of ESG ratings on bond pricing demonstrate variation across sectors and individual ESG constituent ratings. Significantly, our findings show that social and governance ratings emerge as the primary drivers influencing bond issuance costs, whereas the impact of environmental scores is comparatively less significant. Within AEC-related industries, empirical data on the influence of ESG ratings indicate discounted pricing by the market is particularly channeled through environmental and governance scores. These findings emphasize the value-added impact of enhanced ESG performance on the cost of debt financing, presenting a financially material opportunity for operational and management decision-making. By adopting sustainable strategies to improve ESG performance, organizations in the AEC industry can potentially achieve lower costs of debt when issuing bonds to secure financing for construction projects. The managerial implications extend to policymakers, corporate managers, and creditors, as they all stand to benefit from the financial implications of ESG performance.

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Data Availability Statement

Some or all data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

The authors acknowledge funding from the Center for Digital Asset Finance at the University of Michigan for Dan Li. We gratefully acknowledge Neha Gupta, Vittorio Orlandi, and Dr. Cynthia Rudin from the Almost Matching Exactly Lab at Duke University for their contributions and feedback on the results and discussions. Any mistakes or oversights in this study remain the responsibility of the authors.

References

Agarwal, N., and Y. Ouaknine. 2019. “ESG rating and momentum.” Harvard Law School Forum on Corporate Governance. Accessed September 20, 2023. https://corpgov.law.harvard.edu/2019/03/21/esg-rating-and-momentum/.
Aguilera-Caracuel, J., and J. Guerrero-Villegas. 2018. “How corporate social responsibility helps MNEs to improve their reputation. The moderating effects of geographical diversification and operating in developing regions.” Corporate Society Responsibility Environ. Manage. 25 (4): 355–372. https://doi.org/10.1002/csr.1465.
Allied Market Research. 2020. “Architecture, engineering, and construction market expected to reach $ 15.84 billion by 2028.” Accessed June 8, 2023. https://www.alliedmarketresearch.com/press-release/aec-market.html.
Alonso-Conde, A. B., and J. Rojo-Suárez. 2020. “On the effect of green bonds on the profitability and credit quality of project financing.” Sustainability 12 (16): 6695. https://doi.org/10.3390/su12166695.
Amiraslani, H., I. V. Karl Lins, H. Servaes, and A. Tamayo. 2019. “The bond market benefits of corporate social capital.” Accessed September 20, 2023. https://ssrn.com/abstract=2978794.
Amiraslani, H., K. V. Lins, H. Servaes, and A. Tamayo. 2022. “Trust, social capital, and the bond market benefits of ESG performance.” In Review of accounting studies, 1–42. New York: Springer. https://doi.org/10.1007/S11142-021-09646-0/TABLES/11.
Angrist, J. D., and J.-S. Pischke. 2008. Mostly harmless econometrics: An Empiricist’s companion. Princeton, NJ: Princeton University Press.
Apergis, N., T. Poufinas, and A. Antonopoulos. 2022. “ESG scores and cost of debt.” Energy Econ. 112 (Aug): 106186. https://doi.org/10.1016/j.eneco.2022.106186.
Bahra, B., and L. Thukral. 2020. “ESG in global corporate bonds: The analysis behind the hype.” J. Portfolio Manage. 46 (8): 133–147. https://doi.org/10.3905/jpm.2020.1.171.
Baldi, F., and A. Pandimiglio. 2022. “The role of ESG scoring and greenwashing risk in explaining the yields of green bonds: A conceptual framework and an econometric analysis.” Global Finance J. 52 (May): 100711. https://doi.org/10.1016/j.gfj.2022.100711.
Bauer, R., J. Derwall, and D. Hann. 2009. “Employee relations and credit risk.” Accessed September 20, 2023. https://doi.org/10.2139/SSRN.1483112.
Bauer, R., and D. Hann. 2010. “Corporate environmental management and credit risk.” Accessed September 20, 2023. https://doi.org/10.2139/SSRN.1660470.
Berg, F., J. F. Kölbel, and R. Rigobon. 2022. “Aggregate confusion: The divergence of ESG ratings.” Rev. Financ. 26 (6): 1315–1344. https://doi.org/10.1093/rof/rfac033.
Bhojraj, S., and P. Sengupta. 2003. “Effect of corporate governance on bond ratings and yields: The role of institutional investors and outside directors.” J. Bus. 76 (3): 455–475. https://doi.org/10.1086/344114.
Bolton, P., and M. T. Kacperczyk. 2019. “Do investors care about carbon risk?” Accessed September 20, 2023. https://doi.org/10.2139/ssrn.3398441.
Boubakri, N., O. Guedhami, C. C. Y. Kwok, and H. Wang. 2019. “Is privatization a socially responsible reform?” J. Corporate Finance 56 (May): 129–151. https://doi.org/10.1016/j.jcorpfin.2018.12.005.
Bradley, M., G. S. Dallas, E. Snyderwine, and D. Chen. 2008. “The effects of corporate governance attributes on credit ratings and bond yields.” Accessed September 20, 2023. https://doi.org/10.2139/SSRN.1327070.
Capelli, P., F. Ielasi, and A. Russo. 2021. “Forecasting volatility by integrating financial risk with environmental, social, and governance risk.” Corporate Society Responsibility Environ. Manage. 28 (5): 1483–1495. https://doi.org/10.1002/csr.2180.
Chang, R., J. Zuo, V. Soebarto, Z. Zhao, G. Zillante, and X. Gan. 2016. “Sustainability transition of the Chinese construction industry: Practices and behaviors of the leading construction firms.” J. Manage. Eng. 32 (4): 05016009. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000439.
Chen, Y. C., M. Hung, and Y. Wang. 2018. “The effect of mandatory CSR disclosure on firm profitability and social externalities: Evidence from China.” J. Accounting Econ. 65 (1): 169–190. https://doi.org/10.1016/j.jacceco.2017.11.009.
Chollet, P., and B. W. Sandwidi. 2018. “CSR engagement and financial risk: A virtuous circle? International evidence.” Global Finance J. 38 (May): 65–81. https://doi.org/10.1016/j.gfj.2018.03.004.
Crespi, F., and M. Migliavacca. 2020. “The determinants of ESG rating in the financial industry: The same old story or a different tale?” Sustainability 12 (16): 6398. https://doi.org/10.3390/su12166398.
Cronqvist, H., and F. Yu. 2017. “Shaped by their daughters: Executives, female socialization, and corporate social responsibility.” J. Finance Econ. 126 (3): 543–562. https://doi.org/10.1016/j.jfineco.2017.09.003.
Dando, N., and T. Swift. 2003. “Transparency and assurance: Minding the credibility gap.” J. Bus. Ethics 44 (2–3): 195–200. https://doi.org/10.1023/A:1023351816790.
Daszyńska-Zygadło, K., J. Fijałkowska, and D. Hadro. 2022. “Communicating on ESG impacts: The case of the largest European construction industry companies.” In Corporate social responsibility and sustainability: From values to impact, 199–213. London: Taylor and Francis.
Delhi, V. S. K., and A. Mahalingam. 2020. “Relating institutions and governance strategies to project outcomes: Study on public–private partnerships in infrastructure projects in India.” J. Manage. Eng. 36 (6): 04020076. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000840.
Dell’Atti, S., A. Trotta, A. P. Iannuzzi, and F. Demaria. 2017. “Corporate social responsibility engagement as a determinant of bank reputation: An empirical analysis.” Corporate Society Responsibility Environ. Manage. 24 (6): 589–605. https://doi.org/10.1002/CSR.1430.
Deng, X., and X. Cheng. 2019. “Can ESG indices improve the enterprises’ stock market performance?-An empirical study from China.” Sustainability 11 (17): 4765. https://doi.org/10.3390/su11174765.
Derrien, F., P. Krueger, A. Landier, and T. Yao. 2022. “ESG news, future cash flows, and firm value.” SSRN Electronic J. https://doi.org/10.2139/SSRN.3903274.
Desclée, A., L. Dynkin, J. Hyman, and S. Polbennikov. 2016. “Sustainable investing and bond returns.” Barclays Research. Accessed September 20, 2023. https://www.cib.barclays/content/dam/barclaysmicrosites/ibpublic/documents/our-insights/esg/barclays-sustainable-investing-and-bond-returns-3.6mb.pdf.
Donaldson, T., and L. E. Preston. 1995. “The stakeholder theory of the corporation: Concepts, evidence, and implications.” Acad. Manage. Rev. 20 (1): 65. https://doi.org/10.2307/258887.
Dridi, I., and A. Boughrara. 2021. “On the effect of full-fledged IT adoption on stock returns and their conditional volatility: Evidence from propensity score matching.” Q. Rev. Econ. Finance 80 (Mar): 179–194. https://doi.org/10.1016/j.qref.2021.02.007.
Dyck, I. J. A., K. V. Lins, L. Roth, M. Towner, and H. F. Wagner. 2022. “Renewable governance: Good for the environment?” Accessed September 20, 2023. https://doi.org/10.2139/SSRN.3224680.
Eccles, R., and G. Serafeim. 2013. “The Performance Frontier: Innovating for a sustainable strategy.” Harvard Bus. Rev. 91 (5): 50–60.
Eccles, R. G., I. Ioannou, and G. Serafeim. 2014. “The impact of corporate sustainability on organizational processes and performance.” Manage. Sci. 60 (11): 2835–2857. https://doi.org/10.1287/mnsc.2014.1984.
Eisenegger, M. 2021. “ESG-themed corporate bond issuance–too big to ignore.” Bond Vigilantes. Accessed September 20, 2023. https://bondvigilantes.com/.
Erfani, A., P. Hickey, and Q. Cui. 2023. “Likeability versus competence dilemma: Text mining approach using LinkedIn data.” J. Manage. Eng. 39 (3): 04023013. https://doi.org/10.1061/JMENEA.MEENG-5213.
Fatemi, A., M. Glaum, and S. Kaiser. 2018. “ESG performance and firm value: The moderating role of disclosure.” Global Finance J. 38 (Aug): 45–64. https://doi.org/10.1016/j.gfj.2017.03.001.
Freeman, R. E. 1984. Strategic management: A stakeholder approach. London: Pitman.
Friede, G., T. Busch, and A. Bassen. 2015. “ESG and financial performance: Aggregated evidence from more than 2000 empirical studies.” J. Sustainable Finance Investment 5 (4): 210–233. https://doi.org/10.1080/20430795.2015.1118917.
Friedman, M. 1970. “The social responsibility of business is to increase its profits.” N.Y. Times. Accessed September 20, 2023. https://www.nytimes.com/1970/09/13/archives/a-friedman-doctrine-the-social-responsibility-of-business-is-to.html.
Gatti, S. 2013. Project finance in theory and practice. Amsterdam, Netherlands: Elsevier.
Gehricke, S. A., X. Ruan, and J. E. Zhang. 2023. “Doing well while doing good: ESG ratings and corporate bond returns.” Appl. Econ. https://doi.org/10.1080/00036846.2023.2178624.
Gianfrate, G., and M. Peri. 2019. “The green advantage: Exploring the convenience of issuing green bonds.” J. Cleaner Prod. 219 (May): 127–135. https://doi.org/10.1016/j.jclepro.2019.02.022.
Giese, G., L.-E. Lee, D. Melas, Z. Nagy, and L. Nishikawa. 2019. “Foundations of ESG investing: How ESG affects equity valuation, risk, and performance.” J. Portfolio Manage. 45 (5): 69–83. https://doi.org/10.3905/jpm.2019.45.5.069.
Giese, G., Z. Nagy, and L. E. Lee. 2021. “Deconstructing ESG ratings performance: Risk and return for E, S, and G by time horizon, sector, and weighting.” J. Portfolio Manage. 47 (3): 94–111. https://doi.org/10.3905/jpm.2020.1.198.
Gillan, S. L., A. Koch, and L. T. Starks. 2021. “Firms and social responsibility: A review of ESG and CSR research in corporate finance.” J. Corporate Finance 66 (Feb): 101889. https://doi.org/10.1016/j.jcorpfin.2021.101889.
Godfrey, P. C., C. B. Merrill, and J. M. Hansen. 2009. “The relationship between corporate social responsibility and shareholder value: An empirical test of the risk management hypothesis.” Strategic Manage. J. 30 (4): 425–445. https://doi.org/10.1002/smj.750.
Gonçalves, T. C., J. Dias, and V. Barros. 2022. “Sustainability performance and the cost of capital.” Int. J. Financial Stud. 10 (3): 63. https://doi.org/10.3390/ijfs10030063.
Guo, H., W. Lu, and M. Ye. 2020. “Corporate environmental responsibility and financial performance: Evidence from international construction.” In Proc., Construction Research Congress 2020: Project Management and Controls, Materials, and Contracts - Selected Papers from the Construction Research Congress 2020, 320–329. Reston, VA: ASCE. https://doi.org/10.1061/9780784482889.034.
Gupta, N. R., et al. 2021. “dame-flame: A python library providing fast interpretable matching for causal inference.” Preprint, submitted January 6, 2021. http://arxiv.org/10.48550/arxiv.2101.01867.
Hadro, D., J. Fijałkowska, K. Daszyńska-Żygadło, I. Zumente, and S. Mjakuškina. 2022. “What do stakeholders in the construction industry look for in non-financial disclosure and what do they get?” Meditari Accountancy Research 30 (3): 762–785. https://doi.org/10.1108/MEDAR-11-2020-1093.
Hickey, P. J., A. Erfani, Q. Cui, and A. M. Asce. 2022. “Use of linkedin data and machine learning to analyze gender differences in construction career paths.” J. Manage. Eng. 38 (6): 04022060. https://doi.org/10.1061/(ASCE)ME.1943-5479.0001087.
Ho, S. P., R. Dahal, and H.-P. Tserng. 2023. “A contingency model of strategic responses to the institutional challenges in emerging countries: Evidence and findings from least developed countries.” J. Manage. Eng. 39 (4): 04023015. https://doi.org/10.1061/JMENEA.MEENG-5102.
Hsu, F. J., and Y. C. Chen. 2015. “Is a firm’s financial risk associated with corporate social responsibility?” Manage. Decis. 53 (9): 2175–2199. https://doi.org/10.1108/MD-02-2015-0047.
Iacus, S. M., G. King, and G. Porro. 2012. “Causal inference without balance checking: Coarsened exact matching.” Political Anal. 20 (1): 1–24. https://doi.org/10.1093/pan/mpr013.
Jafari, A., B. Rouhanizadeh, S. Kermanshachi, and M. Murrieum. 2020. “Predictive analytics approach to evaluate wage inequality in engineering organizations.” J. Manage. Eng. 36 (6): 04020072. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000841.
Jang, G.-Y., H.-G. Kang, J.-Y. Lee, and K. Bae. 2020. “ESG scores and the credit market.” Sustainability 12 (8): 3456. https://doi.org/10.3390/su12083456.
Jian, M., and K. W. Lee. 2015. “CEO compensation and corporate social responsibility.” J. Multinational Financial Manage. 29 (Feb): 46–65. https://doi.org/10.1016/j.mulfin.2014.11.004.
Jones, T. M. 1995. “Instrumental stakeholder theory: A synthesis of ethics and economics.” Acad. Manage. Rev. 20 (2): 404–437. https://doi.org/10.2307/258852.
Kamardeen, I., and A. Hasan. 2022. “Occupational health and safety challenges for sustaining construction apprentice programs.” J. Manage. Eng. 38 (5): 04022042. https://doi.org/10.1061/(ASCE)ME.1943-5479.0001059.
Kay, I. 2020. “The stakeholder model and ESG.” The Harvard Law School Forum on Corporate Governance. Accessed September 20, 2023. https://corpgov.law.harvard.edu/2020/09/14/the-stakeholder-model-and-esg/.
Khan, A., M. Waris, S. Panigrahi, M. R. Sajid, and F. Rana. 2020. “Improving the performance of public sector infrastructure projects: Role of project governance and stakeholder management.” J. Manage. Eng. 37 (2): 04020112. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000886.
Kim, H. D., T. Kim, Y. Kim, and K. Park. 2019. “Do long-term institutional investors promote corporate social responsibility activities?” J. Bank Finance 101 (Mar): 256–269. https://doi.org/10.1016/j.jbankfin.2018.11.015.
King, G., and R. Nielsen. 2019. “Why propensity scores should not be used for matching.” Political Anal. 27 (4): 435–454. https://doi.org/10.1017/pan.2019.11.
Kohut, J., and A. Beeching. 2013. “Sovereign bonds: Spotlight on ESG risks.” Principles for Responsible Investment. Accessed September 20, 2023. https://www.kfw.de/Presse-Newsroom/Themen-Kompakt/PRI/PRISpotlightonESGrisks.pdf.
Kotsantonis, S., and G. Serafeim. 2019. “Four things no one will tell you about ESG data.” J. Appl. Corporate Finance 31 (2): 50–58. https://doi.org/10.1111/jacf.12346.
KPMG. 2020. “The time has come: The KPMG survey of sustainability reporting 2020.” KPMG Impact. Accessed Decemeber 1, 2020. https://assets.kpmg.com/content/dam/kpmg/xx/pdf/2020/11/the-time-has-come.pdf.
Kumar, S., D. Sharma, S. Rao, W. M. Lim, and S. K. Mangla. 2022. “Past, present, and future of sustainable finance: Insights from big data analytics through machine learning of scholarly research.” Annu. Oper. Res. 328 (2): 1–44. https://doi.org/10.1007/S10479-021-04410-8/TABLES/9.
Lam, P. T. I., Y. H. Chiang, and S. H. Chan. 2011. “Critical success factors for bond financing of construction projects in Asia.” J. Manage. Eng. 27 (4): 190–199. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000063.
Larcker, D. F., and E. Watts. 2020. “Where’s the Greenium?” J. Accounting Econ. 69 (2–3): 101312. https://doi.org/10.1016/j.jacceco.2020.101312.
Li, D., K. Chung, and P. Adriaens. Forthcoming. “Empirical evidence of ESG premium in the US corporate bond market: A propensity score matching approach.”
Li, H., H. Liu, and A. Siganos. 2016. “A comparison of the stock market reactions of convertible bond offerings between financial and non-financial institutions: Do they differ?” Int. Rev. Financial Anal. 45 (Jan): 356–366. https://doi.org/10.1016/j.irfa.2014.06.004.
Li, P., R. Zhou, and Y. Xiong. 2020. “Can ESG performance affect bond default rate? Evidence from China.” Sustainability 12 (7): 2954. https://doi.org/10.3390/su12072954.
Liu, Y., A. Dieng, S. Roy, C. Rudin, and A. Volfovsky. 2018. “Interpretable almost matching exactly for causal inference.” Preprint, submitted December 6, 2021. http://arxiv.org/abs/10.48550/arxiv.1806.06802.
McGowan, M. 2010. “Rise of computerized high frequency trading: Use and controversy.” Duke Law Tech. Rev. 9 (1): 1–25.
MSCI. 2023. “ESG ratings methodology.” MSCI. Accessed September 20, 2023. https://www.msci.com/documents/1296102/34424357/MSCI+ESG+Ratings+Methodology+%28002%29.pdf.
Oikonomou, I., C. Brooks, and S. Pavelin. 2014. “The effects of corporate social performance on the cost of corporate debt and credit ratings.” Financial Rev. 49 (1): 49–75. https://doi.org/10.1111/fire.12025.
Owusu, E. K., and A. P. C. Chan. 2019. “Barriers affecting effective application of anticorruption measures in infrastructure projects: Disparities between developed and developing countries.” J. Manage. Eng. 35 (1): 04018056. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000667.
Partridge, C., and F. R. Medda. 2020. “The evolution of pricing performance of green municipal bonds.” J. Sustainable Finance Investment 10 (1): 44–64. https://doi.org/10.1080/20430795.2019.1661187.
Polbennikov, S., A. Desclée, L. Dynkin, and A. Maitra. 2016. “ESG ratings and performance of corporate bonds.” J. Fixed Income 26 (1): 21–41. https://doi.org/10.3905/jfi.2016.26.1.021.
Rajesh, R., and C. Rajendran. 2020. “Relating Environmental, Social, and Governance scores and sustainability performances of firms: An empirical analysis.” Bus. Strategy Environ. 29 (3): 1247–1267. https://doi.org/10.1002/bse.2429.
Rosenbaum, P. R. 2017. “Imposing minimax and quantile constraints on optimal matching in observational studies.” J. Comput. Graphical Stat. 26 (1): 66–78. https://doi.org/10.1080/10618600.2016.1152971.
Rosenbaum, P. R., and D. B. Rubin. 1983. “The central role of the propensity score in observational studies for causal effects.” Biometrika 70 (1): 41–55. https://doi.org/10.1093/biomet/70.1.41.
Scannella, E. 2012. “Project finance in the energy industry: New debt-based financing models.” Int. Bus. Res. 5 (2): 83–93. https://doi.org/10.5539/ibr.v5n2p83.
Schneider, T. E. 2011. “Is environmental performance a determinant of bond pricing? Evidence from the US pulp and paper and chemical industries.” Contemp. Account. Res. 28 (5): 1537–1561. https://doi.org/10.1111/j.1911-3846.2010.01064.x.
Serafeim, G. 2020. “Public sentiment and the price of corporate sustainability.” Financ. Anal. J. 76 (2): 26–46. https://doi.org/10.1080/0015198X.2020.1723390.
Sharfman, M. P., and C. S. Fernando. 2008. “Environmental risk management and the cost of capital.” Strategic Manage. J. 29 (6): 569–592. https://doi.org/10.1002/smj.678.
Shurrab, J., M. Hussain, and M. Khan. 2019. “Green and sustainable practices in the construction industry.” Eng. Constr. Archit. Manage. 26 (6): 1063–1086. https://doi.org/10.1108/ECAM-02-2018-0056.
Slimane, M., T. Le Guenedal, T. Roncalli, and T. Sekine. 2019. “ESG investing in corporate bonds: Mind the gap.” Accessed September 20, 2023. https://doi.org/10.2139/SSRN.3683472.
Soares, G. G., and F. H. Pereira. 2022. “Study of ESG criteria and metrics for the construction industry.” Ann. Civ. Environ. Eng. (Oct): 62–63. https://doi.org/10.29328/journal.acee.1001042.
UN Environment Programme-Finance Initiative. 2004. “Who cares wins: The global compact connecting financial markets to a changing world.” Accessed September 20, 2023. https://www.unepfi.org/fileadmin/events/2004/stocks/who_cares_wins_global_compact_2004.pdf.
Verdinez, D. 2018. “US green building council pushes for greater action and accountability following COP27.” US Green Building Council. Accessed September 20, 2023. https://www.usgbc.org/articles/us-green-building-council-pushes-greater-action-and-accountability-following-cop27.
Wang, B. Z., Z. H. Zhu, E. Yang, Z. Chen, and X. H. Wang. 2018a. “Assessment and management of air emissions and environmental impacts from the construction industry.” J. Environ. Plann. Manage. 61 (14): 2421–2444. https://doi.org/10.1080/09640568.2017.1399110.
Wang, G., S. Zeng, B. Xia, G. Wu, and D. Xia. 2022. “Influence of financial conditions on the environmental information disclosure of construction firms.” J. Manage. Eng. 38 (1): 04021078. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000982.
Wang, R., C.-J. Lee, S.-C. Hsu, and C.-Y. Lee. 2018b. “Corporate misconduct prediction with support vector machine in the construction industry.” J. Manage. Eng. 34 (4): 04018021. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000630.
Wang, T., M. Morucci, M. U. Awan, Y. Liu, S. Roy, C. Rudin, and A. Volfovsky. 2021. “FLAME: A fast large-scale almost matching exactly approach to causal inference.” J. Mach. Learn. Res. 22 (1): 1477–1517. https://doi.org/10.48550/arXiv.1707.06315.
Warner, M. E. 2013. “Private finance for public goods: Social impact bonds.” J. Econ. Policy Reform 16 (4): 303–319. https://doi.org/10.1080/17487870.2013.835727.
World Bank. 2022. “Mind the gap: Time to rethink infrastructure finance.” Accessed May 29, 2023. https://blogs.worldbank.org/ppps/mind-gap-time-rethink-infrastructure-finance.
Xiong, B., W. Lu, M. Skitmore, K. W. Chau, and M. Ye. 2016. “Virtuous nexus between corporate social performance and financial performance: A study of construction enterprises in China.” J. Cleaner Prod. 129 (Aug): 223–233. https://doi.org/10.1016/j.jclepro.2016.04.078.
Xu, N., L. Ma, L. Wang, Y. Deng, and G. Ni. 2021. “Extracting domain knowledge elements of construction safety management: rule-based approach using chinese natural language processing.” J. Manage. Eng. 37 (2): 04021001. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000870.
Yan, H., H. Elzarka, C. Gao, F. Zhang, and W. Tang. 2019. “Critical success criteria for programs in China: Construction companies’ perspectives.” J. Manage. Eng. 35 (1): 04018048. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000659.
Yang, Y., Z. Du, Z. Zhang, G. Tong, and R. Zhou. 2021. “Does ESG disclosure affect corporate-bond credit spreads? Evidence from China.” Sustainability 13 (15): 8500. https://doi.org/10.3390/su13158500.
Yousaf, I., and J. W. Goodell. 2023. “Responses of US equity market sectors to the Silicon Valley Bank implosion.” Finance Res. Lett. 55 (Jul): 103934. https://doi.org/10.1016/j.frl.2023.103934.
Zahed, S. E., S. M. Shahandashti, and M. Najafi. 2018. “Financing underground freight transportation systems in Texas: Identification of funding sources and assessment of enabling legislation.” J. Pipeline Syst. Eng. Pract. 9 (2): 06018001. https://doi.org/10.1061/(ASCE)PS.1949-1204.0000312.
Zeidan, R. 2022. “Why don’t asset managers accelerate ESG investing? A sentiment analysis based on 13,000 messages from finance professionals.” Bus. Strategy Environ. 31 (7): 3028–3039. https://doi.org/10.1002/bse.3062.

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Volume 40Issue 1January 2024

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Received: Feb 17, 2023
Accepted: Aug 10, 2023
Published online: Oct 10, 2023
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Ph.D. Student, Center for Digital Asset Finance, Dept. of Civil and Environmental Engineering, Univ. of Michigan, Ann Arbor, MI 48109 (corresponding author). ORCID: https://orcid.org/0000-0002-6843-9250. Email: [email protected]
Professor, Center for Digital Asset Finance, Dept. of Civil and Environmental Engineering, School for Environment and Sustainability, Univ. of Michigan, Ann Arbor, MI 48109. ORCID: https://orcid.org/0000-0003-0915-0390. Email: [email protected]

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