The Nonlinear Relationship between Corporate Social Responsibility and Hospitality and Tourism Corporate Financial Performance: Does Governance Matter?
Abstract
:1. Introduction
2. Literature Review and Hypothesis Development
2.1. CSR and Corporate Financial Performance
2.2. Do Corporate Governance Indicators Matter?
2.3. Does Country-Level Governance Matter?
3. Methodology
3.1. Sample
3.2. Econometric Model
- Step 1.
- CSR and CFP
- Step 2.
- CSR and CFP: the moderating effect of governance structure
- Step 3.
- CSR and CFP: the moderating effect of institutional quality
3.3. Variables
3.3.1. Dependent Variables
3.3.2. Independent Variable
3.3.3. Moderator Variables
3.3.4. Control Variables
4. Results and Discussions
4.1. Diagnostic Tests
4.2. Descriptive Statistics and Correlation Test
4.3. Nonlinear Relationship between CSR and CFP
4.4. Moderating Role of Governance Structure on CSR–CFP Nexus
4.5. Moderating Role of Institutional Quality on CSR–CFP Nexus
4.6. Robustness Check
4.7. Discussion
5. Conclusions
5.1. Implications
5.2. Limitations and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Panel A: Tests of Applicability | |||||
---|---|---|---|---|---|
Bartlett Test of Sphericity | KMO | ||||
Chi-Square | Degrees of Freedom | p-Value | |||
GSS | 357.387 | 6 | 0.000 | 0.641 | |
IQ | 8848.078 | 15 | 0.000 | 0.821 | |
Panel B: PCA (Total Variance Explained) | |||||
Component | Eigenvalue | Difference | % of Variance | Cumulative Variance % | |
GSS | BS | 1.810 | 0.927 | 0.453 | 0.453 |
BI | 0.883 | 0.103 | 0.221 | 0.6733 | |
CEO | 0.780 | 0.253 | 0.195 | 0.868 | |
GD | 0.526 | 0.132 | 1.000 | ||
IQ | VA | 4.675 | 3.901 | 0.779 | 0.779 |
PS | 0.774 | 0.372 | 0.129 | 0.908 | |
GE | 0.402 | 0.330 | 0.067 | 0.975 | |
RQ | 0.072 | 0.017 | 0.012 | 0.987 | |
RL | 0.054 | 0.033 | 0.009 | 0.996 | |
CC | 0.022 | 0.004 | 1.000 |
References
- Freeman, R.E. Strategic Management: A Stakeholder Approach; Cambridge University Press: Cambridge, UK, 1984. [Google Scholar]
- Wood, D.J.; Jones, R.E. Stakeholder Mismatching: A Theoretical Problem in Empirical Research on Corporate Social Performance. Int. J. Organ. Anal. 1995, 3, 229–267. [Google Scholar] [CrossRef]
- Freeman, I.; Hasnaoui, A. The Meaning of Corporate Social Responsibility: The Vision of Four Nations. J. Bus. Ethics 2011, 100, 419–443. [Google Scholar] [CrossRef]
- Goffi, G.; Masiero, L.; Pencarelli, T. Rethinking Sustainability in the Tour-Operating Industry: Worldwide Survey of Current Attitudes and Behaviors. J. Clean. Prod. 2018, 183, 172–182. [Google Scholar] [CrossRef]
- Berrone, P.; Surroca, J.; Tribó, J.A. Corporate Ethical Identity as a Determinant of Firm Performance: A Test of the Mediating Role of Stakeholder Satisfaction. J. Bus. Ethics 2007, 76, 35–53. [Google Scholar] [CrossRef]
- Bernal-Conesa, J.A.; de Nieves Nieto, C.; Briones-Peñalver, A.J. CSR Strategy in Technology Companies: Its Influence on Performance, Competitiveness and Sustainability. Corp. Soc. Responsib. Environ. Manag. 2017, 24, 96–107. [Google Scholar] [CrossRef]
- Rjiba, H.; Jahmane, A.; Abid, I. Corporate Social Responsibility and Firm Value: Guiding through Economic Policy Uncertainty. Finance Res. Lett. 2020, 35, 101553. [Google Scholar] [CrossRef]
- Franco, S.; Caroli, M.G.; Cappa, F.; Del Chiappa, G. Are You Good Enough? CSR, Quality Management and Corporate Financial Performance in the Hospitality Industry. Int. J. Hosp. Manag. 2020, 88, 102395. [Google Scholar] [CrossRef]
- Friedman, M. Social Responsibility of Business, the New York Times Magazine. September 1970, 13, 122–126. [Google Scholar]
- Jensen, M.C.; Meckling, W.H. Theory of the Firm: Managerial Behavior, Agency Costs and Ownership Structure. J. Financ. Econ. 1976, 3, 305–360. [Google Scholar] [CrossRef]
- Lee, S.; Park, S.-Y. Do Socially Responsible Activities Help Hotels and Casinos Achieve Their Financial Goals? Int. J. Hosp. Manag. 2009, 28, 105–112. [Google Scholar] [CrossRef]
- Kang, K.H.; Lee, S.; Huh, C. Impacts of Positive and Negative Corporate Social Responsibility Activities on Company Performance in the Hospitality Industry. Int. J. Hosp. Manag. 2010, 29, 72–82. [Google Scholar] [CrossRef]
- Inoue, Y.; Lee, S. Effects of Different Dimensions of Corporate Social Responsibility on Corporate Financial Performance in Tourism-Related Industries. Tour. Manag. 2011, 32, 790–804. [Google Scholar] [CrossRef]
- Saeidi, S.P.; Sofian, S.; Saeidi, P.; Saeidi, S.P.; Saaeidi, S.A. How Does Corporate Social Responsibility Contribute to Firm Financial Performance? The Mediating Role of Competitive Advantage, Reputation, and Customer Satisfaction. J. Bus. Res. 2015, 68, 341–350. [Google Scholar] [CrossRef]
- Giannarakis, G.; Konteos, G.; Zafeiriou, E.; Partalidou, X. The Impact of Corporate Social Responsibility on Financial Performance. Investig. Manag. Financ. Innov. 2016, 13, 171–182. [Google Scholar] [CrossRef]
- Fonseca, L.; Ferro, R.L. Does It Pay to Be Social Responsible? Portuguese SMEs Feedback. Intang. Cap. 2016, 12, 487–516. [Google Scholar] [CrossRef]
- Oh, S.; Hong, A.; Hwang, J. An Analysis of CSR on Firm Financial Performance in Stakeholder Perspectives. Sustainability 2017, 9, 1023. [Google Scholar] [CrossRef]
- Resmi, S.I.; Begum, N.N.; Hassan, M.M. Impact of CSR on Firm’s Financial Performance: A Study on Some Selected Agribusiness Industries of Bangladesh. Am. J. Econ. Financ. Manag. 2018, 4, 74–85. [Google Scholar]
- Okafor, A.; Adusei, M.; Adeleye, B.N. Corporate Social Responsibility and Financial Performance: Evidence from US Tech Firms. J. Clean. Prod. 2021, 292, 126078. [Google Scholar] [CrossRef]
- Orlitzky, M.; Schmidt, F.L.; Rynes, S.L. Corporate Social and Financial Performance: A Meta-Analysis. Organ. Stud. 2003, 24, 403–441. [Google Scholar] [CrossRef]
- Nelling, E.; Webb, E. Corporate Social Responsibility and Financial Performance: The “Virtuous Circle” Revisited. Rev. Quant. Financ. Account. 2009, 32, 197–209. [Google Scholar] [CrossRef]
- Surroca, J.A.; Aguilera, R.V.; Desender, K.; Tribó, J.A. Is Managerial Entrenchment Always Bad and Corporate Social Responsibility Always Good? A Cross-national Examination of Their Combined Influence on Shareholder Value. Strateg. Manag. J. 2020, 41, 891–920. [Google Scholar] [CrossRef]
- Lee, S.; Seo, K.; Sharma, A. Corporate Social Responsibility and Firm Performance in the Airline Industry: The Moderating Role of Oil Prices. Tour. Manag. 2013, 38, 20–30. [Google Scholar] [CrossRef]
- Theodoulidis, B.; Diaz, D.; Crotto, F.; Rancati, E. Exploring Corporate Social Responsibility and Financial Performance through Stakeholder Theory in the Tourism Industries. Tour. Manag. 2017, 62, 173–188. [Google Scholar] [CrossRef]
- Carlos, W.C.; Lewis, B.W. Strategic Silence: Withholding Certification Status as a Hypocrisy Avoidance Tactic. Adm. Sci. Q. 2018, 63, 130–169. [Google Scholar] [CrossRef]
- Park, S.-Y.; Lee, S. Financial Rewards for Social Responsibility: A Mixed Picture for Restaurant Companies. Cornell Hosp. Q. 2009, 50, 168–179. [Google Scholar] [CrossRef]
- Barnett, M.L.; Salomon, R.M. Does It Pay to Be Really Good? Addressing the Shape of the Relationship between Social and Financial Performance. Strateg. Manag. J. 2012, 33, 1304–1320. [Google Scholar] [CrossRef]
- Font, X.; Lynes, J. Corporate Social Responsibility for Sustainable Tourism; Routledge: Oxfordshire, UK, 2020. [Google Scholar]
- Jamali, D.; Safieddine, A.M.; Rabbath, M. Corporate Governance and Corporate Social Responsibility Synergies and Interrelationships. Corp. Gov. Int. Rev. 2008, 16, 443–459. [Google Scholar] [CrossRef]
- Brower, J.; Mahajan, V. Driven to Be Good: A Stakeholder Theory Perspective on the Drivers of Corporate Social Performance. J. Bus. Ethics 2013, 117, 313–331. [Google Scholar] [CrossRef]
- Bai, G. How Do Board Size and Occupational Background of Directors Influence Social Performance in For-Profit and Non-Profit Organizations? Evidence from California Hospitals. J. Bus. Ethics 2013, 118, 171–187. [Google Scholar] [CrossRef]
- Glass, C.; Cook, A.; Ingersoll, A.R. Do Women Leaders Promote Sustainability? Analyzing the Effect of Corporate Governance Composition on Environmental Performance. Bus. Strategy Environ. 2016, 25, 495–511. [Google Scholar] [CrossRef]
- Chams, N.; García-Blandón, J. Sustainable or Not Sustainable? The Role of the Board of Directors. J. Clean. Prod. 2019, 226, 1067–1081. [Google Scholar] [CrossRef]
- Al-Dhaimesh, O.H. The Effect of Sustainability Accounting Disclosures on Financial Performance: An Empirical Study on the Jordanian Banking Sector. Banks Bank Syst. 2019, 14, 1. [Google Scholar] [CrossRef]
- Pivato, S.; Misani, N.; Tencati, A. The Impact of Corporate Social Responsibility on Consumer Trust: The Case of Organic Food. Bus. Ethics Eur. Rev. 2008, 17, 3–12. [Google Scholar] [CrossRef]
- Booth, L.; Aivazian, V.; Demirguc-Kunt, A.; Maksimovic, V. Capital Structures in Developing Countries. J. Financ. 2001, 56, 87–130. [Google Scholar] [CrossRef]
- Youn, H.; Hua, N.; Lee, S. Does Size Matter? Corporate Social Responsibility and Firm Performance in the Restaurant Industry. Int. J. Hosp. Manag. 2015, 51, 127–134. [Google Scholar] [CrossRef]
- Rhou, Y.; Singal, M.; Koh, Y. CSR and Financial Performance: The Role of CSR Awareness in the Restaurant Industry. Int. J. Hosp. Manag. 2016, 57, 30–39. [Google Scholar] [CrossRef]
- Lee, E.M.; Park, S.-Y.; Lee, H.J. Employee Perception of CSR Activities: Its Antecedents and Consequences. J. Bus. Res. 2013, 66, 1716–1724. [Google Scholar] [CrossRef]
- Park, H.; Lee, P.; Park, Y.W. Information Asymmetry and the Effect of Financial Openness on Firm Growth and Wage in Emerging Markets. Int. Rev. Econ. Financ. 2020, 69, 901–916. [Google Scholar] [CrossRef]
- Yoo, C.; Yeon, J.; Lee, S. Beyond “Good Company”: The Mediating Role of Innovation in the Corporate Social Responsibility and Corporate Firm Performance Relationship. Int. J. Contemp. Hosp. Manag. 2022, 34, 3677–3696. [Google Scholar] [CrossRef]
- Freeman, R.E.; Reed, D.L. Stockholders and Stakeholders: A New Perspective on Corporate Governance. Calif. Manag. Rev. 1983, 25, 88–106. [Google Scholar] [CrossRef]
- Perrini, F. SMEs and CSR Theory: Evidence and Implications from an Italian Perspective. J. Bus. Ethics 2006, 67, 305–316. [Google Scholar] [CrossRef]
- Sen, S.; Cowley, J. The Relevance of Stakeholder Theory and Social Capital Theory in the Context of CSR in SMEs: An Australian Perspective. J. Bus. Ethics 2013, 118, 413–427. [Google Scholar] [CrossRef]
- Friedman, M. Capitalism and Freedom; The University of Chicago Press: Chicago, IL, USA, 1962. [Google Scholar]
- McWilliams, A.; Siegel, D. Corporate Social Responsibility: A Theory of the Firm Perspective. Acad. Manag. Rev. 2001, 26, 117. [Google Scholar] [CrossRef]
- Diamond, D.W. Optimal Release of Information By Firms. J. Financ. 1985, 40, 1071–1094. [Google Scholar] [CrossRef]
- Santos, E.; Lisboa, I.; Eugénio, T. The Financial Performance of Family versus Non-Family Firms Operating in Nautical Tourism. Sustainability 2022, 14, 1693. [Google Scholar] [CrossRef]
- Santos, E.; Lisboa, I.; Crespo, C.; Moreira, J.; Eugenio, T. Evaluating Economic Sustainability of Nautical Tourism Through Brand Equity and Corporate Performance. In Transcending Borders in Tourism Through Innovation and Cultural Heritage; Katsoni, V., Şerban, A.C., Eds.; Springer Proceedings in Business and Economics; Springer International Publishing: Cham, Switzerland, 2022; pp. 105–118. [Google Scholar] [CrossRef]
- Moneva, J.M.; Bonilla-Priego, M.J.; Ortas, E. Corporate Social Responsibility and Organisational Performance in the Tourism Sector. J. Sustain. Tour. 2020, 28, 853–872. [Google Scholar] [CrossRef]
- Lyssimachou, D.; Bilinski, P. Does Corporate Social Responsibility Affect the Institutional Ownership of Firms in the Hospitality and Tourism Industry? Tour. Econ. 2023, 29, 853–879. [Google Scholar] [CrossRef]
- Han, J.-J.; Kim, H.J.; Yu, J. Empirical Study on Relationship between Corporate Social Responsibility and Financial Performance in Korea. Asian J. Sustain. Soc. Responsib. 2016, 1, 61–76. [Google Scholar] [CrossRef]
- Hull, C.E.; Rothenberg, S. Firm Performance: The Interactions of Corporate Social Performance with Innovation and Industry Differentiation. Strateg. Manag. J. 2008, 29, 781–789. [Google Scholar] [CrossRef]
- Khémiri, W.; Alsulami, F. Corporate Social Responsibility Disclosure and Islamic Bank Stability in GCC Countries: Do Governance Practices Matter? Cogent Bus. Manag. 2023, 10, 2260559. [Google Scholar] [CrossRef]
- Khémiri, W.; Noubbigh, H. Does Sub-Saharan Africa Overinvest? Evidence from a Panel of Non-Financial Firms. Q. Rev. Econ. Financ. 2020, 77, 118–130. [Google Scholar] [CrossRef]
- Abdi, Y.; Li, X.; Càmara-Turull, X. Exploring the Impact of Sustainability (ESG) Disclosure on Firm Value and Financial Performance (FP) in Airline Industry: The Moderating Role of Size and Age. Environ. Dev. Sustain. 2022, 24, 5052–5079. [Google Scholar] [CrossRef]
- Farah, T.; Li, J.; Li, Z.; Shamsuddin, A. The Non-Linear Effect of CSR on Firms’ Systematic Risk: International Evidence. J. Int. Financ. Mark. Inst. Money 2021, 71, 101288. [Google Scholar] [CrossRef]
- Crifo, P.; Diaye, M.-A.; Pekovic, S. CSR Related Management Practices and Firm Performance: An Empirical Analysis of the Quantity–Quality Trade-off on French Data. Int. J. Prod. Econ. 2016, 171, 405–416. [Google Scholar] [CrossRef]
- Bowman, E.H.; Haire, M. A Strategic Posture toward Corporate Social Responsibility. Calif. Manag. Rev. 1975, 18, 49–58. [Google Scholar] [CrossRef]
- Yeh, Y.-H. Corporate Governance and Family Succession: New Evidence from Taiwan. Pac.-Basin Financ. J. 2019, 57, 100967. [Google Scholar] [CrossRef]
- Deng, F.; Zhou, C. Sustainable Development of Corporate Governance in the Hospitality and Tourism Industry: The Evolution and the Future. Sustainability 2022, 14, 4286. [Google Scholar] [CrossRef]
- Krueger, G. Enterprise Restructuring and the Role of Managers in Russia: Case Studies of Firms in Transition; Routledge: London, UK, 2015. [Google Scholar]
- Masulis, R.W.; Reza, S.W. Agency Problems of Corporate Philanthropy. Rev. Financ. Stud. 2015, 28, 592–636. [Google Scholar] [CrossRef]
- Jensen, M. Value Maximisation, Stakeholder Theory, and the Corporate Objective Function. Eur. Financ. Manag. 2001, 7, 297–317. [Google Scholar] [CrossRef]
- Unerman, J.; Bennett, M. Increased Stakeholder Dialogue and the Internet: Towards Greater Corporate Accountability or Reinforcing Capitalist Hegemony? Account. Organ. Soc. 2004, 29, 685–707. [Google Scholar] [CrossRef]
- Ntim, C.G.; Lindop, S.; Thomas, D.A. Corporate Governance and Risk Reporting in South Africa: A Study of Corporate Risk Disclosures in the Pre-and Post-2007/2008 Global Financial Crisis Periods. Int. Rev. Financ. Anal. 2013, 30, 363–383. [Google Scholar] [CrossRef]
- Dakhli, A. The Impact of Corporate Social Responsibility on Firm Financial Performance: Does Audit Quality Matter? J. Appl. Account. Res. 2022, 23, 950–976. [Google Scholar] [CrossRef]
- Hillier, D.; Pindado, J.; de Queiroz, V.; de la Torre, C. The Impact of Country-Level Corporate Governance on Research and Development. J. Int. Bus. Stud. 2011, 42, 76–98. [Google Scholar] [CrossRef]
- Gugler, K.; Mueller, D.C.; Yurtoglu, B.B. Corporate Governance and the Returns on Investment. J. Law Econ. 2004, 47, 589–633. [Google Scholar] [CrossRef]
- Pindado, J.; de Queiroz, V.; de la Torre, C. How Do Country-Level Governance Characteristics Impact the Relationship between R&D and Firm Value? RD Manag. 2015, 45, 515–526. [Google Scholar] [CrossRef]
- Peng, M.W.; Wang, D.Y.L.; Jiang, Y. An Institution-Based View of International Business Strategy: A Focus on Emerging Economies. J. Int. Bus. Stud. 2008, 39, 920–936. [Google Scholar] [CrossRef]
- Alam, A.; Uddin, M.; Yazdifar, H.; Shafique, S.; Lartey, T. R&D Investment, Firm Performance and Moderating Role of System and Safeguard: Evidence from Emerging Markets. J. Bus. Res. 2020, 106, 94–105. [Google Scholar]
- Yang, Y.; Jiang, Y. Buyer-Supplier CSR Alignment and Firm Performance: A Contingency Theory Perspective. J. Bus. Res. 2023, 154, 113340. [Google Scholar] [CrossRef]
- DasGupta, R.; Roy, A. Firm Environmental, Social, Governance and Financial Performance Relationship Contradictions: Insights from Institutional Environment Mediation. Technol. Forecast. Soc. Chang. 2023, 189, 122341. [Google Scholar] [CrossRef]
- Bokhari, S.A.A.; Ali, M.; Albort-Morant, G.; Latan, H.; de Sousa Jabbour, A.B.L.; Ullah, S.; Salam, M.A.; Vo-Thanh, T. Bridging the Gap: The Moderating Roles of Institutional Quality and Compliance on the Link between CSR and Financial Performance. J. Clean. Prod. 2023, 404, 136897. [Google Scholar] [CrossRef]
- Lee, K.W.; Thong, T.Y. Board Gender Diversity, Firm Performance and Corporate Financial Distress Risk: International Evidence from Tourism Industry. Equal. Divers. Incl. Int. J. 2023, 42, 530–550. [Google Scholar] [CrossRef]
- Uyar, A.; Kilic, M.; Koseoglu, M.A.; Kuzey, C.; Karaman, A.S. The Link among Board Characteristics, Corporate Social Responsibility Performance, and Financial Performance: Evidence from the Hospitality and Tourism Industry. Tour. Manag. Perspect. 2020, 35, 100714. [Google Scholar] [CrossRef]
- Koseoglu, M.A.; Uyar, A.; Kilic, M.; Kuzey, C.; Karaman, A.S. Exploring the Connections among CSR Performance, Reporting, and External Assurance: Evidence from the Hospitality and Tourism Industry. Int. J. Hosp. Manag. 2021, 94, 102819. [Google Scholar] [CrossRef]
- Blundell, R.; Bond, S. Initial Conditions and Moment Restrictions in Dynamic Panel Data Models. J. Econom. 1998, 87, 115–143. [Google Scholar] [CrossRef]
- Lin, W.L.; Yip, N.; Ho, J.A.; Sambasivan, M. The Adoption of Technological Innovations in a B2B Context and Its Impact on Firm Performance: An Ethical Leadership Perspective. Ind. Mark. Manag. 2020, 89, 61–71. [Google Scholar] [CrossRef]
- Attia, E.F.A. Evaluating the Effectiveness of Corporate Governance Mechanisms and External Audit on Earnings Management: Empirical Study of Companies Listed in the Egyptian Stock Market. Doctoral, University of Huddersfield. 2020. Available online: https://www.hud.ac.uk/news/ (accessed on 24 October 2023).
- Liao, S.; Liu, Z.; Zhang, S. Technology Innovation Ambidexterity, Business Model Ambidexterity, and Firm Performance in Chinese High-Tech Firms. Asian J. Technol. Innov. 2018, 26, 325–345. [Google Scholar] [CrossRef]
- Boubakri, N.; El Ghoul, S.; Guedhami, O.; Wang, H.H. Corporate Social Responsibility in Emerging Market Economies: Determinants, Consequences, and Future Research Directions. Emerg. Mark. Rev. 2021, 46, 100758. [Google Scholar] [CrossRef]
- Yoon, B.; Chung, Y. The Effects of Corporate Social Responsibility on Firm Performance: A Stakeholder Approach. J. Hosp. Tour. Manag. 2018, 37, 89–96. [Google Scholar] [CrossRef]
- Gompers, P.; Ishii, J.; Metrick, A. Corporate Governance and Equity Prices*. Q. J. Econ. 2003, 118, 107–156. [Google Scholar] [CrossRef]
- Bebchuk, L.A.; Cohen, A. The Costs of Entrenched Boards. J. Financ. Econ. 2005, 78, 409–433. [Google Scholar] [CrossRef]
- Cremers, K.J.M.; Nair, V.B. Governance Mechanisms and Equity Prices. J. Financ. 2005, 60, 2859–2894. [Google Scholar] [CrossRef]
- Brown, L.D.; Caylor, M.L. Corporate Governance and Firm Valuation. J. Account. Public Policy 2006, 25, 409–434. [Google Scholar] [CrossRef]
- Jiang, W.; Lee, P.; Anandarajan, A. The Association between Corporate Governance and Earnings Quality: Further Evidence Using the GOV-Score. Adv. Account. 2008, 24, 191–201. [Google Scholar] [CrossRef]
- Karim, A.E.; Albitar, K.; Elmarzouky, M. A Novel Measure of Corporate Carbon Emission Disclosure, the Effect of Capital Expenditures and Corporate Governance. J. Environ. Manag. 2021, 290, 112581. [Google Scholar] [CrossRef]
- Kaufmann, D.; Kraay, A.; Mastruzzi, M. The Worldwide Governance Indicators: Methodology and Analytical Issues. Hague J. Rule Law 2011, 3, 220–246. [Google Scholar] [CrossRef]
- Berger, A.N.; Bonaccorsi di Patti, E. Capital Structure and Firm Performance: A New Approach to Testing Agency Theory and an Application to the Banking Industry. J. Bank. Financ. 2006, 30, 1065–1102. [Google Scholar] [CrossRef]
- Khémiri, W.; Noubbigh, H. Joint Analysis of the Non-Linear Debt-Growth Nexus and Capital Account Liberalization: New Evidence from Sub-Saharan Region. Q. Rev. Econ. Financ. 2021, 80, 614–626. [Google Scholar] [CrossRef]
- Attia, E.F.; Ismail, T.H.; Mehafdi, M. Impact of Board of Directors Attributes on Real-Based Earnings Management: Further Evidence from Egypt. Future Bus. J. 2022, 8, 56. [Google Scholar] [CrossRef]
- Breusch, T.S.; Pagan, A.R. The Lagrange Multiplier Test and Its Applications to Model Specification in Econometrics. Rev. Econ. Stud. 1980, 47, 239–253. [Google Scholar] [CrossRef]
- Pesaran, M.H. General Diagnostic Tests for Cross Section Dependence in Panels, Rochester, NY USA. 1 August 2004. Available online: https://m.dhdoulas.com/de/publications/dp/1240/general-diagnostic-tests-for-cross-section-dependence-in-panels (accessed on 24 October 2023).
- Pesaran, M.H.; Ullah, A.; Yamagata, T. A Bias-adjusted LM Test of Error Cross-section Independence. Econom. J. 2008, 11, 105–127. [Google Scholar] [CrossRef]
- Levin, A.; Lin, C.-F.; James Chu, C.-S. Unit Root Tests in Panel Data: Asymptotic and Finite-Sample Properties. J. Econom. 2002, 108, 1–24. [Google Scholar] [CrossRef]
- Im, K.S.; Pesaran, M.H.; Shin, Y. Testing for Unit Roots in Heterogeneous Panels. J. Econom. 2003, 115, 53–74. [Google Scholar] [CrossRef]
- Choi, I. Unit Root Tests for Panel Data. J. Int. Money Financ. 2001, 20, 249–272. [Google Scholar] [CrossRef]
- Lind, J.T.; Mehlum, H. With or Without U? The Appropriate Test for a U-Shaped Relationship*: Practitioners’ Corner. Oxf. Bull. Econ. Stat. 2010, 72, 109–118. [Google Scholar] [CrossRef]
- Tugcu, C.T.; Tiwari, A.K. Does Renewable and/or Non-Renewable Energy Consumption Matter for Total Factor Productivity (TFP) Growth? Evidence from the BRICS. Renew. Sustain. Energy Rev. 2016, 65, 610–616. [Google Scholar] [CrossRef]
- Lim, H.; Kim, J.; Jo, H.-H. Population Age Structure and Greenhouse Gas Emissions from Road Transportation: A Panel Cointegration Analysis of 21 OECD Countries. Int. J. Environ. Res. Public Health 2020, 17, 7734. [Google Scholar] [CrossRef]
- Menegaki, A. Chapter 8—Ways of Treatment of Cross-Sectional Dependence in the Energy-Growth Nexus and the X-Variable Growth Nexus. In A Guide to Econometrics Methods for the Energy-Growth Nexus; Menegaki, A., Ed.; Academic Press: Cambridge, MA, USA, 2021; pp. 161–178. [Google Scholar] [CrossRef]
Country | CSR Data Availability |
---|---|
Australia | 9 |
Brazil | 1 |
Canada | 6 |
Chile | 1 |
China | 2 |
France | 3 |
Germany | 5 |
Greece | 1 |
Hong Kong | 12 |
Ireland | 2 |
Italy | 1 |
Japan | 16 |
Malaysia | 4 |
New Zealand | 1 |
Philippines | 1 |
Singapore | 3 |
South Africa | 4 |
South Korea | 2 |
Spain | 3 |
Sweden | 1 |
Switzerland | 1 |
Taiwan | 3 |
Thailand | 1 |
Turkey | 1 |
United Kingdom | 21 |
United States | 36 |
Total | 141 |
Variables | Definitions | Acronyms | Source |
---|---|---|---|
Dependent variables | |||
Return on assets | Ratio of Operating Income/Total Assets | ROA | Refinitiv Eikon |
Return on equity | Ratio of Net Income/Stockholders Equity | ROE | Refinitiv Eikon |
Tobin’s Q | Ratio of the product of a firm’s stock price and the number of outstanding common shares (MVE) plus the liquidating value of outstanding preferred stock (PS) plus the value of short-term liabilities minus short-term assets plus the value of long-term assets and inventories (DEBT) divided by the book value of total assets (TA) | Q | Refinitiv Eikon |
Independent variable | |||
Corporate social responsibility | Economic, Social and Governance Responsibility score | CSR | Refinitiv Eikon (Asset4) |
Moderator variables | |||
Corporate governance index | Composite variable using PCA | GSS | Refinitiv Eikon and authors’ own calculations |
Board size | Number of directors on the board | BS | Refinitiv Eikon |
Board independent | Percentage of non-executive directors of all directors on the board | BI | Refinitiv Eikon |
CEO duality | Dummy variable, take one if a firm’s CEO chairs the board simultaneously, zero otherwise | CEO | Refinitiv Eikon |
Gender diversification | Percentage of female directors of all directors on the board | GD | Refinitiv Eikon |
Institutional quality | Composite variable using PCA | IQ | [91] and authors’ own calculations |
Control variables | |||
Leverage | Total debt over total assets | LEV | Refinitiv Eikon |
Firm size | Natural logarithm of firm’s total assets | SIZE | Refinitiv Eikon |
Inflation rate | Consumer prices index (annual %) | INF | WDI, Word Bank |
GDP growth | GDP growth rate (annual %) (gross domestic product growth rate (at constant 2015 prices)) | GDP | WDI, Word Bank |
Tests | Model (1) | Model (2) | Model (3) | |||
---|---|---|---|---|---|---|
Statistic | Prob. | Statistic | Prob. | Statistic | Prob. | |
Breusch–Pagan LM | 14.133 | 0.832 | 11.230 | 0.557 | 14.243 | 0.653 |
Pesaran scaled LM | −1.751 | 0.189 | 0.873 | 0.243 | −0.473 | 0.256 |
Pesaran CD | 0.083 | 0.721 | −1.356 | 0.147 | 1.073 | 0.093 |
Variables | LLC | IPS | ADF |
---|---|---|---|
Level | Level | Level | |
ROE | −22.919 *** | −11.152 *** | 303.298 *** |
(0.000) | (0.000) | (0.000) | |
ROA | −15.7750 *** | −11.410 *** | 325.558 *** |
(0.000) | (0.000) | (0.000) | |
Q | -9.627 *** | −10.966 *** | 496.541 *** |
(0.000) | (0.000) | (0.000) | |
CSR | −33.185 *** | −8.889 *** | 516.350 *** |
(0.000) | (0.000) | (0.000) | |
CGS | −14.4409 *** | −5.035 *** | 437.858 *** |
(0.000) | (0.000) | (0.000) | |
IQ | −426.302 *** | −29.829 *** | 565.424 *** |
(0.000) | (0.000) | (0.000) | |
LEV | −18.563 *** | −3.463 *** | 385.351 *** |
(0.000) | (0.000) | (0.000) | |
SIZE | −217.403 *** | −55.982 *** | 360.210 *** |
(0.000) | (0.000) | (0.000) | |
GDP | −69.951 *** | −15.051 *** | 664.722 *** |
(0.000) | (0.000) | (0.000) | |
INF | −27.201 *** | −5.0457 *** | 355.577 *** |
(0.000) | (0.000) | (0.000) |
Variable | Obs. | Mean | Std. Dev. | Min | Max | Skewness | Kurtosis | Normality Test |
---|---|---|---|---|---|---|---|---|
ROE (log) | 987 | 2.815 | −1.347 | 4.448 | 5.139 | −0.126 | 7.344 | 0.000 |
ROA (log) | 987 | 2.160 | 2.311 | 4.1412 | 3.852 | −0.481 | 4.044 | 0.000 |
Q (log) | 987 | 0.626 | 0.425 | −4.605 | 2.690 | −1.344 | 10.013 | 0.000 |
CSR (log) | 987 | 3.873 | 3.223 | 1.552 | 4.551 | −0.621 | 2.012 | 0.000 |
GSS (log) | 987 | 3.9771 | 3.452 | 0.191 | 4.570 | −0.827 | 2.340 | 0.000 |
IQ (log) | 987 | 4.375 | 2.855 | 1.546 | 4.600 | 1.525 | 4.134 | 0.000 |
LEV (log) | 987 | 4.127 | 3.386 | 1.714 | 5.564 | −1.866 | 10.336 | 0.000 |
SIZE (log) | 987 | 3.076 | 0.358 | 2.871 | 3.198 | −1.079 | 2.857 | 0.000 |
GDP growth (log) | 987 | 0.940 | 0.818 | 2.212 | 3.269 | −0.790 | 6.455 | 0.000 |
INF (log) | 987 | 0.571 | 0.519 | 0.558 | 2.802 | 8.163 | 71.459 | 0.000 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) |
---|---|---|---|---|---|---|---|---|---|---|
(1) ROE | 1.000 | |||||||||
(2) ROA | 0.717 * | 1.000 | ||||||||
(3) Q | −0.057 | −0.176 * | 1.000 | |||||||
(4) CSR | 0.094 * | 0.062 | −0.019 | 1.000 | ||||||
(5) GSS | 0.168 * | 0.258 * | −0.414 * | 0.684 * | 1.000 | |||||
(6) IQ | −0.073 * | −0.030 | 0.002 | −0.418 * | −0.294 * | 1.000 | ||||
(7) LEV | 0.045 | −0.064 * | 0.257 * | 0.453 * | 0.244 * | −0.351 * | 1.000 | |||
(8) SIZE | 0.012 | −0.170 * | 0.061 | 0.272 * | 0.179 * | −0.157 * | 0.362 * | 1.000 | ||
(9) GDP | −0.034 | 0.010 | 0.059 | −0.334 * | −0.258 * | 0.448 * | −0.290 * | −0.153 * | 1.000 | |
(10) INF | −0.047 | −0.081 * | 0.347 * | 0.055 | −0.260 * | −0.104 * | 0.034 | −0.014 | −0.025 | 1.000 |
Model (1) | Model (2) | Model (3) | |
---|---|---|---|
CSR | 2.61 | 2.61 | 2.61 |
CGS | 2.30 | 2.30 | 2.30 |
SIZE | 1.45 | 1.45 | 1.45 |
IQ | 1.44 | 1.44 | 1.44 |
GDP | 1.31 | 1.31 | 1.31 |
INF | 1.22 | 1.22 | 1.22 |
LEV | 1.17 | 1.17 | 1.17 |
Mean VIF | 1.64 | 1.64 | 1.64 |
Variables | (1) | (2) | (3) |
---|---|---|---|
ROE | ROA | Q | |
ROEt−1 | 0.978 *** | ||
(0.011) | |||
ROAt−1 | 0.787 *** | ||
(0.011) | |||
Qt−1 | 0.509 *** | ||
(0.053) | |||
CSR | −0.421 *** | 0.393 *** | −0.272 *** |
(0.091) | (0.114) | (0.046) | |
CSR2 | 0.079 *** | −0.053 *** | 0.053 *** |
(0.015) | (0.017) | (0.007) | |
GSS | −0.076 *** | −0.080 *** | 0.028 *** |
(0.019) | (0.009) | (0.009) | |
LEV | −0.020 *** | −0.020 *** | 0.020 *** |
(0.001) | (0.001) | (0.001) | |
Size | −0.081 *** | 0.036 *** | 0.407 *** |
(0.007) | (0.007) | (0.054) | |
GDP | −0.056 *** | −0.061 *** | −0.019 *** |
(0.016) | (0.010) | (0.006) | |
Inflation | 0.171 | 0.207 *** | −0.153 |
(0.002) | (0.001) | (0.002) | |
Constant | 1.689 * | −0.911 ** | −1.002 *** |
(1.011) | (0.597) | (0.089) | |
Observations | 846 | 846 | 846 |
Number of firms | 141 | 141 | 141 |
Number of instruments | 137 | 134 | 134 |
AR (1) (p-value) | 0.014 | 0.002 | 0.000 |
AR (2) (p-value) | 0.076 | 0.089 | 0.105 |
Hansen test (p-value) | 0.567 | 0.496 | 0.327 |
Endogeneity tests | 0.000 | 0.000 | 0.000 |
Country-specific effects | YES | YES | YES |
Model (1) | Model (2) | Model (3) | ||||
---|---|---|---|---|---|---|
Group | Lower Bound | Upper Bound | Lower Bound | Upper Bound | Lower Bound | Upper Bound |
Interval | 1.551 | 4.551 | 1.551 | 4.551 | 1.551 | 4.551 |
Slope | −0.176 *** | 0.298 *** | 0.227 *** | −0.093 *** | −0.106 *** | 0.212 *** |
(−3.815) | (6.284) | (3.717) | −2.031) | (−4.212) | (11.608) | |
Overall test | ||||||
t-value | 5.95 0.000 2.665 | 2.03 0.021 3.680 | 4.21 0.000 2.554 | |||
p-value | ||||||
Extreme (inflexion) point |
Variables | (1) | (2) | (3) |
---|---|---|---|
ROE | ROA | Q | |
ROEt−1 | 1.020 *** | ||
(0.013) | |||
ROAt−1 | 0.973 *** | ||
(0.007) | |||
Qt−1 | 0.920 *** | ||
(0.006) | |||
CSR | −2.673 *** | −2.760 *** | 0.383 *** |
(0.409) | (0.256) | (0.092) | |
CSR2 | 0.449 *** | 0.440 *** | −0.047 *** |
(0.066) | (0.046) | (0.017) | |
GSS | −0.536 ** | −1.749 *** | 0.842 *** |
(0.270) | (0.133) | (0.060) | |
CSR X GSS | 0.313 ** | 0.985 *** | −0.474 *** |
(0.154) | (0.085) | (0.036) | |
CSR2 X GSS | −0.055 ** | −0.143 *** | 0.066 *** |
(0.023) | (0.013) | (0.005) | |
Leverage | −0.200 *** | −0.200 *** | 0.200 *** |
(0.011) | (0.012) | (0.002) | |
Size | −0.012 | −0.045 *** | 0.019 *** |
(0.010) | (0.005) | (0.004) | |
GDP | −0.066 *** | −0.043 *** | −0.025 *** |
(0.013) | (0.015) | (0.009) | |
Inflation | −0.008 | 0.009 * | −0.005 ** |
(0.008) | (0.005) | (0.002) | |
Constant | 13.412 *** | 6.749 *** | 0.565 *** |
(3.154) | (2.333) | (0.069) | |
Observations | 846 | 846 | 846 |
Number of firms | 141 | 141 | 141 |
Number of instruments | 124 | 131 | 137 |
AR (1) (p-value) | 0.018 | 0.003 | 0.000 |
AR (2) (p-value) | 0.071 | 0.047 | 0.214 |
Hansen test (p-value) | 0.317 | 0.562 | 0.878 |
Country specific effects | YES | YES | YES |
Variables | (1) | (2) | (3) |
---|---|---|---|
ROE | ROA | Q | |
ROEt−1 | 1.002 *** | ||
(0.009) | |||
ROAt−1 | 0.970 *** | ||
(0.003) | |||
Qt−1 | 0.977 *** | ||
(0.002) | |||
CSR | 0.865 ** | −1.285 *** | −1.462 *** |
(0.393) | (0.324) | (0.176) | |
CSR2 | −0.117 ** | 0.177 *** | 0.230 *** |
(0.058) | (0.044) | (0.027) | |
IQ | 3.597 *** | −3.720 *** | −2.506 *** |
(0.952) | (0.781) | (0.351) | |
CSR X IQ | −2.431 *** | 1.855 *** | 1.519 *** |
(0.580) | (0.437) | (0.228) | |
CSR2 X IQ | 0.354 *** | −0.257 *** | −0.241 *** |
(0.085) | (0.060) | (0.036) | |
LEV | −0.214 *** | −0.212 *** | 0.241 *** |
(0.017) | (0.013) | (0.011) | |
Size | −0.047 *** | −0.009 *** | 0.009 *** |
(0.005) | (0.002) | (0.003) | |
GDP | −0.025 *** | −0.031 *** | −0.017 *** |
(0.007) | (0.001) | (0.003) | |
Inflation | −0.112 ** | 0.014 | 0.011 *** |
(0.001) | (0.011) | (0.001) | |
Constant | −0.643 | 2.927 *** | 2.455 *** |
(0.620) | (0.576) | (0.271) | |
Observations | 846 | 846 | 846 |
Number of firms | 141 | 141 | 141 |
Number of instruments | 130 | 138 | 140 |
AR (1) (p-value) | 0.017 | 0.003 | 0.000 |
AR (2) (p-value) | 0.061 | 0.080 | 0.193 |
Hansen test (p-value) | 0.807 | 0.796 | 0.630 |
Country specific effects | YES | YES | YES |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) |
---|---|---|---|---|---|---|---|---|---|---|---|---|
ROE | ROA | Q | ||||||||||
BS | BI | CEO | GD | BS | BI | CEO | GD | BS | BI | CEO | GD | |
L.PER | 1.017 *** | 1.015 *** | 1.002 *** | 0.697 *** | 0.962 *** | 0.972 *** | 0.965 *** | 0.765 *** | 0.888 *** | 0.788 *** | 0.818 *** | 0.916 *** |
(0.012) | (0.014) | (0.016) | (0.026) | (0.006) | (0.013) | (0.009) | (0.029) | (0.007) | (0.012) | (0.010) | (0.004) | |
CSR | −1.536 *** | −1.690 *** | −1.123 *** | −0.888 *** | −0.989 *** | −0.863 *** | −0.767 *** | −1.148 *** | 0.816 *** | −0.322 ** | −0.337 *** | −0.175 * |
(0.288) | (0.172) | (0.185) | (0.324) | (0.104) | (0.114) | (0.088) | (0.244) | (0.125) | (0.132) | (0.114) | (0.102) | |
CSR2 | 0.179 *** | 0.263 *** | 0.178 *** | 0.1375 ** | 0.126 *** | 0.145 *** | 0.132 *** | 0.194 *** | −0.132*** | 0.067 *** | 0.064 *** | 0.036 ** |
(0.042) | (0.026) | (0.029) | (0.054) | (0.014) | (0.017) | (0.013) | (0.042) | (0.019) | (0.019) | (0.017) | (0.017) | |
IQ | −0.061 *** | −0.1650 | −0.022 | 0.108 | −0.037 *** | −0.414 *** | 0.172 *** | −0.173 ** | 0.786 ** | 0.257 *** | 0.191 *** | 0.132 *** |
(0.008) | (0.158) | (0.151) | (0.116) | (0.005) | (0.137) | (0.058) | (0.088) | (0.003) | (0.064) | (0.054) | (0.041) | |
CSR X IQ | 0.176 *** | 0.014 ** | −0.956 * | −0.011 *** | 0.128 *** | 0.018 *** | −0.440 * | 0.898 *** | −0.630 *** | −0.016 *** | −0.012 *** | −0.864 *** |
(0.036) | (0.006) | (0.056) | (0.004) | (0.017) | (0.005) | (0.002) | (0.003) | (0.001) | (0.002) | (0.002) | (0.001) | |
CSR2 X IQ | −0.105 *** | −0.141 *** | 0.120 *** | 0.131 *** | −0.123 *** | −0.019 *** | 0.323 *** | −0.111 *** | 0.174 *** | 0.170 *** | 0.147 *** | 0.941 *** |
(0.001) | (0.060) | (0.050) | (0.005) | (0.001) | (0.005) | (0.002) | (0.004) | (0.008) | (0.003) | (0.002) | (0.001) | |
Leverage | −0.102 | −0200 *** | −0.201 *** | −0.012 | −0.021 *** | −0.022 *** | −0.112 *** | −0.112 *** | 0.054 *** | 0.012 | 0.013 *** | 0.017 *** |
(0.101) | (0.052) | (0.001) | (0.011) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.117) | (0.001) | (0.001) | |
Size | −0.018 * | −0.036 *** | −0.037 *** | −0.053 *** | −0.035 *** | −0.040 *** | −0.053 *** | −0.066 *** | 0.018 *** | 0.055 *** | 0.048 *** | 0.021 *** |
(0.010) | (0.010) | (0.008) | (0.014) | (0.003) | (0.007) | (0.005) | (0.012) | (0.004) | (0.007) | (0.006) | (0.004) | |
GDP | −0.072 *** | −0.068 *** | −0.037 | −0.048 ** | −0.057 *** | −0.048 *** | −0.057 *** | −0.025 | −0.043 *** | −0.043 *** | −0.050 *** | −0.010 |
(0.010) | (0.018) | (0.024) | (0.020) | (0.016) | (0.018) | (0.020) | (0.016) | (0.009) | (0.009) | (0.009) | (0.007) | |
Inflation | −0.010 * | −0.002 | 0.008 | 0.003 | 0.001 | 0.006 | 0.007 | −0.007 | 0.020 *** | 0.016 *** | 0.004 | 0.010 *** |
(0.006) | (0.006) | (0.008) | (0.009) | (0.006) | (0.006) | (0.006) | (0.006) | (0.003) | (0.003) | (0.003) | (0.003) | |
Constant | 15.009 ** | 5.548 | −6.591 | 1.839 *** | 2.255 *** | −4.652 | 7.147 | 10.333 | 0.501 | 1.847 *** | −2.026 | 1.133 *** |
(6.826) | (6.878) | (9.055) | (0.585) | (0.861) | (6.592) | (6.550) | (6.608) | (0.755) | (0.377) | (3.291) | (0.304) | |
Observations | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 |
Number of firms | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 |
Number of instruments | 124 | 124 | 124 | 126 | 132 | 132 | 131 | 133 | 133 | 133 | 137 | 138 |
AR (1) (p-value) | 0.020 | 0.018 | 0.018 | 0.017 | 0.003 | 0.003 | 0.003 | 0.002 | 0.001 | 0.000 | 0.000 | 0.000 |
AR (2) (p-value) | 0.063 | 0.069 | 0.054 | 0.052 | 0.067 | 0.081 | 0.063 | 0.068 | 0.299 | 0.243 | 0.218 | 0.228 |
Hansen test (p-value) | 0.540 | 0.348 | 0.304 | 0.828 | 0.371 | 0.344 | 0.428 | 0.979 | 0.309 | 0.529 | 0.442 | 0.373 |
Country specific effects | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ROE | ROA | Q | ||||||||||||||||
VA | PS | GE | RQ | RL | CC | VA | PS | GE | RQ | RL | CC | VA | PS | GE | RQ | RL | CC | |
PERt−1 | 0.956 *** | 0.968 *** | 0.956 *** | 0.997 *** | 0.982 *** | 0.978 *** | 0.974 *** | 0.925 *** | 0.965 *** | 0.949 *** | 0.973 *** | 0.972 *** | 0.986 *** | 0.987 *** | 0.992 *** | 0.939 *** | 0.933 *** | 0.988 *** |
(0.017) | (0.009) | (0.015) | (0.008) | (0.007) | (0.005) | (0.005) | (0.007) | (0.008) | (0.009) | (0.006) | (0.005) | (0.001) | (0.001) | (0.003) | (0.003) | (0.003) | (0.003) | |
CSR | −2.334 *** | −1.507 *** | −1.319 *** | −1.096 *** | −1.102 *** | −1.085 *** | −0.395 *** | −0.660 *** | −0.852 *** | −0.659 *** | −0.432 *** | −0.551 *** | −0.234 *** | −0.180 *** | −0.400 *** | 0.429 *** | 0.258 ** | −0.330 *** |
(0.317) | (0.205) | (0.287) | (0.209) | (0.185) | (0.170) | (0.081) | (0.143) | (0.150) | (0.190) | (0.128) | (0.105) | (0.042) | (0.049) | (0.106) | (0.058) | (0.117) | (0.079) | |
CSR2 | 0.384 *** | 0.242 *** | 0.197 *** | 0.195 *** | 0.178 *** | 0.175 *** | 0.069 *** | 0.109 *** | 0.092 *** | 0.071 ** | 0.040 * | 0.058 *** | 0.046 *** | 0.025 *** | 0.036 * | −0.091 *** | −0.060 ** | 0.038 *** |
(0.047) | (0.036) | (0.045) | (0.033) | (0.031) | (0.027) | (0.013) | (0.022) | (0.024) | (0.035) | (0.023) | (0.017) | (0.006) | (0.007) | (0.018) | (0.010) | (0.024) | (0.014) | |
IQ | −2.334 *** | −1.507 *** | −1.319 *** | −1.096 *** | −1.101 *** | −1.085 *** | −0.395 *** | −0.660 *** | −0.852 *** | −0.659 *** | −0.432 *** | −0.551 *** | −0.234 *** | −0.180 *** | −0.400 *** | 0.429 *** | 0.258 ** | −0.330 *** |
(0.317) | (0.205) | (0.287) | (0.209) | (0.185) | (0.170) | (0.080) | (0.143) | (0.150) | (0.190) | (0.128) | (0.105) | (0.042) | (0.049) | (0.106) | (0.058) | (0.117) | (0.078) | |
CSR X IQ | 0.384 *** | 0.242 *** | 0.197 *** | 0.195 *** | 0.178 *** | 0.175 *** | 0.069 *** | 0.108 *** | 0.092 *** | 0.071 ** | 0.040 * | 0.058 *** | 0.046 *** | 0.025 *** | 0.036 * | −0.094 *** | −0.060 ** | 0.038 *** |
(0.047) | (0.036) | (0.045) | (0.033) | (0.032) | (0.026) | (0.013) | (0.022) | (0.024) | (0.035) | (0.023) | (0.017) | (0.006) | (0.007) | (0.018) | (0.001) | (0.024) | (0.013) | |
CSR2 X IQ | −0.471 | −0.090 ** | 0.222 | 0.039 | −0.137 *** | −0.134 *** | −0.267 *** | −0.374 * | −0.531 *** | −0.459 *** | −0.436 *** | −0.421 *** | −0.010 | 0.04592 | −0.238 *** | −0.883 *** | 0.595 *** | −0.152 *** |
(0.357) | (0.040) | (0.403) | (0.052) | (0.035) | (0.040) | (0.030) | (0.202) | (0.079) | (0.134) | (0.072) | (0.038) | (0.022) | (0.03196) | (0.033) | (0.176) | (0.151) | (0.019) | |
Leverage | −0.311 *** | −0.217 *** | −0.227 *** | −0.207 *** | −0.298 *** | −0.241 *** | −0.223 *** | −0.125 *** | −0.233 *** | −0.274 *** | −0.253 *** | −0.227 *** | 0.125 *** | 0.121 *** | 0.119 *** | 0.117 *** | 0.123 *** | 0.119 *** |
(0.017) | (0.011) | (0.014) | (0.012) | (0.078) | (0.023) | (0.019) | (0.013) | (0.016) | (0.019) | (0.011) | (0.018) | (0.011) | (0.012) | (0.014) | (0.013) | (0.011) | (0.011) | |
Size | −0.064 *** | −0.048 *** | −0.041 *** | −0.058 *** | −0.042 *** | −0.043 *** | −0.027 *** | −0.043 *** | −0.034 *** | −0.040 *** | −0.028 *** | −0.041 *** | −0.011 *** | −0.003 | 0.000 | 0.017 *** | 0.013 *** | 0.003 |
(0.011) | (0.005) | (0.009) | (0.006) | (0.004) | (0.004) | (0.004) | (0.006) | (0.006) | (0.008) | (0.006) | (0.004) | (0.002) | (0.003) | (0.003) | (0.003) | (0.002) | (0.002) | |
GDP | −0.040 *** | −0.015 *** | −0.050 *** | −0.033 *** | −0.015 *** | −0.012 *** | −0.033 *** | −0.022 | −0.019 *** | −0.069 *** | −0.022 *** | −0.016 *** | −0.017 *** | 0.003 | −0.003 ** | −0.007 | −0.008 | −0.006 *** |
(0.015) | (0.004) | (0.018) | (0.003) | (0.005) | (0.004) | (0.004) | (0.017) | (0.005) | (0.011) | (0.004) | (0.003) | (0.002) | (0.002) | (0.002) | (0.009) | (0.010) | (0.002) | |
Inflation | 0.050 | −0.101 *** | 0.061 | −0.078 *** | −0.013 *** | −0.017 *** | −0.024 | 0.081 * | 0.023 | 0.072 | 0.043 | 0.082 | 0.417 *** | 0.409 *** | 0.392 *** | −0.411 *** | 0.397 | 0.395 *** |
(0.041) | (0.001) | (0.005) | (0.004) | (0.007) | (0.001) | (0.031) | (0.047) | (0.242) | (0.611) | (0.234) | (0.147) | (0.007) | (0.004) | (0.003) | (0.023) | (0.304) | (0.007) | |
Constant | −2.656 | 3.006 *** | −3.553 | 2.227 *** | 2.313 *** | 2.259 *** | 1.125 *** | −6.900 | 2.581 *** | 2.111 *** | 1.668 *** | 1.926 *** | 0.467 *** | 0.305 *** | 0.992 *** | 3.977 ** | −1.116 | 0.685 *** |
(5.203) | (0.275) | (4.923) | (0.324) | (0.286) | (0.276) | (0.126) | (5.066) | (0.288) | (0.533) | (0.210) | (0.182) | (0.083) | (0.085) | (0.148) | (1.941) | (1.326) | (0.110) | |
Observations | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 | 846 |
Number of firms | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 | 141 |
Number of instruments | 125 | 126 | 125 | 126 | 128 | 128 | 137 | 136 | 132 | 131 | 132 | 132 | 137 | 137 | 137 | 139 | 139 | 137 |
AR (1) (p-value) | 0.016 | 0.017 | 0.017 | 0.017 | 0.016 | 0.016 | 0.003 | 0.003 | 0.003 | 0.003 | 0.003 | 0.003 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.001 |
AR (2) (p-value) | 0.068 | 0.061 | 0.062 | 0.063 | 0.061 | 0.061 | 0.086 | 0.087 | 0.082 | 0.071 | 0.082 | 0.081 | 0.195 | 0.160 | 0.163 | 0.056 | 0.124 | 0.175 |
Hansen test (p-value) | 0.249 | 0.731 | 0.241 | 0.829 | 0.611 | 0.628 | 0.613 | 0.448 | 0.608 | 0.275 | 0.660 | 0.635 | 0.526 | 0.688 | 0.648 | 0.791 | 0.779 | 0.626 |
Country specific effects | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
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Attia, E.F.; Tobar, R.; Fouad, H.F.; Ezz Eldeen, H.H.; Chafai, A.; Khémiri, W. The Nonlinear Relationship between Corporate Social Responsibility and Hospitality and Tourism Corporate Financial Performance: Does Governance Matter? Sustainability 2023, 15, 15931. https://doi.org/10.3390/su152215931
Attia EF, Tobar R, Fouad HF, Ezz Eldeen HH, Chafai A, Khémiri W. The Nonlinear Relationship between Corporate Social Responsibility and Hospitality and Tourism Corporate Financial Performance: Does Governance Matter? Sustainability. 2023; 15(22):15931. https://doi.org/10.3390/su152215931
Chicago/Turabian StyleAttia, Eman Fathi, Rewayda Tobar, Heba Farid Fouad, Hamsa Hany Ezz Eldeen, Ahmed Chafai, and Wafa Khémiri. 2023. "The Nonlinear Relationship between Corporate Social Responsibility and Hospitality and Tourism Corporate Financial Performance: Does Governance Matter?" Sustainability 15, no. 22: 15931. https://doi.org/10.3390/su152215931
APA StyleAttia, E. F., Tobar, R., Fouad, H. F., Ezz Eldeen, H. H., Chafai, A., & Khémiri, W. (2023). The Nonlinear Relationship between Corporate Social Responsibility and Hospitality and Tourism Corporate Financial Performance: Does Governance Matter? Sustainability, 15(22), 15931. https://doi.org/10.3390/su152215931