Submitted:
09 January 2025
Posted:
09 January 2025
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Abstract
Keywords:
1. Introduction
2. Literature Review and Hypotheses Development
2.1. A Review of Prior Studies
2.2. Theoretical Review
2.3. Hypotheses Development
3. Materials and Methods
4. Empirical Analysis Results
4.1. Descriptive Correlation Statistics
| Variable | SA | ENI | SOI | GOI | IAE | SI | R&D | ASP | FAGE | FSIZE | ATYPE | LEV |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SA | 1.000 | |||||||||||
| ENI | 0.312* | 1.000 | ||||||||||
| SOI | 0.218* | 0.298** | 1.000 | |||||||||
| GOI | 0.374** | 0.215* | 0.276** | 1.000 | ||||||||
| IAE | 0.406** | 0.267** | 0.355** | 0.383** | 1.000 | |||||||
| SI | 0.429** | 0.324** | 0.396** | 0.401** | 0.429** | 1.000 | ||||||
| R&D | 0.321** | 0.299* | 0.187 | 0.258** | 0.392** | 0.548** | 1.000 | |||||
| ASP | 0.351** | 0.202* | 0.311** | 0.364** | 0.387** | 0.359** | 0.276** | 1.000 | ||||
| FAGE | 0.167 | 0.090 | 0.063 | 0.105 | 0.124 | 0.182* | 0.092 | 0.155 | 1.000 | |||
| FSIZE | 0.266* | 0.111 | 0.205* | 0.115 | 0.286** | 0.296** | 0.108 | 0.289** | 0.198* | 1.000 | ||
| ATYPE | 0.081 | 0.105 | 0.042 | 0.136 | 0.158 | 0.104 | 0.116 | 0.081 | 0.129 | 0.162 | 1.000 | |
| LEV | 0.041 | 0.026 | 0.054 | 0.043 | 0.038 | 0.066 | 0.041 | 0.093 | 0.045 | 0.032 | 0.022 | 1.000 |
4.2. Assessment of Measurement Model
4.3. Assessment of Structure Model
5. Discussion
6. Conclusions and Implications
6.1. Theoretical Contribution
6.2. Research Implication
6.3. Research Limitations
6.4. Suggestions for Further Studies
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Appendix Table A: Questionnaire
| Category | Criteria | Response |
|---|---|---|
| Gender | Male | [ ] |
| Female | [ ] | |
| I prefer not to say | [ ] | |
| Job Title | Chairman of Board | [ ] |
| Chief Executive Officer (CEO) | [ ] | |
| Manager Head of Department | [ ] | |
| Financial Manager | [ ] | |
| Internal Auditor | [ ] | |
| External Auditor | [ ] | |
| Accountant | [ ] | |
| Other (Please specify): ___________ | [ ] | |
| Educational Qualification | Diploma | [ ] |
| Graduate Degree (Bachelor’s) | [ ] | |
| Post-Graduate Degree (Master’s/PhD) | [ ] | |
| Professional Qualification (e.g., CPA, CIA) | [ ] | |
| Other (Please specify): ___________ | [ ] | |
| Work Experience (Years) | 1 to 5 years | [ ] |
| 6 to 10 years | [ ] | |
| 11 to 15 years | [ ] | |
| Above 15 years | [ ] |
| Item | Statement | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
|---|---|---|---|---|---|---|---|---|
| SA1 | The organisation systematically conducts sustainability audits to evaluate environmental performance. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SA2 | Sustainability audits identify and address gaps in social responsibility practices. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SA3 | Insights from sustainability audits are integrated into organisational strategic and operational plans. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SA4 | Sustainability audits ensure compliance with applicable environmental and social regulations. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SA5 | The organisation’s sustainability audit processes are transparent and accessible to stakeholders. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SA6 | Audit recommendations contribute to measurable improvements in the organisation’s environmental footprint. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SA7 | Actionable steps based on audit findings are consistently implemented to promote sustainability goals. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| Item | Statement | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
|---|---|---|---|---|---|---|---|---|
| SI1 | The organisation fosters a culture of innovation to address sustainability challenges. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SI2 | Sustainable innovation is explicitly integrated into the organisation’s strategic objectives. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SI3 | Investments in R&D specifically target the development of sustainable practices and technologies. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SI4 | Employees are actively encouraged and rewarded for contributing innovative sustainability solutions. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SI5 | The organisation’s sustainability initiatives lead to quantifiable improvements in ESG metrics. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| SI6 | Collaborative partnerships with external stakeholders promote innovative sustainability projects. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| Item | Statement | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
|---|---|---|---|---|---|---|---|---|
| IAE1 | The internal audit function operates independently and transparently, free from external influence. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| IAE2 | Auditors possess specialised knowledge and skills necessary to address sustainability-related risks. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| IAE3 | The audit team is equipped with adequate resources, including personnel and technology. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| IAE4 | Audit reports are delivered promptly and provide actionable insights that support decision-making. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| IAE5 | Management effectively implements the recommendations provided in internal audit reports. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| IAE6 | The internal audit function actively mitigates risks and ensures compliance with sustainability policies. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| IAE7 | Continuous improvements in audit processes align with the organisation’s long-term sustainability goals. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| Item | Statement | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
|---|---|---|---|---|---|---|---|---|
| ASP1 | The audit standards and principles are comprehensive and address all critical aspects of ESG practices. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| ASP2 | Regular updates to audit standards ensure alignment with global best practices and regulations. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| ASP3 | The organisation’s audit framework integrates sustainability objectives into core auditing principles. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| ASP4 | Comprehensive training equips auditors with knowledge of updated standards and emerging ESG trends. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| ASP5 | Adherence to defined audit principles enhances the efficiency and credibility of audit practices. | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| Please provide any additional comments or insights related to your organisation’s internal audit effectiveness, sustainable innovation, and sustainability auditing practices. Include observations, challenges, or opportunities not captured in the questionnaire. Open Text Area: |
| ____________________________________________________________________________ |
| ______________________________________________________________________________ |
| ______________________________________________________________________________ |
References
- Abuazza, W.O.; Mihret, D.G.; James, K.; Best, P. The perceived scope of the internal audit function in Libyan public enterprises. Managerial Auditing Journal 2015, 30, 560–581. [Google Scholar] [CrossRef]
- Adams, C.A.; McNicholas, P. Making a difference: Sustainability reporting, accountability and organisational change. Accounting Auditing & Accountability Journal 2007, 20, 382–402. [Google Scholar]
- Ahmad, H.N.; Othman, R.; Othman, R.; Jusoff, K. The effectiveness of internal audit in Malaysian public sector. Journal of Modern Accounting & Auditing 2009, 5, 53–62. [Google Scholar]
- Alsayegh, M.F.; Abdul Rahman, R.; Homayoun, S. Corporate economic, environmental, and social sustainability performance transformation through ESG disclosure. Sustainability 2020, 12, 3910. [Google Scholar] [CrossRef]
- Arena, M.; Azzone, G. Internal audit in Italian organizations: A multiple case study. Managerial Auditing Journal 2006, 21, 275–292. [Google Scholar] [CrossRef]
- Arena, M.; Azzone, G. Identifying organisational drivers of internal audit effectiveness. International Journal of Auditing 2009, 13, 43–60. [Google Scholar] [CrossRef]
- Belur, J.; Tompson, L.; Thornton, A.; Simon, M. Interrater reliability in systematic review methodology: Exploring variation in coder decision-making. Sociological Methods & Research 2021, 50, 837–865. [Google Scholar] [CrossRef]
- Boyd, C.M.; Darer, J.; Boult, C.; Fried, L.P.; Boult, L.; Wu, A.W. Clinical practice guidelines and quality of care for older patients with multiple comorbid diseases: Implications for pay for performance. JAMA 2005, 294, 716–724. [Google Scholar] [CrossRef]
- Braun, R.; Starkbaum, J. Stakeholders in Research and Innovation: Towards Responsible Governance. In Putting Responsible Research and Innovation into Practice (pp. 229–247). Library of Ethics and Applied Philosophy 2023, 40. [CrossRef]
- Brilliant, D.; Foley, L.; Egan, D.; Prince, D.; Rushforth, J.; Stewart, D.; Wynne, A. Report: Guidance on internal audit – exposure draft. Managerial Auditing Journal 1997, 12, 358–374. [Google Scholar]
- Corazza, L.; Truant, E.; Scagnelli, S.D.; Mio, C. Sustainability reporting after the Costa Concordia disaster: A multi-theory study on legitimacy, impression management and image restoration. Accounting Auditing & Accountability Journal 2020, 33, 1909–1941. [Google Scholar] [CrossRef]
- Daily, C.M.; Dalton, D.R.; Rajagopalan, N. Governance through ownership: Centuries of practice, decades of research. Academy of Management Journal 2003, 46, 151–158. [Google Scholar] [CrossRef]
- Deegan, C. (2009). Financial accounting theory. McGraw-Hill Education.
- DeSimone, S.; D’onza, G.; Sarens, G. Correlates of internal audit function involvement in sustainability audits. Journal of Management and Governance 2021, 25, 561–591. [Google Scholar] [CrossRef]
- European Commission (EC). (2014). Regulation (EU) No 1143/2014 of the European Parliament and of the Council of 22 October 2014 on the prevention and management of the introduction and spread of invasive alien species. Retrieved from http://eur-lex.europa.eu/legal-content/EN/TXT/?uri=OJ:JOL_2014_317_R_0003.
- Eisenhardt, K.M. Building theories from case study research. The Academy of Management Review 1989, 14, 532–550. [Google Scholar] [CrossRef]
- Endaya, K.A.; Hanefah, M.M. Internal audit effectiveness: An approach proposition to develop the theoretical framework. Research Journal of Finance and Accounting 2013, 4, 92–102. [Google Scholar]
- Fornell, C.; Larcker, D.F. Structural equation models with unobservable variables and measurement error: Algebra and statistics. Journal of Marketing Research 1981, 18, 382. [Google Scholar] [CrossRef]
- Freeman, R.E. (1984). Strategic management: A stakeholder approach. Pitman.
- Freeman, R.E. The stakeholder approach revisited. Zeitschrift für Wirtschafts- und Unternehmensethik 2004, 5, 228–254. [Google Scholar] [CrossRef]
- Gray, R. Is accounting for sustainability actually accounting for sustainability...and how would we know? Accounting, Organizations and Society 2010, 35, 47–62. [Google Scholar] [CrossRef]
- Hair, J.F.; Sarstedt, M. Data, measurement, and causal inferences in machine learning: Opportunities and challenges for marketing. Journal of Marketing Theory and Practice 2021, 29, 65–77. [Google Scholar] [CrossRef]
- Hair, J.F.; Hult, G.T.M.; Ringle, C.M.; Sarstedt, M. (2022). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Sage.
- Hair, J.F.; Jr. , Howard, M.C.; Nitzl, C. Assessing measurement model quality in PLS-SEM using confirmatory composite analysis. Journal of Business Research 2020, 109, 101–110. [Google Scholar] [CrossRef]
- Hair, J.F.; Sarstedt, M.; Ringle, C.M. Rethinking some of the rethinking of partial least squares. European Journal of Marketing 2019, 53, 566–584. [Google Scholar] [CrossRef]
- Healy, P.M.; Palepu, K.G. Information asymmetry, corporate disclosure, and the capital markets: A review of the empirical disclosure literature. Journal of Accounting and Economics 2001, 31, 405–440. [Google Scholar] [CrossRef]
- Hoffman, A.J. The next phase of business sustainability. Stanford Social Innovation Review 2018, 16, 34–39. [Google Scholar] [CrossRef]
- Institute of Internal Auditors (IIA). (2012). International Standards for the Professional Practice of Internal Auditing (Standards). The Institute of Internal Auditors.
- Imasiku, K.; Thomas, V.M.; Ntagwirumugara, E. Unpacking ecological stress from economic activities for sustainability and resource optimisation in sub-Saharan Africa. Sustainability 2020, 12, 3538. [Google Scholar] [CrossRef]
- Jensen, M.C.; Meckling, W.H. Theory of the firm: Managerial behaviour, agency costs and ownership structure. Journal of Financial Economics 1976, 3, 305–360. [Google Scholar] [CrossRef]
- Kiesnere, A.L.; Baumgartner, R.J. Sustainability management in practice: Organizational change for sustainability in smaller large-sized companies in Austria. Sustainability 2019, 11, 572. [Google Scholar] [CrossRef]
- Krejcie, R.V.; Morgan, D.W. Determining sample size for research activities. Educational and Psychological Measurement 1970, 30, 607–610. [Google Scholar] [CrossRef]
- Krishnamoorthy, G. A multistage approach to external auditors’ evaluation of the internal audit functions. A Journal of Practice and Theory 2002, 21, 95–121. [Google Scholar] [CrossRef]
- Kujala, J.; Sachs, S.; Leinonen, H.; Heikkinen, A.; Laude, D. Stakeholder engagement: Past, present, and future. Business & Society 2022, 61, 1136–1196. [Google Scholar] [CrossRef]
- Lenz, R.; Hahn, U. A synthesis of empirical internal audit effectiveness literature pointing to new research opportunities. Managerial Auditing Journal 2015, 30, 5–33. [Google Scholar] [CrossRef]
- Maletta, M.J. An examination of auditors’ decisions to use internal auditors as assistants: The effect of inherent risk. Contemporary Accounting Research 1993, 9, 508–525. [Google Scholar] [CrossRef]
- Messier, W.F.; Schneider, A. A hierarchical approach to the external auditor’s evaluation of the internal auditing function. Contemporary Accounting Research 1988, 4, 337–353. [Google Scholar] [CrossRef]
- Mihret, D.G.; Yismaw, A.W. Internal audit effectiveness: An Ethiopian public sector case study. Managerial Auditing Journal 2007, 22, 470–484. [Google Scholar] [CrossRef]
- Mihret, D.G.; James, K.; Mula, J.M. Antecedents and organisational performance implications of internal audit effectiveness: Some propositions and research agenda. Pacific Accounting Review 2010, 22, 224–252. [Google Scholar] [CrossRef]
- Perrow, C. (1986). Complex organizations: A critical essay (3rd ed.). Glenview.
- Reuer, J.J.; Ragozzino, R. Agency hazards and alliance portfolios. Strategic Management Journal 2006, 27, 27–43. [Google Scholar] [CrossRef]
- Ringle, C.M.; Wende, S.; Becker, J.-M. (2015). SmartPLS 3. SmartPLS.
- Samagaio, A.; Diogo, T.A. Effect of computer assisted audit tools on corporate sustainability. Sustainability 2022, 14, 705. [Google Scholar] [CrossRef]
- Sarens, G.; De Beelde, I. Internal auditors’ perception about their role in risk management: A comparison between US and Belgian companies. Managerial Auditing Journal 2006, 21, 63–80. [Google Scholar] [CrossRef]
- Sarstedt, M.; Hair, J.F.; Nitzl, C.; Ringle, C.M.; Howard, M.C. Beyond a tandem analysis of SEM and PROCESS: Use PLS-SEM for mediation analyses! International Journal of Market Research 2020, 62, 288–299. [Google Scholar] [CrossRef]
- Santos, E.; Delgado, M.; Oliveira, P. Public sector assurance for environmental sustainability: A review of current practices and future directions. Journal of Public Sector Accounting & Finance 2024, 18, 1–19. [Google Scholar]
- Saunders, M.; Lewis, P.; Thornhill, A. (2009). Research methods for business students. Pearson Education.
- Schaltegger, S.; Burritt, R. Sustainability accounting for companies: Catchphrase or decision support for business leaders? Journal of World Business 2010, 45, 375–384. [Google Scholar] [CrossRef]
- Schneider, A. An examination of whether incentive compensation and stock ownership affect internal auditor objectivity. Journal of Managerial Issues 2003, 15, 486–497. [Google Scholar]
- Schneider, A. The relationship between internal audit and corporate management. Internal Auditing 2008, 23, 12–20. [Google Scholar]
- Schneider, A. Analysis of professional standards and research findings to develop decision aids for reliance on internal auditing. Research in Accounting Regulation 2010, 22, 96–106. [Google Scholar] [CrossRef]
- Shonhadji, N.; Maulidi, A. Is it suitable for your local governments? A contingency theory-based analysis on the use of internal control in thwarting white-collar crime. Journal of Financial Crime 2022, 29, 770–786. [Google Scholar] [CrossRef]
- Simoni, L.; Bini, L.; Bellucci, M. Effects of social, environmental, and institutional factors on sustainability report assurance: Evidence from European countries. Meditari Accountancy Research 2020, 28, 1059–1087. [Google Scholar] [CrossRef]
- Soh, D.S.; Martinov-Bennie, N. Factors associated with internal audit’s involvement in environmental and social assurance and consulting. International Journal of Auditing 2018, 22, 404–421. [Google Scholar] [CrossRef]
- Sterck, M.; Bouckaert, G. International audit trends in the public sector: A comparison of internal audit function in the government of six OECD countries finds similarities in legal requirements, organizational structure and future challenges. Internal Auditor August 2006, 49–53. [Google Scholar]
- Swann, W.L.; Deslatte, A. What do we know about urban sustainability? A research synthesis and nonparametric assessment. Urban Studies 2019, 56, 1729–1747. [Google Scholar] [CrossRef]
- Tarabot Law Firm. (2025). Environmental law and regulations. Retrieved from https://tarabotlawfirm.com/legal-services/environmental-law-and-regulations/?utm_source=chatgpt.com.
- Thabit, T.H.; Aldabbagh, L.M.; Ibrahim, L.K. The auditing of sustainable development practices in developing countries: Case of Iraq. Revista AUS 2019, 26, 12–19. [Google Scholar]
- Vieira, A.P.; Radonjič, G. Disclosure of eco-innovation activities in European large companies’ sustainability reporting. Corporate Social Responsibility and Environmental Management 2020, 27, 2240–2253. [Google Scholar] [CrossRef]
- Watson, A.; Shrives, P.; Marston, C. Voluntary disclosure of accounting ratios in the UK. The British Accounting Review 2002, 34, 289–313. [Google Scholar] [CrossRef]
- Weakley, J.; Morrison, M.; García-Ramos, A.; Johnston, R.; James, L.; Cole, M.H. The validity and reliability of commercially available resistance training monitoring devices: A systematic review. Sports Medicine 2021, 51, 443–502. [Google Scholar] [CrossRef]
| Category | Criteria | Frequency | Percentage (%) |
|---|---|---|---|
| Gender | Male | 320 | 64 |
| Female | 180 | 36 | |
| Job Title | CFO | 48 | 9.6 |
| CEO | 39 | 7.8 | |
| Manager Head of Department | 124 | 24.8 | |
| Financial manager | 71 | 14.2 | |
| Internal auditor | 42 | 8.4 | |
| External auditor | 58 | 11.6 | |
| Accountants | 118 | 23.6 | |
| Educational Qualification | Diploma | 67 | 13.4 |
| Graduate | 276 | 55.2 | |
| Post-graduate | 42 | 8.4 | |
| Professional | 115 | 23 | |
| Work Experience (Years) | 1 to 5 years | 36 | 7.2 |
| 6–10 years | 127 | 25.4 | |
| 11–15 years | 201 | 40.2 | |
| Above 15 years | 136 | 27.2 |
| Variable | Acronym | Variable description | Resource |
|---|---|---|---|
| Dependent variable | |||
| Sustainable Auditing | SA | Measured by the extent to which the auditing process covers ESG dimensions, the frequency and thoroughness of sustainability-related audit activities, and the degree of assurance on nonfinancial disclosures. Composite indices, Likert-scale items, or documented evidence of ESG-specific audit procedures may be used to capture SA. | Ridley et al. (2011); DeSimone et al. (2021). |
| Predictor variable | |||
| Internal Audit Effectiveness | IAE | Measured by the internal audit function's independence, competence, and resource adequacy, as well as the alignment of internal audit activities with organisational risk and compliance needs. Indicators may include auditor qualification, frequency of audit reviews, and perceived influence on governance. | IIA (2012); Abuazza et al. (2015); Mulyani et al. (2019). |
| Sustainable Innovation | SI | Measured by innovative initiatives aimed at social or environmental performance improvements alongside financial goals. Common proxies involve R&D spending on eco-friendly solutions, adopting green manufacturing processes, or implementing sustainability-driven policies, often captured through survey-based scales or ratio-based metrics. | DeSimone et al. (2021); Simoni et al. (2020). |
| Audit Standards and Principles | ASP | Measured by adherence to recognised auditing frameworks (e.g., International Standards for the Professional Practice of Internal Auditing, IFRS), local regulations, and the comprehensiveness with which these standards guide sustainability audits. Factors such as uniform application, ongoing updates to reflect ESG concerns and compliance tracking are considered. | Ridley et al. (2011); IIA (2012). |
| Control variables | |||
| Firm age | FAGE | A dummy variable is coded as: 0 if the firm has been in operation for at least 5 years; 1 if the firm has been in operation for more than 5 years but not more than 10 years; 2 if the firm has been in operation for more than 10 years but not more than 15 years; 3 if the firm has been in operation for more than 15 years. Older firms may possess more established governance frameworks and be more inclined to adopt comprehensive sustainability audits. |
(Mulyani et al., 2019). |
| Firm size | FSIZE | A dummy variable coded as: 0 if the firm employs 50 and below employees; 1 if the firm employs more than 50 employees. Organisations with greater employee counts often have more resources and may invest in more systematic sustainability auditing processes. |
Karikari et al. (2022). |
| Auditor type | ATYPE | A dummy variable coded as: 0 if the firm is audited by one of the Big Four audit firms (PwC, Ernst and Young, KPMG, Deloitte); 1 if the firm is audited by small/medium practices (e.g., Sejjaaka Kaawaase and Co. CPAs); 2. Suppose the Big Four and small/medium practices alternately audit the firm. In that case, the choice of auditor may influence the stringency and credibility of sustainability audits due to variations in expertise and perceived independence. |
Soh and Martinov-Bennie (2015). |
| Leverage | LEV | Measured by the ratio of total debt to assets. Higher leverage can prompt stricter scrutiny from creditors, leading to more extensive sustainability auditing efforts. | Zhang et al. (2020). |
| β0 | Constant | Represents the intercept term in the regression model, indicating the expected value of the dependent variable (SA) when all predictors and controls are set to zero. | |
| εi | Error term | Denotes the residual or unexplained variation in the model, capturing measurement errors, omitted variables, and random fluctuations not accounted for by the included predictors and controls. | |
| Variable/Indicator Number | Loading | Cronbach’s Alpha (CA) | composite reliability (CR) | Variance extracted (AVE) |
|---|---|---|---|---|
| SA | 0.903 | 0.910 | 0.785 | |
| SA1 | 0.812 | |||
| SA2 | 0.790 | |||
| SA3 | 0.831 | |||
| SA4 | 0.789 | |||
| SA5 | 0.812 | |||
| SA6 | 0.830 | |||
| SA7 | 0.866 | |||
| SI | 0.924 | 0.919 | 0.835 | |
| SI1 | 0.861 | |||
| SI2 | 0.892 | |||
| SI3 | 0.920 | |||
| SI4 | 0.886 | |||
| SI5 | 0.914 | |||
| SI6 | 0.921 | |||
| IAE | 0.956 | 0.952 | 0.807 | |
| IAE1 | 0.921 | |||
| IAE2 | 0.890 | |||
| IAE3 | 0.895 | |||
| IAE4 | 0.930 | |||
| IAE5 | 0.910 | |||
| IAE6 | 0.922 | |||
| IAE7 | 0.913 | |||
| ASP | 0.948 | 0.947 | 0.813 | |
| ASP1 | 0.875 | |||
| ASP2 | 0.890 | |||
| ASP3 | 0.883 | |||
| ASP4 | 0.849 | |||
| ASP5 | 0.852 |
| Variable | Observations | Min | Max | Mean | Std. Deviation | Skewness | Kurtosis | ||
|---|---|---|---|---|---|---|---|---|---|
| Statistic | Std. Error | Statistic | Std. Error | ||||||
| SA | 500 | 1.00 | 7.00 | 4.23 | 1.42 | -0.15 | 0.11 | 0.42 | 0.22 |
| ENI | 500 | 1.00 | 7.00 | 4.11 | 1.26 | 0.12 | 0.11 | 0.63 | 0.22 |
| SOI | 500 | 1.00 | 7.00 | 3.98 | 1.38 | 0.05 | 0.11 | 1.21 | 0.22 |
| GOI | 500 | 1.00 | 7.00 | 4.55 | 1.09 | 0.14 | 0.11 | 0.87 | 0.22 |
| IAE | 500 | 1.00 | 7.00 | 4.62 | 1.39 | -0.19 | 0.11 | 0.74 | 0.22 |
| SI | 500 | 1.00 | 7.00 | 4.01 | 1.56 | 0.09 | 0.11 | -0.34 | 0.22 |
| R&D | 500 | 0.00 | 7.00 | 2.76 | 1.66 | 0.21 | 0.11 | 1.02 | 0.22 |
| ASP | 500 | 1.00 | 7.00 | 3.87 | 1.22 | -0.09 | 0.11 | 0.98 | 0.22 |
| FAGE | 500 | 0.00 | 3.00 | 1.87 | 0.89 | -0.18 | 0.11 | -0.49 | 0.22 |
| FSIZE | 500 | 0.00 | 1.00 | 0.57 | 0.50 | -0.29 | 0.11 | -1.97 | 0.22 |
| ATYPE | 500 | 0.00 | 2.00 | 0.68 | 0.76 | 0.53 | 0.11 | -0.42 | 0.22 |
| LEV | 500 | 0.05 | 0.95 | 0.37 | 0.19 | 0.30 | 0.11 | -0.12 | 0.22 |
| Variable | Model 1 | Model 2 | Model 3 | Model 4 | Tolerance | VIF |
|---|---|---|---|---|---|---|
| Constant | 1.056 (0.212)*** | 0.902 (0.195)*** | 0.867 (0.194)*** | 0.745 (0.208)*** | – | – |
| IAE | 0.316 (0.057)*** | 0.295 (0.052)*** | 0.288 (0.052)*** | 0.254 (0.056)*** | 0.691 | 1.445 |
| SI | – | 0.279 (0.046)*** | 0.266 (0.045)*** | 0.234 (0.049)*** | 0.685 | 1.460 |
| ASP | – | – | 0.124 (0.062)* | 0.109 (0.066)* | 0.849 | 1.177 |
| Control variables | ||||||
| FAGE | – | – | – | 0.048 (0.028) | 0.792 | 1.263 |
| FSIZE | – | – | – | 0.122 (0.052)* | 0.768 | 1.302 |
| ATYPE | – | – | – | -0.073 (0.043)* | 0.864 | 1.157 |
| LEV | – | – | – | 0.036 (0.024) | 0.892 | 1.121 |
| Model summary | ||||||
| Model F | 39.312*** | 50.791*** | 38.889*** | 33.955*** | – | – |
| R2 | 0.256 | 0.399 | 0.416 | 0.462 | – | – |
| Adjusted R2 | 0.247 | 0.387 | 0.404 | 0.445 | – | – |
| F Change | 39.312*** | 16.479*** | 6.152** | 5.226** | – | – |
| R2 change | 0.256 | 0.143 | 0.017 | 0.046 | – | – |
| Durbin Watson | – | – | – | 1.911 | – | – |
| Hypothesis | TE | t-Value | P-values | f2 | CI | Decision Rule | Rankings | |
| Lower Bound | Upper Bound | |||||||
| H1. SI → SA | 0.309 | 3.665 | 0.003 *** | 0.032 | 0.112 | 0.452 | Supported | 2 |
| H2. IAE → SA | 0.412 | 4.221 | 0.000 *** | 0.078 | 0.211 | 0.469 | Supported | 1 |
| H3. ASP → SA | -0.155 | 1.465 | 0.144 | 0.009 | -0.314 | 0.027 | Not Supported | 3 |
| Endogenous Variable | R2 | Adjusted R2 | Q2 predict | RMSE | MAE | |||
| SA | 0.498 | 0.501 | 0.510 | 0.631 | 0.443 | |||
| Variable | Environmental indicators | Social indicators | Governance indicators |
|---|---|---|---|
| Constant | 1.322 (0.276) *** p = 0.000 | 0.968 (0.242) *** p = 0.000 | 1.146 (0.281) *** p = 0.000 |
| IAE | 0.293 (0.082) *** p = 0.001 | 0.376 (0.095) *** p = 0.000 | 0.305 (0.091) *** p = 0.001 |
| SI | 0.215 (0.076) ** p = 0.007 | 0.283 (0.086) *** p = 0.002 | 0.179 (0.079) ** p = 0.013 |
| ASP | -0.046 (0.067) p = 0.489 | -0.117 (0.071) p = 0.104 | -0.089 (0.067) p = 0.182 |
| Control variables | |||
| FAGE | 0.038 (0.029) p = 0.194 | 0.066 (0.033) ** p = 0.043 | 0.049 (0.031) * p = 0.086 |
| FSIZE | 0.121 (0.053) ** p = 0.021 | 0.109 (0.057) * p = 0.063 | 0.133 (0.056) ** p = 0.015 |
| ATYPE | -0.077 (0.046) p = 0.102 | -0.052 (0.051) p = 0.302 | -0.044 (0.045) p = 0.329 |
| LEV | 0.059 (0.025) ** p = 0.018 | 0.031 (0.027) p = 0.246 | 0.028 (0.026) p = 0.280 |
| Model summary | |||
| Model F | 34.122 *** | 29.544 *** | 31.097 *** |
| R2 | 0.416 | 0.389 | 0.402 |
| Adjusted R2 | 0.404 | 0.374 | 0.388 |
| F Change | 5.088 ** | 4.665 ** | 4.907 ** |
| R2 change | 0.041 | 0.029 | 0.036 |
| Durbin Watson | 1.932 | 1.977 | 1.912 |
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