Bridging Transparency and Risk Nexus: Does ESG Performance, Financial Reporting Quality, and Corporate Risk-Taking Matter? Evidence from Indonesia
Abstract
1. Introduction
2. Literature Review and Hypothesis Development
2.1. Theoretical Foundation
2.1.1. Agency Theory
2.1.2. Stakeholder Theory
2.2. Financial Reporting Quality and ESG Performance (H1)
2.3. Financial Reporting Quality and Corporate Risk-Taking (H2)
2.4. ESG Performance and Corporate Risk-Taking (H3)
2.5. ESG Mediation of Financial Reporting Quality and Corporate Risk-Taking
3. Materials and Methods
3.1. Sample Selection and Data Sources
3.2. Measurement of Variables
3.3. Model Specification
3.4. Methods
4. Results and Discussion
4.1. Descriptive Statistics
4.2. Pairwise Correlation
4.3. Variance Inflation Factor (VIFs)
4.4. Mediation Result
4.4.1. Direct Impact of Financial Reporting Quality on ESG (Path a)
4.4.2. Direct Impact of Financial Reporting Quality on CRT (Path b)
4.4.3. Direct Impact of ESG Performance on Corporate Risk-Taking (Path c)
4.4.4. Mediation Analysis: Indirect Effect (H3)
5. Discussion
5.1. Bootstrap Test of Indirect Effect
5.2. Endogeneity Test with Dynamic Panel Estimation (System GMM)
6. Conclusions and Implications
6.1. Conclusions
6.2. Theoretical Contributions
6.3. Practical Implications
7. Limitations and Future Work
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
| 1 | FRQ (earnings management model) |
| 2 | CRT (corporate risk-taking) |
| 3 | CRT: corporate risk-taking |
| 4 | FRQ1: earnings management modified Jones model |
| 5 | FRQ2: earnings management Jones model |
| 6 | ESG: environment, social, and governance index |
| 7 | ROA: return to assets |
| 8 | CR: current ratio |
| 9 | ROE: return on equity |
| 10 | FCF: future cash flow |
| 11 | DPR: dividend payout ratio |
| 12 | Gross sales: gross operating earnings |
| 13 | SR growth: sustainable growth |
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| No. of Observations | ||
|---|---|---|
| Annual report for the years 2019–2023 | 4785 | |
| Company with incomplete data FRQ1 (modified Jones model)1 | 2235 | |
| Company with incomplete data CRT2 | 135 | |
| Company from financial sector | 85 | |
| Removed | (−2455) | |
| Final Sample | 2330 | |
| No | Variable | Definition and Equation | Sources |
|---|---|---|---|
| Variable Dependent | |||
| 1 | FRQ1 (Earnings management modified jones Model) | Calculated as the residuals from the Modified Jones model proposed by an enhancement of the Jones (1991) model. The model estimates discretionary accruals using the equation: TAit/Ait − 1 = α1(1/Ait − 1) + α2[(ΔREVit − ΔRECit)/Ait − 1] + α3(PPEit/Ait − 1) + εit TAit/Ait−1 = α1(1/Ait−1) + α2[(ΔREVit − ΔRECit)/Ait−1] + α3(PPEit/Ait−1) + εit TAit/Ait − 1 = α1(1/Ait − 1) + α2[(ΔREVit − ΔRECit)/Ait − 1] + α3(PPEit/Ait − 1) + εit where TA is total accruals, A is lagged total assets, ΔREV is change in revenues, ΔREC is change in receivables, and PPE is property, plant, and equipment. The residual (εit) represents discretionary accruals, used as a proxy for earnings management. | (Dechow et al. 1996; Dechow et al. 2011; Yasser et al. 2016) |
| 2 | FEQ2 (Earnings management using Jones model) | Calculated as the residuals from the Jones (1991) model, where discretionary accruals are estimated using the regression: TAit/Ait − 1 = α1(1/Ait − 1) + α2(ΔREVit/Ait − 1) + α3(PPEit/Ait − 1) + εit TAit/Ait−1 = α1(1/Ait−1) + α2(ΔREVit/Ait−1) + α3(PPEit/Ait−1) + εit TAit/Ait − 1 = α1(1/Ait − 1) + α2(ΔREVit/Ait − 1) + α3(PPEit/Ait − 1) + εit. The absolute value of the residuals (εit) represents the degree of earnings management for firm i in year t. | Jones (1991) |
| Dependent Variable | |||
| 2 | Corporate risk-taking (CRT) | Risk = where Ei,e,t = − In the given industry, each company is represented by the index. The sum of depreciation and operating income after depreciation is referred to as EBITDA. The assets at a particular time are indexed as Aist. To calculate the risk-taking proxy of our firm after adjusting for industry, we require the available earnings to total assets data for at least five years. Additionally, our second measure of risk-taking is the standard deviation of ROA (Risk2). | (John et al. 2008; Alharbi et al. 2021) |
| Mediation Variables | |||
| 3 | ESG | Exclusive Bloomberg scores based on Environmental disclosure levels, Social, and Governance (ESG) of a company. Scores range from 0.1 for companies, which reveals a minimum amount of ESG data of up to 100 for companies that reveal every point of data collected by Bloomberg. The number is the weighted average of the three component scores. | (Ahmad et al. 2024; Menla Ali et al. 2024; Ng and Rezaee 2020) |
| Control variable | |||
| 4 | ROA | Return on assets = Net income/Total assets | OSIRIS (Thi Pham and Thi Dao 2022; Velte 2019; Vo et al. 2022) |
| 5 | CR | Current ratio = Current assets/Current liabilities. | OSIRIS (Muñoz Mendoza et al. 2023) |
| 6 | ROE | Return on equity = Net income/Shareholders’ equity. | (Thi Pham and Thi Dao 2022; Velte 2019; Vo et al. 2022) |
| 7 | DPR | Dividend payout ratio = Total dividends/Net income | (Muñoz Mendoza et al. 2023) |
| 8 | Gross Sales | Gross operating sales scaled by gross revenue | OSIRIS |
| 9 | Sustainable Growth | Sustainable growth rate = (ROE × (1 − DPR)) | OSIRIS (Arif et al. 2022; Vo et al. 2022) |
| Variable | Obs | Mean | Std. Dev. | Min | Max |
|---|---|---|---|---|---|
| ESG | 2330 | 0.2 | 0.27 | 0 | 0.927 |
| CRT | 2320 | 0.111 | 0.101 | −0.006 | 0.603 |
| FRQ1 | 1812 | 1.36 × 102 | 2.11 × 102 | 1 | 6.81 × 102 |
| ROA | 2330 | 6.16 × 102 | 3.91 × 102 | 1.1 × 101 | 1.29 × 103 |
| CR | 2330 | 2.306 | 2.769 | 5 × 10−2 | 1.873 × 101 |
| ROE | 2330 | 3.402 × 101 | 4.773 × 101 | 0 | 2.466 × 102 |
| FCF | 2330 | 5.6642 × 101 | 1.966 × 102 | 0 | 1.444705 × 103 |
| DPR | 2330 | 0.057 | 0.163 | 0 | 0.88 |
| Gross sales | 2330 | 5.361 × 109 | 1.263 × 1010 | 3.806 × 106 | 8.443 × 1010 |
| Sustainable growth | 2330 | 1.9321 × 101 | 4.307 × 101 | 0 | 3.2286 × 102 |
| Variables | (1) CRT | (2) FRQ1 | (3) FRQ2 | (4) ESG | (5) ROA | (6) CR | (7) ROE | (8) FCF | (9) DPR | (10) Gross Sales | (11) SR Growth |
|---|---|---|---|---|---|---|---|---|---|---|---|
| CRT3 | 1.000 | −0.011 | 0.042 | 0.044 | 0.138 * | −0.049 | 0.022 | 0.039 | 0.098 * | 0.001 | 0.033 |
| FRQ14 | 1.000 | −0.077 * | −0.057 | 0.030 | −0.009 | −0.043 | −0.015 | 0.017 | −0.003 | 0.023 | |
| FRQ25 | 1.000 | −0.007 | −0.002 | 0.020 | 0.131 * | −0.037 | −0.051 | 0.026 | 0.031 | ||
| ESG6 | 1.000 | 0.034 | 0.032 | 0.023 | 0.003 | −0.012 | −0.010 | −0.018 | |||
| ROA7 | 1.000 | −0.029 | 0.033 | −0.013 | 0.067 * | −0.021 | 0.050 | ||||
| CR8 | 1.000 | 0.041 | −0.009 | −0.006 | −0.007 | −0.046 | |||||
| ROE9 | 1.000 | −0.029 | −0.064 * | −0.018 | 0.173 * | ||||||
| FCF10 | 1.000 | 0.046 | 0.004 | −0.002 | |||||||
| DPR11 | 1.000 | 0.008 | −0.027 | ||||||||
| Gross Sales12 | 1.000 | −0.006 | |||||||||
| SR Growth13 | 1.000 |
| Variable | VIF | 1/VIF |
|---|---|---|
| FRQ1 | 1.33 | 0.753217 |
| FRQ2 | 2.83 | 0.353546 |
| ESG | 1.32 | 0.755331 |
| ROA | 2.51 | 0.398866 |
| ROE | 1.43 | 0.698986 |
| CR | 1.33 | 0.749676 |
| DPR | 1.05 | 0.950046 |
| FCF | 1.01 | 0.992036 |
| Gross sales | 1.01 | 0.994617 |
| Sustainable growth | 1.07 | 0.931775 |
| Mean VIF | 1.24 |
| Model | Path | t-Value | p-Value |
|---|---|---|---|
| Model 1 Direct effect (Path a) | |||
| Constanta | 0.185 | 10.04 | 0.000 *** |
| FRQ1 → ESG | 0.000 | −2.43 | 0.015 ** |
| ROA | 0.000 | 1.31 | 0.189 |
| CR | 0.006 | 1.85 | 0.065 * |
| ROE | 0.000 | 0.5 | 0.616 |
| FCF | 0.000 | 0.48 | 0.628 |
| DPR | −0.079 | −1.6 | 0.109 |
| Gross Sales | 0.000 | 1.36 | 0.175 |
| Sustainable Growth | 0.000 | −0.02 | 0.987 |
| Constanta | |||
| Model 2 Direct effect (path b) | |||
| FRQ1→CRT | 0.000 | 2.26 | 0.024 ** |
| ROA | 0.000 | 6.30 | 0.001 *** |
| CR | −0.001 | −2.25 | 0.025 ** |
| ROE | 0.000 | 0.76 | 0.448 |
| FCF | 0.000 | 0.76 | 0.062 * |
| DPR | 0.039 | 4.44 | 0.001 *** |
| Gross Sales | 0.000 | 0.10 | 0.922 |
| Sustainable Growth | 0.000 | 1.15 | 0.250 |
| Model 3 Indirect Effect (Path a, b and c) | |||
| Constanta | 0.066 | 11.1 | 0.000 *** |
| ESG → CRT | 0.026 | 3.57 | 0.073 ** |
| FRQ1 → ESG → CRT | 0.000 | −1.44 | 0.049 ** |
| ROA | 0.000 | 5.16 | 0.000 ** |
| CR | −0.001 | −1.33 | 0.184 |
| ROE | 0.000 | −1.45 | 0.146 |
| FCF | 0.000 | 2.92 | 0.004 *** |
| DPR | 0.107 | 7.01 | 0.000 *** |
| Gross Sales | 0.000 | 3.92 | 0.000 *** |
| Sustainable Growth | 0.000 | 7.60 | 0.000 *** |
| Path | Standardized Estimate (β) | Bootstrapped SE | p-Value | 95% Confidence Interval | Significance |
|---|---|---|---|---|---|
| FRQ2 → ESG | −0.237 | 0.098 | 0.015 | [−0.421, −0.053] | Significant |
| ESG → CRT | 0.026 | 0.007 | 0.000 | [0.012, 0.041] | Significant |
| FRQ2 → CRT (Direct) | 0.012 | 0.008 | 0.094 | [0.027, 0.002] | Significant |
| FRQ2 → ESG → CRT (Indirect) | −0.0062 | 0.0043 | 0.049 | [−0.0153, −0.0001] | Marginal Significant |
| Test | Statistic | p-Value | Interpretation |
|---|---|---|---|
| AR (1) | −8.45 | <0.01 | Significant first-order autocorrelation, in dynamic panel models using GMM. |
| AR (2) | −0.78 | 0.435 | Not significant, suggesting no second-order autocorrelation. |
| Sargan | 1.36 | 0.507 | Valid instruments with no overidentification issue. |
| Hansen | 1.43 | 0.488 | Valid instruments, supporting the model’s and instruments’ validity. |
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© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Bachtiar, Y.; Mujennah; Husien, N.M. Bridging Transparency and Risk Nexus: Does ESG Performance, Financial Reporting Quality, and Corporate Risk-Taking Matter? Evidence from Indonesia. Risks 2025, 13, 232. https://doi.org/10.3390/risks13120232
Bachtiar Y, Mujennah, Husien NM. Bridging Transparency and Risk Nexus: Does ESG Performance, Financial Reporting Quality, and Corporate Risk-Taking Matter? Evidence from Indonesia. Risks. 2025; 13(12):232. https://doi.org/10.3390/risks13120232
Chicago/Turabian StyleBachtiar, Yanuar, Mujennah, and Nirza Marzuki Husien. 2025. "Bridging Transparency and Risk Nexus: Does ESG Performance, Financial Reporting Quality, and Corporate Risk-Taking Matter? Evidence from Indonesia" Risks 13, no. 12: 232. https://doi.org/10.3390/risks13120232
APA StyleBachtiar, Y., Mujennah, & Husien, N. M. (2025). Bridging Transparency and Risk Nexus: Does ESG Performance, Financial Reporting Quality, and Corporate Risk-Taking Matter? Evidence from Indonesia. Risks, 13(12), 232. https://doi.org/10.3390/risks13120232

