The Impact of Family Firms on Financial Reporting Quality: The Mediating Role of High-Quality Auditors
Abstract
:1. Introduction
2. Literature Review and Hypotheses Development
2.1. Family Firms and Financial Reporting Quality
2.2. High-Quality Auditors and Financial Reporting Quality
2.3. Family Firms and High-Quality Auditors
2.4. Mediating Effect of Board Independence on Earnings Management
3. Data and Methodology
3.1. Data Collection
3.2. Dependent Variable
3.3. Independent and Mediating Variables
3.4. Control Variables
3.5. Empirical Model Equations
4. Findings and Discussions
4.1. Descriptive Statistics
4.2. Correlations
4.3. Multivariate Regression Results
4.4. Additional Analyses
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Panel B: Sample selection process | |||
Description | Firms | Observation | |
Total family firms | 91 | 273 | |
Less: financial firms | (29) | (87) | |
Less: missing observations | (1) | (3) | |
Final sample | 61 | 183 | |
Panel B: Sample by industry | |||
Sector | IDX Classification | n | % |
1 | Agriculture | 9 | 4.92 |
2 | Mining | 18 | 9.84 |
3 | Basic Materials and Industrials | 30 | 16.39 |
4 | Miscellaneous | 12 | 6.56 |
5 | Consumer Goods | 33 | 18.03 |
6 | Property and Real Estate | 51 | 27.87 |
7 | Infrastructure, Transportation, and Logistics | 9 | 4.92 |
9 | Trade, Services, and Investment | 21 | 11.47 |
Total sample | 183 | 100.00 |
Title | Description | Source |
---|---|---|
Dependent variable | ||
FRQ | The absolute value of discretionary accruals. | Jones (1991) Lemma et al. (2020) |
Independent and mediating variables | ||
FAM | Percentage of equity owned by family members. | Anderson and Reeb (2003) |
AQ | One if an auditing firm is affiliated with a Big4 firm and zero in all other cases. | Gul et al. (2009) Viana et al. (2022) Zehri (2025) |
Control variables | ||
BSize | Total supervisory board members. | Martinez-Ferrero et al. (2020) Ramon-Llorens et al. (2020) Zehri (2025) |
BFem | Proportion of female supervisory board members. | Patelli and Prencipe (2007) García-Meca and Sánchez-Ballesta (2010) |
BInd | The proportion of independent board members in the supervisory board. | Patelli and Prencipe (2007) García-Meca and Sánchez-Ballesta (2010) |
BMeet | Annual supervisory board meeting frequency. | Martinez-Ferrero et al. (2020) Ramon-Llorens et al. (2020) |
ACom | Total audit committee members. | Collier (1993) Al-Shaer and Salama (2015) |
Altman | One if the Altman Z-score exceeds 2.99 and zero in all other cases. | Altman (1993) Pramono et al. (2022) |
ROA | Net income divided by total assets. | Kothari et al. (2005) Frankel et al. (2002) |
Age | Natural logarithm of the number of years since the company’s establishment. | Kim et al. (2012) Tran and Adomako (2020) |
Continuous Variables | Min | Max | Med | Mean | SD |
---|---|---|---|---|---|
DAcc | −0.20 | 0.29 | 0.02 | 0.02 | 0.08 |
FAM | 19.69 | 92.40 | 60.00 | 62.39 | 17.05 |
BSize | 2.00 | 11.00 | 5.00 | 4.85 | 1.80 |
BFem | 0.00 | 66.67 | 0.00 | 11.66 | 17.41 |
BInd | 20.00 | 100.00 | 40.00 | 41.64 | 9.94 |
BMeet | 2.00 | 31.00 | 10.00 | 10.17 | 3.95 |
ACom | 2.00 | 5.00 | 3.00 | 3.06 | 0.32 |
ROA | −20.90 | 45.56 | 5.33 | 5.22 | 6.82 |
Age | 4.92 | 68.33 | 35.50 | 35.11 | 13.20 |
Categorical Variables | n | % | |||
Big4 audit firms | 90 | 49.18 | |||
NonBig4 audit firms | 93 | 50.82 | |||
Strong financial firms | 79 | 43.17 | |||
Weak financial firms | 104 | 56.83 |
DAcc | FAM | AQ | BSize | BFem | BInd | BMeet | ACom | Altman | ROA | |
---|---|---|---|---|---|---|---|---|---|---|
FAM | −0.296 * | |||||||||
AQ | −0.267 * | 0.223 * | ||||||||
BSize | −0.048 | −0.272 * | 0.292 * | |||||||
BFem | 0.199 * | −0.145 ** | −0.128 | 0.076 | ||||||
BInd | 0.039 | 0.019 | −0.114 | 0.008 | 0.131 | |||||
BMeet | 0.129 | −0.034 | 0.075 | 0.104 | 0.194 ** | −0.043 | ||||
ACom | −0.115 | 0.055 | 0.129 | 0.017 | −0.152 ** | 0.005 | −0.219 * | |||
Altman | −0.321 * | 0.297 * | 0.180 ** | 0.155 ** | −0.077 | −0.064 | 0.027 | 0.298 * | ||
ROA | −0122 | 0.164 ** | 0.291 * | 0.119 | −0.164 ** | −0.003 | −0.031 | 0.244 * | 0.586 * | |
Age | −0.095 | −0.038 | 0.064 | 0.095 | −0.154 ** | 0.015 | 0.169 ** | −0.159 ** | 0.026 | −0.022 |
Variables | Path 1 (DV = FRQ) | Path 2 (DV = FRQ) | Path 3 (DV = AQ) | |||
---|---|---|---|---|---|---|
Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | |
Constant | 2.781 * | 2.620 * | 2.818 * | |||
FAM | −0.066 | −3.044 * | 0.236 | 1.988 ** | ||
AQ | −0.037 | −2.816 * | ||||
BSize | −0.004 | −1.133 | 0.002 | 0.617 | 0.055 | 2.585 * |
BFem | 0.088 | 2.541 * | 0.078 | 2.221 ** | −0.370 | −1.821 *** |
BInd | 0.040 | 0.695 | 0.018 | 0.309 | −0.387 | −1.160 |
BMeet | 0.002 | 1.386 | 0.002 | 1.208 | 0.006 | 0.680 |
ACom | −0.084 | −1.332 | −0.056 | −0.890 | 0.317 | 0.861 |
Altman | −0.031 | −2.084 ** | −0.040 | −2.820 * | 0.056 | 0.649 |
ROA | 0.002 | 2.010 ** | 0.002 | 2.239 ** | 0.012 | 2.110 ** |
Age | −0.001 | −1.358 | −0.001 | −1.064 | 0.001 | 0.451 |
Year FE | Yes | Yes | Yes | |||
Industry FE | Yes | Yes | Yes | |||
Summary | ||||||
Adjusted R2 | 0.226 | 0.220 | 0.257 | |||
F-statistic | 3.945 * | 3.845 * | 4.502 * | |||
Observations | 183 | 183 | 183 |
Variables | Path 4 (DV = FRQ) | |||
---|---|---|---|---|
Beta | t-Stat | Sig. | VIF | |
Constant | 3.174 | 0.002 | ||
FAM | −0.076 | −3.600 | 0.000 | 1.596 |
AQ | −0.044 | −3.406 | 0.001 | 1.494 |
BSize | −0.002 | −0.472 | 0.637 | 1.530 |
BFem | 0.072 | 2.116 | 0.036 | 1.247 |
BInd | 0.023 | 0.407 | 0.685 | 1.081 |
BMeet | 0.002 | 1.609 | 0.110 | 1.270 |
ACom | −0.070 | −1.143 | 0.255 | 1.369 |
Altman | −0.028 | −1.976 | 0.050 | 1.782 |
ROA | 0.003 | 2.600 | 0.010 | 1.548 |
Age | −0.001 | −1.281 | 0.202 | 1.167 |
Year FE | Yes | |||
Industry FE | Yes | |||
Summary | ||||
Adjusted R2 | 0.273 | |||
F-statistic | 4.590 * | |||
Observations | 183 |
Variables | Panel A—Income Decreasing | Panel B—Income Increasing | Panel C—Performance Adjusted Model | |||
---|---|---|---|---|---|---|
Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | |
Constant | 3.001 * | 1.286 | 2.098 ** | |||
FAM | −0.082 | −3.527 * | −0.004 | −0.195 | −0.093 | −1.961 ** |
AQ | −0.033 | −2.337 ** | −0.004 | −0.279 | −0.057 | −1.949 ** |
BSize | 0.001 | −0.165 | −0.001 | −0.287 | −0.022 | −2.689 * |
BFem | −0030 | −0.740 | 0.068 | 2.019 ** | −0.014 | −0.180 |
BInd | 0.021 | 0.367 | 0.006 | 0.105 | 0.037 | 0.299 |
BMeet | 0.002 | 1.023 | 0.001 | 0.047 | −0.002 | −0.703 |
ACom | −0.134 | −2.148 ** | −0.054 | −0.823 | −0.068 | −0.494 |
Altman | 0.029 | 1.982 ** | −0.018 | −1.026 | 0.065 | 2.033 ** |
ROA | 0.001 | 0.956 | 0.002 | 1.104 | 0.008 | −0.079 |
Age | −0.010 | −0.206 | −0.002 | −0.105 | −0.002 | −0.154 |
Year FE | Yes | Yes | Yes | |||
Industry FE | Yes | Yes | Yes | |||
Summary | ||||||
Adjusted R2 | 0.190 | 0.115 | 0.108 | |||
F-statistic | 2.113 * | 1.820 ** | 2.157 * | |||
Observations | 91 | 92 | 183 |
Variables | Path 1 (DV = FRQ) | Path 2 (DV = FRQ) | Path 3 (DV = AQ) | Path 4 (DV = FRQ) | ||||
---|---|---|---|---|---|---|---|---|
Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | |
Constant | 2.781 * | 2.493 * | 2.799 * | 3.027 * | ||||
FAM | −0.066 | −3.044 * | 0.156 | 1.948 ** | −0.071 | −3.364 * | ||
AQ | −0.033 | −2.468 ** | −0.037 | −2.850 * | ||||
BSize | −0.004 | −1.133 | 0.002 | 0.473 | 0.054 | 2.495 * | −0.002 | −0.591 |
BFem | 0.088 | 2.541 ** | 0.088 | 2.489 * | −0.137 | −0.663 | 0.083 | 2.445 ** |
BInd | 0.040 | 0.695 | 0.016 | 0.283 | −0.499 | −1.469 | −0.021 | 0.381 |
BMeet | 0.002 | 1.386 | 0.002 | 1.217 | 0.010 | 1.055 | 0.003 | 1.645 *** |
ACom | −0.084 | −1.332 | −0.055 | −0.861 | 0.432 | 1.152 | −0.068 | −1.099 |
Altman | −0.031 | −2.084 ** | −0.041 | −2.867 * | 0.018 | 0.208 | −0.030 | −2.083 ** |
ROA | 0.002 | 2.010 ** | 0.002 | 2.215 ** | 0.014 | 2.300 ** | 0.002 | 2.525 * |
Age | −0.001 | −1.358 | −0.001 | −1.080 | 0.001 | 0.446 | −0.001 | −1.288 |
Year FE | Yes | Yes | Yes | Yes | ||||
Industry FE | Yes | Yes | Yes | Yes | ||||
Summary | ||||||||
Adjusted R2 | 0.226 | 0.211 | 0.228 | 0.258 | ||||
F-statistic | 3.945 * | 3.706 * | 3.986 * | 4.327 * | ||||
Observations | 183 | 183 | 183 | 183 |
Variables | Path 1 (DV = FRQ) | Path 2 (DV = FRQ) | Path 3 (DV = AQ) | Path 4 (DV = FRQ) | ||||
---|---|---|---|---|---|---|---|---|
Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | |
Constant | 2.681 * | 2.896 * | 2.304 ** | 3.098 * | ||||
FAM | −0.063 | −2.897 * | 0.231 | 2.101 ** | −0.073 | −3.408 * | ||
AQ | −0.036 | −2.686 ** | −0.043 | −2.228 * | ||||
BSize | −0.002 | 0.241 | 0.004 | 0.511 | 0.021 | 0.510 | 0.001 | 0.119 |
BFem | 0.037 | 0.738 | 0.030 | 0.601 | −0.007 | −0.625 | 0.036 | 0.753 |
BInd | −0.009 | −0.134 | −0.016 | −0.244 | 0.055 | 0.141 | −0.007 | −0.102 |
BMeet | 0.004 | 1.784 *** | 0.004 | 1.868 *** | 0.001 | 0.120 | 0.004 | 1.866 *** |
ACom | −0.026 | −0.344 | −0.015 | −0.195 | −0.198 | −0.453 | −0.034 | −0.469 |
Altman | −0.029 | −1.743 *** | −0.033 | −1.975 ** | 0.097 | 1.991 ** | −0.025 | −2.010 ** |
ROA | 0.004 | 2.304 ** | 0.004 | 2.499 ** | 0.004 | 0.036 | 0.004 | 2.380 ** |
Age | −0.001 | −1.071 | −0.001 | −1.017 | −0.001 | −0.165 | −0.001 | −1.288 |
Year FE | Yes | Yes | Yes | Yes | ||||
Industry FE | Yes | Yes | Yes | Yes | ||||
Summary | ||||||||
Adjusted R2 | 0.226 | 0.221 | 0.270 | 0.269 | ||||
F-statistic | 3.660 * | 3.579 * | 4.368 * | 4.185 * | ||||
Observations | 183 | 183 | 183 | 183 |
Variables | Path 1 (DV = FRQ) | Path 2 (DV = FRQ) | Path 3 (DV = AQ) | Path 4 (DV = FRQ) | ||||
---|---|---|---|---|---|---|---|---|
Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | Beta | t-Stat | |
Constant | 2.812 * | 2.589 * | 2.781 * | 3.329 * | ||||
Lag_FAM | −067 | −3.128 * | 0.269 | 1.948 ** | −0.081 | −3.864 * | ||
Lag_AQ | −0.042 | −3.229 * | −0.050 | −3.949 * | ||||
BSize | −0.003 | −0.974 | 0.003 | 0.712 | 0.056 | 2.666 * | −0.001 | −0.190 |
BFem | 0.089 | 2.547 * | 0.076 | 2.160 ** | −0.395 | −1.922 *** | 0.069 | 2.043 ** |
BInd | 0.046 | 0.809 | 0.014 | 0.246 | −0.401 | −1.189 | 0.026 | 0.476 |
BMeet | 0.002 | 1.265 | 0.002 | 1.224 | 0.005 | 0.582 | 0.002 | 1.498 |
ACom | −0.074 | −1.186 | −0.053 | −0.846 | 0.382 | 1.032 | −0.055 | −0.917 |
Altman | −0.032 | −2.176 ** | −0.042 | −2.926 * | 0.025 | 0.285 | −0.031 | −2.183 ** |
ROA | 0.002 | 1.960 ** | 0.002 | 2.325 ** | 0.012 | 2.133 ** | 0.003 | 2.666 * |
Age | −0.001 | −1.273 | −0.001 | −1.130 | 0.0011 | 0.201 | −0.001 | −1.266 |
Year FE | Yes | Yes | Yes | Yes | ||||
Industry FE | Yes | Yes | Yes | Yes | ||||
Summary | ||||||||
Adjusted R2 | 0.228 | 0.231 | 0.243 | 0.291 | ||||
F-statistic | 3.984 * | 4.033 * | 4.242 * | 4.931 * | ||||
Observations | 183 | 183 | 183 | 183 |
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Susanto, H.; Suryadnyana, N.A.; Astami, E.; Rusmin, R. The Impact of Family Firms on Financial Reporting Quality: The Mediating Role of High-Quality Auditors. J. Risk Financial Manag. 2025, 18, 295. https://doi.org/10.3390/jrfm18060295
Susanto H, Suryadnyana NA, Astami E, Rusmin R. The Impact of Family Firms on Financial Reporting Quality: The Mediating Role of High-Quality Auditors. Journal of Risk and Financial Management. 2025; 18(6):295. https://doi.org/10.3390/jrfm18060295
Chicago/Turabian StyleSusanto, Hendra, Nyoman Adhi Suryadnyana, Emita Astami, and Rusmin Rusmin. 2025. "The Impact of Family Firms on Financial Reporting Quality: The Mediating Role of High-Quality Auditors" Journal of Risk and Financial Management 18, no. 6: 295. https://doi.org/10.3390/jrfm18060295
APA StyleSusanto, H., Suryadnyana, N. A., Astami, E., & Rusmin, R. (2025). The Impact of Family Firms on Financial Reporting Quality: The Mediating Role of High-Quality Auditors. Journal of Risk and Financial Management, 18(6), 295. https://doi.org/10.3390/jrfm18060295