Related Party Transactions and Earnings Management: The Moderating Effect of ESG Performance
Abstract
:1. Introduction
2. Theoretical Framework, Literature Review and Hypotheses Development
2.1. Theoretical Framework
2.2. Earnings Management and RPTs
2.3. Earnings Management and ESG
3. Data and Methods
3.1. Data
3.2. Dependent Variables
- Ai,t−1 = lagged total assets;
- ΔREVi,t = change in revenues between period t and t − 1;
- ΔRECi,t = change in trade receivables between period t and t − 1;
- PPEi,t = gross property, plant and equipment;
- NIi,t = net income.
3.3. Explanatory and Control Variables
- MKTBOOK = market-to-book ration;
- LEV = financial debts scaled by assets;
- Dk = year and industry dummies.
3.4. Models
- EMi,t = one of the four proxies of real and accrual earnings management;
- RPTsi,t = related party transactions for firm i in period t;
- ESGj,i,t = Environmental, Social and Governance scores;
- Xh,i,t = Governance control variables;
- Xk,i,t = Other control variables.
4. Results
4.1. Descriptive Statistics
4.2. Empirical Results
4.3. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Conflicts of Interest
References
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Variable | Description | Measurement |
---|---|---|
NDA, PDA | Accrual earnings management | Negative (NDA) or positive (PDA) discretionary accruals using the Kothari model [73] |
RMCFO | Real earnings management | Abnormal levels of cash flow from operations [4,21,74] |
RMPROD | Real earnings management | Abnormal levels of production costs [4,21,74] |
RMDISXS | Real earnings management | Abnormal levels of discretionary expenses [4,21,74] |
ARPTs | Related party transactions | Related party transactions, measured as the abnormal level of the continuous variable RPTs/Assets |
ENVS, SOCS, GOVS | ESG scores | Firm’s scores for the Environmental, Social and Governance pillars [69] |
BSIZE | Governance | Number of directors in the board |
WBD | Governance | weight of women that sit on the board of directors |
CEOD | Governance | Dummy variable equal to 1 if the CEO is also the Chairperson and 0 otherwise |
DFF | Governance | Dummy variable equal to 1if a family owns at least 20% of the firm’s common shares |
SIZE | Other control variable | Log of firm’s total assets |
ROA-1 | Other control variable | Net income for year (t − 1) scaled by beginning of reporting period total assets |
LEV | Other control variable | Sum of long term and short-term financial debts scaled by assets |
MKTBK | Other control variable | Market value of common shares/Asset value |
AGE | Other control variable | Firm’s age in years |
A. Descriptive Statistics | ||||||||||
Mean | Median | Standard Deviation | ||||||||
NDA | −0.041 | −0.026 | 0.045 | |||||||
PDA | 0.049 | 0.024 | 0.060 | |||||||
RMCFO | 0.000 | 0.014 | 0.063 | |||||||
RMPROD | 0.000 | 0.026 | 0.193 | |||||||
RMDISX | 0.000 | 0.010 | 0.145 | |||||||
RPTs | 0.061 | 0.033 | 0.090 | |||||||
ABRPTs | −0.003 | −0.010 | 0.087 | |||||||
BSIZE | 11.527 | 11 | 3.773 | |||||||
ENVS | 55.764 | 60.53 | 26.84 | |||||||
SOCS | 65.806 | 68.95 | 20.21 | |||||||
GOVS | 52.356 | 52.42 | 20.94 | |||||||
WBD | 0.345 | 0.333 | 0.113 | |||||||
CEOD | 0.265 | - | - | |||||||
DFF | 0.50 | - | - | |||||||
ROA-1 | 0.078 | 0.066 | 0.075 | |||||||
SIZE | 15.187 | 15.167 | 1.760 | |||||||
LEV | 0.269 | 0.243 | 0.152 | |||||||
MKTBK | 0.998 | 0.571 | 1.208 | |||||||
AGE | 63.022 | 57 | 39.1 | |||||||
B. Descriptive Statistics by Industry | ||||||||||
Industry | Weight | NDA | PDA | RMCFO | RMPROD | RMDISX | RPTs | ENVS | SOCS | GOV |
Apparel and Textile | 9.78% | −0.025 | 0.022 | 0.0002 | 0.0003 | −0.0000 | 0.020 | 0.425 | 0.555 | 0.401 |
Chemical and Farmaceutical | 8.44% | −0.036 | 0.070 | 0.0004 | −0.0004 | 0.0011 | 0.022 | 0.447 | 0.555 | 0.470 |
Computer and Household | 4.44% | −0.031 | 0.071 | 0.0004 | 0.0006 | 0.0003 | 0.023 | 0.592 | 0.709 | 0.353 |
Industr, Commercial and Transport Equipment | 16.44% | −0.037 | 0.021 | 0.0002 | 0.0001 | 0.0002 | 0.055 | 0.592 | 0.712 | 0.528 |
Utilities and Related Services | 22.22% | −0.033 | 0.052 | 0.0001 | −0.0000 | 0.0002 | 0.077 | 0.686 | 0.679 | 0.568 |
Construction and Building Materials | 9.78% | −0.039 | 0.052 | 0.0001 | 0.0003 | −0.0006 | 0.142 | 0.582 | 0.685 | 0.590 |
Wholesale and Retail Trade | 5.33% | −0.060 | 0.047 | 0.0001 | −0.0001 | −0.0002 | 0.041 | 0.480 | 0.615 | 0.510 |
Publishing, Motion and Entertainment | 2.67% | −0.128 | 0.061 | −0.0001 | −0.0001 | 0.0008 | 0.065 | 0.345 | 0.581 | 0.410 |
Digital Solutions, Software and Consulting | 18.22% | −0.048 | 0.075 | 0.0003 | 0.0005 | 0.0000 | 0.059 | 0.544 | 0.686 | 0.600 |
Real Estate | 2.67% | −0.057 | 0.041 | 0.0002 | 0.0021 | 0.0001 | 0.028 | 0.427 | 0.640 | 0.408 |
PDA | RMCFO | RMPROD | RMDISX | ABRPTs | BSIZE | WBD | CEOD | DFF | ROA-1 | SIZE | LEV | AGE | MKTBK | ENVS | SOCS | GOVS | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
NDA | - | −0.135 | −0.177 | 0.051 | 0.204 | −0.042 | −0.050 | −0.092 | −0.143 | −0.128 | 0.144 | 0.056 | −0.049 | 0.012 | 0.038 | 0.039 | 0.024 |
PDA | 0.160 | 0.035 | 0.109 | −0.113 | 0.112 | −0.090 | −0.080 | 0.028 | −0.356 | −0.238 | −0.023 | −0.130 | −0.089 | −0.348 | −0.277 | −0.168 | |
RMCFO | 0.404 | −0.130 | 0.132 | 0.111 | −0.048 | 0.084 | 0.014 | 0.460 | −0.079 | −0.067 | −0.119 | 0.553 | −0.040 | −0.014 | −0.002 | ||
RMPROD | −0.700 | −117 | 0.073 | −0.059 | 0.238 | 0.148 | 0.326 | −0.035 | −0.021 | −0.142 | 0.328 | −0.051 | −0.021 | −0.017 | |||
RMDISX | 0.181 | −0.061 | −0.004 | −0.124 | −0.069 | −0.071 | 0.088 | −0.003 | 0.131 | −0.150 | 0.016 | −0.002 | −0.010 | ||||
ABRPTs | −0.026 | −0.036 | −0.054 | −0.104 | 0.051 | 0.078 | −0.146 | −0.185 | 0.071 | 0.014 | 0.017 | −0.003 | |||||
BSIZE | 0.002 | −0.209 | 0.087 | 0.171 | −0.029 | −0.021 | 0.224 | 0.125 | 0.160 | 0.162 | 0.148 | ||||||
WBD | −0.305 | −0.289 | 0.026 | 0.039 | 0.088 | 0.117 | 0.006 | 0.037 | 0.020 | 0.058 | |||||||
CEOD | 0.097 | 0.155 | −0.226 | 0.076 | −0.167 | 0.199 | −0.057 | −0.057 | −0.078 | ||||||||
DFF | 0.100 | −0.381 | −0.206 | 0.021 | 0.180 | −0.146 | −0.110 | −112 | |||||||||
ROA-1 | −0.176 | −0.179 | −0.061 | 0.689 | −0.058 | −0.043 | −0.044 | ||||||||||
SIZE | 0.130 | 0.258 | −0.288 | 0.159 | 0.119 | 0.109 | |||||||||||
LEV | 0.018 | −0.284 | 0.083 | 0.058 | 0.077 | ||||||||||||
AGE | −0.063 | 0.119 | 0.110 | 0.088 | |||||||||||||
MKTBK | −0.082 | −0.059 | −0.057 | ||||||||||||||
ENVS | 0.990 | 0.980 | |||||||||||||||
SOCS | 0.988 |
Model 1 | Model 1 | Model 1 | Model 1 | Model 1 | Model 1 | ||||
NDA | NDA | NDA | PDA | PDA | PDA | ||||
INT | −0.08(0.04) ** | −0.08(0.04) ** | −0.08(0.04) ** | 0.29(0.10) *** | 0.33(0.11) *** | 0.33(0.12) *** | |||
ABRPTs | 0.07(0.03) ** | 0.07(0.03) ** | 0.07(0.03) ** | 0.03(0.10) | −0.00(0.09) | −0.02(0.09) | |||
BSIZE | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) | |||
WBD | −0.03(0.04) | −0.03(0.04) | −0.03(0.04) | −0.10(0.07) | −0.10(0.07) | −0.10(0.07) | |||
CEOD | −0.02(0.01) | −0.02(0.01) | −0.02(0.01) | −0.01(0.02) | −0.02(0.02) | −0.01(0.02) | |||
DFF | −0.02(0.01) * | −0.02(0.01) * | −0.02(0.01) * | 0.01(0.01) | 0.01(0.01) | 0.01(0.01) | |||
ROA-1 | −0.18(0.04) *** | −0.18(0.04) *** | −0.18(0.04) *** | −0.56(0.23) ** | −0.59(0.23) ** | −0.63(0.23) *** | |||
SIZE | 0.01(0.00) ** | 0.01(0.00) * | 0.01(0.00) * | −0.01(0.01) * | −0.01(0.01) ** | −0.02(0.01) ** | |||
LEV | 0.01(0.04) | 0.01(0.04) | 0.01(0.04) | −0.04(0.05) | −0.04(0.06) | −0.04(0.06) | |||
AGE | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) | −0.00(0.00) | -0.000(0.00) | −0.00(0.00) | |||
MKTBK | 0.01(0.00) *** | 0.01(0.00) *** | 0.01(0.00) *** | 0.01(0.01) | 0.01(0.01) | 0.01(0.01) | |||
ENVS | −0.00(0.00) | −0.00(0.00) | |||||||
SOCS | −0.00(0.00) | −0.00(0.00) | |||||||
GOVS | −0.00(0.00) | 0.00(0.00) | |||||||
INDUSTRY | yes | yes | yes | yes | yes | yes | |||
YEAR | yes | yes | yes | yes | yes | yes | |||
obs | 113 | 113 | 113 | 93 | 93 | 93 | |||
R2 | 0.24 | 0.24 | 0.24 | 0.39 | 0.36 | 0.36 | |||
Model 1 | Model 1 | Model 1 | Model 1 | Model 1 | Model 1 | Model 1 | Model 1 | Model 1 | |
RMCFO | RMCFO | RMCFO | RMPROD | RMPROD | RMPROD | RMDIX | RMDIX | RMDIX | |
INT | 0.02(0.06) | 0.03(0.06) | 0.03(0.06) | −0.14(0.17) | −0.13(0.17) | −0.13(0.17) | 0.05(0.19) | 0.04(0.19) | 0.04(0.19) |
ABRPTs | 0.06(0.10) | 0.06(0.10) | 0.06(0.10) | −0.27(0.10) *** | −0.27(0.10) *** | −0.27(0.10) *** | 0.30(0.11) *** | 0.30(0.11) *** | 0.30(0.11) *** |
BSIZE | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) |
WBD | −0.08(0.04) * | −0.08(0.04) * | −0.08(0.04) * | −0.07(0.15) | −0.06(0.15) | −0.07(0.15) | −0.02(0.14) | −0.02(0.14) | −0.02(0.14) |
CEOD | −0.01(0.01) | −0.01(0.01) | −0.01(0.01) | 0.05(0.04) | 0.05(0.04) | 0.05(0.04) | −0.06(0.04) | −0.06(0.04) | −0.06(0.04) |
DFF | −0.00(0.01) | −0.00(0.01) | −0.00(0.01) | 0.04(0.04) | 0.04(0.04) | 0.04(0.04) | −0.02(0.04) | −0.02(0.04) | −0.02(0.04) |
ROA-1 | 0.10(0.16) | 0.10(0.16) | 0.10(0.16) | 0.38(0.19) * | 0.39(0.19) ** | 0.39(0.19) ** | 0.36(0.22) | 0.36(0.22) | 0.36(0.22) |
SIZE | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) |
LEV | 0.02(0.04) | 0.02(0.04) | 0.02(0.04) | −0.03(0.11) | −0.03(0.11) | −0.03(0.11) | 0.11(0.12) | 0.11(0.12) | 0.11(0.12) |
AGE | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) |
MKTBK | 0.03(0.01) *** | 0.03(0.01) *** | 0.03(0.01) *** | 0.05(0.02) *** | 0.05(0.02) *** | 0.05(0.02) *** | −0.03(0.02) * | −0.03(0.02) * | −0.03(0.02) * |
ENVS | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | ||||||
SOCS | −0.00(0.00) | 0.00(0.00) | −0.00(0.00) | ||||||
GOVS | 0.00(0.00) | 0.00(0.00) | −0.00(0.00) | ||||||
INDUSTRY | |||||||||
YEAR | |||||||||
obs | 206 | 206 | 206 | 205 | 205 | 205 | 206 | 206 | 206 |
R2 | 0.43 | 0.43 | 0.43 | 0.33 | 0.33 | 0.33 | 0.20 | 0.20 | 0.20 |
Model 2 | Model 2 | Model 2 | Model 2 | Model 2 | Model 2 | ||||
---|---|---|---|---|---|---|---|---|---|
NDA | NDA | NDA | PDA | PDA | PDA | ||||
INT | −0.08(0.04) * | −0.04(0.03) | −0.05(0.04) | 0.28(0.10) *** | 0.32(0.10) *** | 0.29(0.11) ** | |||
ABRPTs | 0.17(0.09) * | 0.62(0.21) *** | 0.42(0.14) *** | 0.01(0.33) | −0.53(0.44) | −0.54(0.31) * | |||
BSIZE | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) | |||
WBD | −0.03(0.04) | −0.04(0.04) | −0.03(0.04) | −0.10(0.07) | −0.11(0.07) | −0.09(0.07) | |||
CEOD | −0.02(0.01) | −0.02(0.01) | −0.01(0.01) | −0.01(0.02) | −0.01(0.02) | −0.01(0.02) | |||
DFF | −0.02(0.01) * | −0.02(0.01) ** | −0.02(0.01) ** | 0.01(0.01) | 0.01(0.01) | 0.02(0.01) | |||
ROA-1 | −0.20(0.04) *** | −0.20(0.03) *** | −0.18(0.03) *** | −0.56(0.23) ** | −0.56(0.21) ** | −0.62(0.23) *** | |||
SIZE | 0.01(0.00) ** | 0.00(0.00) * | 0.00(0.00) | −0.01(0.01) * | −0.01(0.01) ** | −0.01(0.01) ** | |||
LEV | 0.01(0.04) | 0.02(0.04) | 0.02(0.04) | −0.04(0.06) | −0.05(0.06) | −0.04(0.06) | |||
AGE | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | |||
MKTBK | 0.01(0.00) ** | 0.01(0.00) *** | 0.01(0.00) ** | 0.01(0.01) | 0.01(0.01) | 0.01(0.01) | |||
ENVS | −0.00(0.00) | −0.00(0.00) | |||||||
SOCS | −0.00(0.00) *** | 0.00(0.00) | |||||||
GOVS | −0.00(0.00) *** | 0.00(0.00) | |||||||
INDUSTRY | |||||||||
YEAR | |||||||||
RPTs * ENVS | −0.00(0.00) | 0.00(0.00) | |||||||
RPTs * SOCS | −0.01(0.00) *** | 0.01(0.01) | |||||||
RPTs * GOVS | −0.01(0.00) *** | 0.01(0.00) * | |||||||
obs | 113 | 113 | 113 | 93 | 93 | 93 | |||
R2 | 0.25 | 0.29 | 0.29 | 0.39 | 0.38 | 0.38 | |||
Model 2 | Model 2 | Model 2 | Model 2 | Model 2 | Model 2 | Model 2 | Model 2 | Model 2 | |
RMCFO | RMCFO | RMCFO | RMPROD | RMPROD | RMPROD | RMDIX | RMDIX | RMDIX | |
INT | 0.01(0.05) | 0.04(0.05) | 0.03(0.06) | −0.14(0.16) | −0.13(0.17) | −0.14(0.17) | 0.05(0.19) | 0.05(0.19) | 0.05(0.19) |
ABRPTs | 0.38(0.12) *** | 0.43(0.31) | 0.18(0.19) | −0.13(0.22) | −0.30(0.61) | −0.47(0.34) | 0.26(0.24) | 0.41(0.63) | 0.47(0.35) |
BSIZE | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) |
WBD | −0.07(0.04) * | −0.08(0.04) * | −0.08(0.04) * | −0.06(0.15) | −0.06(0.15) | −0.06(0.15) | −0.02(0.15) | −0.02(0.15) | −0.02(0.15) |
CEOD | −0.02(0.01) | −0.01(0.01) | −0.01(0.01) | 0.05(0.04) | 0.05(0.04) | 0.05(0.04) | −0.06(0.04) | −0.06(0.04) | −0.06(0.04) |
DFF | −0.01(0.01) | −0.00(0.01) | −0.00(0.01) | 0.04(0.04) | 0.04(0.04) | 0.04(0.04) | −0.02(0.04) | −0.02(0.04) | −0.02(0.04) |
ROA-1 | 0.04(0.13) | 0.08(0.15) | 0.10(0.15) | 0.36(0.19) * | 0.39(0.19) ** | 0.39(0.19) ** | 0.37(0.22) * | 0.35(0.22) | 0.04(0.22) |
SIZE | 0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) | 0.00(0.01) |
LEV | 0.00(0.04) | 0.02(0.04) | 0.02(0.04) | −0.03(0.12) | −0.03(0.11) | −0.04(0.12) | 0.11(0.12) | 0.11(0.12) | 0.11(0.12) |
AGE | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | −0.00(0.00) | 0.00(0.00) | 0.00(0.00) | 0.00(0.00) |
MKTBK | 0.03(0.01) *** | 0.03(0.01) *** | 0.03(0.01) *** | 0.05(0.02) *** | 0.05(0.02) *** | 0.05(0.02) ** | −0.03(0.02) * | −0.03(0.02) * | −0.03(0.02) * |
ENVS | −0.00(0.00) *** | −0.00(0.00) | 0.00(0.00) | ||||||
SOCS | −0.00(0.00) | 0.00(0.00) | −0.00(0.00) | ||||||
GOVS | −0.00(0.00) | 0.00(0.00) | −0.00(0.00) | ||||||
INDUSTRY | |||||||||
YEAR | |||||||||
RPTS * ENVS | −0.01(0.00) *** | −0.00(0.00) | 0.00(0.00) | ||||||
RPTS * SOCS | −0.01(0.00) | 0.00(0.01) | −0.00(0.01) | ||||||
RPTS * GOVS | −0.00(0.00) | 0.00(0.01) | −0.00(0.01) | ||||||
obs | 206 | 206 | 206 | 205 | 205 | 205 | 206 | 206 | 206 |
R2 | 0.47 | 0.44 | 0.43 | 0.33 | 0.33 | 0.33 | 0.20 | 0.20 | 0.20 |
Hypotheses | Dependent Variable | Independent Variable | Expected. Sign | Value | t | Decision |
---|---|---|---|---|---|---|
H1a. Abnormal relates party transactions are associated to real earnings management | RMCFO | ABRPTs | +/− | −0.07 | 0.09 | Supported for REM via production cost and discretionary expenses |
RMPROD | ABRPTs | +/− | −0.27 | 0.10 *** | ||
RMDIX | ABRPTs | +/− | +0.31 | 0.11 *** | ||
H1b. Abnormal relates party transactions are associated to accrual earnings management | NDA | ABRPTs | +/− | +0.06 | 0.03 ** | Supported for downward AEM |
PDA | ABRPTs | +/− | −0.02 | 0.10 | ||
H2a. ESG performance moderates the relation between relates party transactions and real earnings management | RMCFO | RPTs * ENVS | +/− | −0.01 | 0.00 *** | Supported for Environmental performance and REM via cash flow |
RPTs * SOCS | +/− | −0.01 | 0.00 | |||
RPTs * GOVS | +/− | −0.00 | 0.00 | |||
RMPROD | RPTs * ENVS | +/− | −0.00 | 0.00 | ||
RPTs * SOCS | +/− | +0.00 | 0.01 | |||
RPTs * GOVS | +/− | +0.00 | 0.01 | |||
RMDIX | RPTs * ENVS | +/− | +0.00 | 0.00 | ||
RPTs * SOCS | +/− | −0.00 | 0.01 | |||
RPTs * GOVS | +/− | −0.00 | 0.01 | |||
H2b. ESG performance moderates the relation between relates party transactions and accrual earnings management | NDA | RPTs * ENVS | +/− | −0.00 | 0.00 | Supported for Social and Governance performance and downward AEM Supported for Governance performance and upward AEM |
RPTs * SOCS | +/− | −0.01 | 0.00 *** | |||
RPTs * GOVS | +/− | −0.01 | 0.00 *** | |||
PDA | RPTs * ENVS | +/− | +0.00 | 0.00 | ||
RPTs * SOCS | +/− | +0.01 | 0.01 | |||
RPTs * GOVS | +/− | +0.01 | 0.00 * |
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Gavana, G.; Gottardo, P.; Moisello, A.M. Related Party Transactions and Earnings Management: The Moderating Effect of ESG Performance. Sustainability 2022, 14, 5823. https://doi.org/10.3390/su14105823
Gavana G, Gottardo P, Moisello AM. Related Party Transactions and Earnings Management: The Moderating Effect of ESG Performance. Sustainability. 2022; 14(10):5823. https://doi.org/10.3390/su14105823
Chicago/Turabian StyleGavana, Giovanna, Pietro Gottardo, and Anna Maria Moisello. 2022. "Related Party Transactions and Earnings Management: The Moderating Effect of ESG Performance" Sustainability 14, no. 10: 5823. https://doi.org/10.3390/su14105823