Sustainable Development of Chinese Family Firms: A Perspective from Downward Earnings Management before Successions
Abstract
:1. Introduction
2. Literature Review and Hypothesis Development
2.1. Family Firm and Earnings Management
2.2. Moderating Factors
2.2.1. Founders’ Poverty Experience
2.2.2. Founders’ Political Connection
2.2.3. Independent Director
2.2.4. Institutional Investor
2.2.5. Legal Environment
2.3. The Impact of Downward Earnings Management
3. Data and Research Design
3.1. Data
3.2. Research Design
3.2.1. Measures of Earnings Management
3.2.2. Models
4. Results
4.1. Univariate Results
4.2. Multivariate Analysis
4.3. Additional Analysis
4.4. Robustness Test
4.4.1. Self-Selection Bias
4.4.2. The Alternative Measures of Real Earnings Management
4.4.3. The Alternative Measures of Other Variables
5. Conclusions and Discussion
5.1. Conclusions
5.2. Implications
5.3. Limitations and Future Research
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable | Definition |
---|---|
AEM | Accrual earnings management, measured as the signed value of discretionary accruals |
ABSAEM | Accrual earnings management, measured by the variable consisting of the absolute value of the negative abnormal discretionary accruals and zero for positive abnormal discretionary accruals |
REM | Real earnings management, measured by the sum of the negative value of the abnormal cash flow from operations, the abnormal production costs and the negative value of abnormal discretionary expenses |
ABSREM | Real earnings management, measured by the variable consisting of the absolute value of the negative real earnings management and zero for positive REM |
CAR | Firms’ cumulative market-adjusted return for the three days centered on the day of the official announcement of chairman appointment |
AVEROA | The average value of firms’ ROA from the 3rd to 5th year after family firm successions |
SUCCESSION | A dummy variable equaling one if family business is inherited by family successors, and zero if the firm is succeeded by outside professionals |
POVERTY | A dummy variable equaling one if the founder has poverty experiences in childhood and zero otherwise. It is deemed that the founder has poverty experience if he/she experienced the Three Years of Natural Disasters in childhood (0 to 14 years old), that is, the founder was born from 1947 to 1961 |
PC | A dummy variable equaling one if the founder is currently holding or previously held a position in the People’s Congress, Chinese People’s Consultative Conference, has received honors from the government, or is a party member of Chinese Communist Party, and zero otherwise |
INDIR | The proportion of independent directors on the board |
INST | The percentage of institutional shareholdings |
LEGAL | An index of market intermediaries development and institutional environment from Fan et al. (2011), and the index captures the development of market intermediaries, such as lawyers, auditors and various industry associations, the efficiency of the local courts, and the protection of property rights |
SIZE | The natural logarithm of total assets |
LEV | Total liabilities/total assets |
ROA | Net profit/the average value of total assets at the beginning of the fiscal year and total assets at the end of the fiscal year |
LOSS | A dummy variable that equals one if ROA is negative and zero otherwise |
MVBV | Market value of equity/book value of equity |
FIRMAGE | List years, equaling to the number of years a company has been listed |
AUDITOR | A dummy variable equaling one if the company is audited by one of the Big-4 auditors and zero otherwise |
DUAL | A dummy variable equaling one if the CEO and chairman are the same person and zero otherwise |
FSR | The percentage of shares held by the largest shareholder, calculated as the number of shares held by the largest shareholder divided by the number of total shares |
HEIRAGE | The age of family firm heirs |
Panel A: Descriptive Statistics | ||||||||
---|---|---|---|---|---|---|---|---|
Variables | N | Mean | S.D. | Min | Max | |||
AEM | 524 | 0.0387 | 0.1419 | −0.2598 | 0.6239 | |||
ABSAEM | 524 | 0.0319 | 0.0585 | 0 | 0.2598 | |||
REM | 524 | 0.0311 | 0.2063 | −0.4509 | 0.6264 | |||
ABSREM | 524 | 0.0604 | 0.1106 | 0 | 0.4509 | |||
SUCCESSION | 524 | 0.3607 | 0.502 | 0 | 1 | |||
POVERTY | 524 | 0.55 | 0.501 | 0 | 1 | |||
PC | 524 | 0.81 | 0.397 | 0 | 1 | |||
INDIR | 524 | 0.3752 | 0.0638 | 0.2353 | 0.5 | |||
INST | 524 | 36.6322 | 24.5746 | 0.3563 | 84.2238 | |||
LEGAL | 524 | 10.1423 | 5.508 | 1.84 | 20.61 | |||
SIZE | 524 | 21.609 | 0.9665 | 20.2 | 24.4 | |||
LEV | 524 | 0.412 | 0.2015 | 0.0408 | 0.7631 | |||
ROA | 524 | 0.0411 | 0.0573 | −0.1035 | 0.1947 | |||
LOSS | 524 | 0.12 | 0.322 | 0 | 1 | |||
MVBV | 524 | 4.5117 | 3.2095 | 0.822 | 15.1385 | |||
FIRMAGE | 524 | 14.76 | 5.583 | 5 | 26 | |||
AUDITOR | 524 | 0.01 | 0.113 | 0 | 1 | |||
DUAL | 524 | 0.17 | 0.375 | 0 | 1 | |||
FSR | 524 | 30.7182 | 11.4895 | 11.83 | 56.76 | |||
CAR | 182 | 0.0146 | 0.0387 | −0.0481 | 0.0887 | |||
AVEROA | 178 | 0.0453 | 0.0426 | −0.0391 | 0.1249 | |||
HEIRAGE | 182 | 35.81 | 5.736 | 27 | 48 | |||
Panel B: Univariate Analysis of Hypothesis 1 | ||||||||
Group | Mean of AEM | Mean of ABSAEM | Mean of REM | Mean of ABSREM | ||||
Mean | t-stat | Mean | t-stat | Mean | t-stat | Mean | t-stat | |
SUCCESSION = 1 (N = 189) | −0.0115 | −2.212 *** | 0.0588 | 2.001 *** | −0.0254 | −2.298 *** | 0.0917 | 2.391 *** |
SUCCESSION = 0 (N = 335) | 0.067 | 0.0167 | 0.063 | 0.0427 | ||||
Panel C: Univariate Analysis of Hypothesis 3 | ||||||||
Group | Mean of CAR | Mean of AVEROA | ||||||
N | Mean | t-stat | N | Mean | t-stat | |||
Lower AEM | 106 | 0.031 | 2.591 *** | 80 | 0.0251 | −2.386 *** | ||
Higher AEM | 76 | −0.0083 | 98 | 0.007 | ||||
Higher ABSAEM | 47 | 0.0292 | 2.014 ** | 68 | 0.02 | −2.328 *** | ||
Lower ABSAEM | 135 | 0.0095 | 110 | 0.0863 | ||||
Lower REM | 106 | 0.0212 | 2.348 ** | 80 | 0.028 | −3.133 *** | ||
Higher REM | 76 | 0.0054 | 98 | 0.0665 | ||||
Higher ABSREM | 51 | 0.0199 | 2.442 ** | 67 | 0.03 | −2.99 *** | ||
Lower ABSREM | 131 | 0.001 | 111 | 0.0701 |
(1) AEM | (2) ABSAEM | (3) REM | (4) ABSREM | |
---|---|---|---|---|
SUCCESSION | −0.0278 *** (−2.65) | 0.0086 *** (3.49) | −0.0584 *** (−2.97) | 0.024 *** (2.84) |
SIZE | 0.0349 *** (2.5) | −0.0024 ** (−2.25) | 0.0354 * (2.08) | −0.0284 * (−1.84) |
LEV | −0.1686 *** (−2.45) | 0.055 ** (2.15) | −0.2402 ** (−2.46) | 0.1266 * (1.73) |
ROA | 0.0222 ** (2.05) | −0.0372 ** (−2.19) | 1.8016 *** (2.71) | −1.5562 *** (−4.95) |
LOSS | −0.123 *** (−2.58) | 0.0772 *** (2.75) | −0.0927 *** (−2.97) | 0.0541 *** (2.92) |
MVBV | 0.008 * (1.82) | −0.0012 (−1.38) | 0.0129 (1.21) | −0.0075 (−1.48) |
FIRMAGE | −0.0023(−0.72) | 0.0006 (0.47) | −0.004 (−0.88) | 0.0014 (0.67) |
AUDITOR | 0.0502 ** (2.3) | −0.0453 *** (−2.66) | 0.275 ** (2.17) | −0.1717 * (1.84) |
DUAL | −0.0012 *** (−3.02) | 0.0079 *** (2.83) | −0.0169 *** (−2.52) | 0.0111 *** (2.43) |
FSR | −0.0007 *** (−2.43) | 0.0003 *** (3.42) | −0.0012 *** (−2.5) | 0.002 *** (2.69) |
Intercept | −0.8514 * (−1.78) | 0.1099 ** (2.56) | −0.5257 ** (−2.18) | 0.4725 * (1.84) |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Adj. R-sq | 0.207 | 0.2713 | 0.2276 | 0.2183 |
N | 524 | 524 | 524 | 524 |
(1) AEM | (2) ABSAEM | (3) REM | (4) ABSREM | |
---|---|---|---|---|
SUCCESSION | −0.0469 *** (−3.16) | 0.0917 *** (2.73) | −0.6629 *** (−2.8) | 0.2118 ** (2.16) |
POVERTY | −0.0259 (−0.46) | 0.0033 (1.14) | −0.0129 (−1.18) | 0.0216 (0.62) |
SUCCESSION * POVERTY | −0.0289 ** (−2.31) | 0.0302 ** (2.07) | −0.1279 *** (−3.1) | 0.0739 ** (2.28) |
PC | 0.1456 * (1.9) | −0.0322 * (−1.99) | 0.0606 (1.63) | −0.0246 * (−1.72) |
SUCCESSION * PC | −0.002 ** (−2.02) | 0.001 ** (2.02) | −0.0821 *** (−2.57) | 0.0814 ** (2.13) |
INDIR | −0.157 (−0.35) | 0.0538 (1.28) | −0.0541 (−1.1) | 0.0334 (1.12) |
SUCCESSION * INDIR | 0.1871 (1.29) | −0.2084 (−0.75) | 2.3108 (0.83) | −0.9053 (−1.24) |
INST | 0.0016 (1.03) | −0.0003 * (−1.73) | 0.0029 * (1.74) | −0.0001 * (−1.91) |
SUCCESSION * INST | 0.0005 *** (3.32) | −0.0004 ** (−2.5) | 0.0008 ** (2.39) | −0.0007 *** (−2.62) |
LEGAL | −0.0025 (−1.36) | 0.0024 ** (2.15) | −0.0146 * (−1.68) | 0.0004 (1.1) |
SUCCESSION * LEGAL | 0.0001 ** (2.13) | −0.001 ** (−2.29) | 0.0129 *** (2.82) | −0.0019 *** (−2.39) |
SIZE | 0.0571 * (1.9) | −0.003 ** (−2.23) | 0.0429 ** (2.14) | −0.0107 * (−1.75) |
LEV | −0.246 * (−1.89) | 0.0548 * (1.99) | −0.3252 ** (−1.99) | 0.113 * (1.85) |
ROA | 0.0994 ** (2.18) | −0.0826 * (−1.66) | 1.6707 ** (2.44) | −1.52 *** (−2.49) |
LOSS | −0.045 *** (−2.53) | 0.0951 *** (2.64) | −0.0037 *** (−2.53) | 0.0746 *** (2.82) |
MVBV | 0.0096 (1.14) | −0.0007 (−1.21) | 0.0127 (1.21) | −0.0071 (−1.36) |
FIRMAGE | −0.0028 (−0.74) | 0.0016 (0.97) | −0.004 (−0.85) | 0.0023 (0.98) |
AUDITOR | 0.058 * (1.87) | −0.064 * (−1.84) | 0.323 * (1.74) | −0.1315 * (−1.81) |
DUAL | −0.0366 *** (−2.65) | 0.0086 *** (2.63) | −0.0263 *** (−2.37) | −0.0263 *** (−2.75) |
FSR | −0.0033 *** (−2.51) | 0.0002 *** (2.52) | −0.0055 *** (−3.03) | −0.0027 *** (−3.05) |
Intercept | −1.1999 * (−1.89) | −0.0291 ** (−2.11) | −0.698 * (−1.88) | 0.1029 ** (2.26) |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Adj. R-sq | 0.2509 | 0.2091 | 0.2967 | 0.2994 |
N | 524 | 524 | 524 | 524 |
CAR | AVEROA | |||||||
---|---|---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
AEM | −0.8589 *** (−2.65) | 0.4798 *** (3.96) | ||||||
ABSAEM | 0.5188 ** (2.25) | −0.7091 *** (−3.41) | ||||||
REM | −0.0157 ** (−2.38) | 1.0089 *** (2.79) | ||||||
ABSREM | 0.0237 ** (2.43) | −0.1516 ** (−2.25) | ||||||
SIZE | 0.0238 ** (2.18) | 0.0222 **(2.14) | 0.0232 ** (2.12) | 0.0232 ** (2.13) | 0.0321 *** (3.8) | 0.0336 *** (3.62) | 0.0188 * (1.82) | 0.0135 ** (2.31) |
LEV | −0.0248 (−1.4) | −0.016 (−1.27) | −0.0432 (−0.64) | −0.0403 (−0.63) | −0.2279 *** (−4.04) | −0.2467 *** (−4.04) | −0.1813 ** (−2.44) | −0.1778 ** (−2.52) |
MVBV | 0.0008 * (1.97) | 0.0012 ** (2.26) | 0.0009 ** (2.18) | 0.001 ** (2.22) | 0.0034 ** (2.51) | 0.0047 *** (2.66) | 0.0002 ** (2.03) | −0.0044 ** (−2.53) |
FIRMAGE | 0.0008 * (1.79) | 0.0011 ** (2.59) | 0.0005 ** (2.26) | 0.0004 ** (2.23) | 0.0016 ** (2.28) | 0.0016 * (2.16) | 0.0012 * (1.76) | 0.0016 * (2.04) |
HEIRAGE | 0.0034 ** (2.21) | 0.0032 ** (2.29) | 0.0031 * (2.08) | 0.0031 * (2.05) | 0.0024 ** (2.33) | 0.002 * (1.9) | 0.0015 * (1.71) | 0.0013 ** (2.15) |
INDIR | −0.1317 (−1.1) | −0.1234 (−1.07) | −0.1395 (−1.15) | −0.1418 (−1.16) | 0.052 (0.38) | 0.0111 (1.08) | −0.0657 (−0.36) | −0.0787 (−0.45) |
INST | 0.0005 ** (2.11) | 0.0005 ** (2.12) | 0.0005 ** (2.22) | 0.0005 ** (2.23) | 0.0007 * (1.84) | 0.0007 * (1.83) | 0.0002 ** (2.32) | 0.0002 ** (2.38) |
FSR | −0.0017 * (−1.78) | −0.0019 * (−2.09) | −0.0016 (−1.61) | −0.0015 (−1.58) | 0.0002 *** (2.86) | 0.0002 *** (2.83) | 0.0005 *** (2.95) | 0.0005 *** (2.52) |
Intercept | 0.5659 ** (2.56) | 0.5813 ** (2.73) | 0.5654 ** (2.53) | 0.5691 ** (2.55) | −0.6886 *** (−3.28) | −0.6267 *** (−2.85) | −0.3072 ** (−2.24) | −0.1896 * (−1.77) |
Year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Adj. R-sq | 0.1376 | 0.2055 | 0.1195 | 0.1223 | 0.2705 | 0.2308 | 0.1809 | 0.2525 |
N | 182 | 182 | 182 | 182 | 178 | 178 | 178 | 178 |
(1) AEM | (2) ABSAEM | |
---|---|---|
SUCCESSION | 0.0068 * (1.71) | −0.0008 * (−1.82) |
SIZE | 0.0136 *** (2.83) | −0.0085 ** (−2.15) |
LEV | −0.0233 ** (−2.26) | 0.0015 ** (2.04) |
ROA | 0.6774 ** (2.49) | −0.3713 *** (−3.00) |
LOSS | −0.0782 *** (−2.95) | 0.0191 *** (2.85) |
MVBV | 0.0056 (1.23) | −0.0027 (−1.31) |
FIRMAGE | 0.0001 (1.04) | −0.0001 (−1.08) |
AUDITOR | 0.0207 ** (2.26) | −0.0234 * (−1.65) |
DUAL | −0.0198 *** (−2.74) | 0.0176 *** (2.95) |
FSR | −0.0013 *** (−3.08) | 0.0006 *** (3.17) |
STAY | 0.0081 (0.29) | −0.0086 (−0.67) |
Intercept | 0.2754 ** (2.18) | −0.1441 (−0.9) |
Year fixed effects | Yes | Yes |
Industry fixed effects | Yes | Yes |
Adj. R-sq | 0.1491 | 0.1873 |
N | 558 | 558 |
First Stage Probit | DV = SUCCESSION | Second Stage OLS | DV = AEM |
---|---|---|---|
FOUNDERAGE | 0.2474 *** (3.27) | SUCCESSION | −0.0296 *** (−2.66) |
SIZE | −0.7931 * (−1.6) | SIZE | 0.0401 * (1.64) |
LEV | 2.2574 (1.08) | LEV | −0.1835 *** (−2.52) |
ROA | 14.3024 * (1.73) | ROA | 0.1054 ** (2.21) |
LOSS | −1.7818 * (−1.93) | LOSS | −0.1486 * (−1.93) |
MVBV | −0.6815 *** (−2.65) | MVBV | 0.0077 * (1.76) |
FIRMAGE | 0.0176 (0.31) | FIRMAGE | −0.0024 (−0.73) |
AUDITOR | 0.4765 (0.72) | AUDITOR | 0.0481 ** (2.25) |
DUAL | 0.6023 *** (2.8) | DUAL | −0.0046 *** (−3.09) |
FSR | 0.027 *** (2.82) | FSR | −0.0016 *** (−2.85) |
IMR | 0.0013 (0.5) | ||
Intercept | −4.0716 ** (−2.01) | 0.1099 ** (2.56) | −0.9594 * (−1.92) |
Year fixed effects | Yes | Year fixed effects | Yes |
Industry fixed effects | Yes | Industry fixed effects | Yes |
Pseudo R-sq | 0.2661 | Adj. R-sq | 0.1062 |
N | 450 | N | 450 |
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Guo, C. Sustainable Development of Chinese Family Firms: A Perspective from Downward Earnings Management before Successions. Sustainability 2022, 14, 9344. https://doi.org/10.3390/su14159344
Guo C. Sustainable Development of Chinese Family Firms: A Perspective from Downward Earnings Management before Successions. Sustainability. 2022; 14(15):9344. https://doi.org/10.3390/su14159344
Chicago/Turabian StyleGuo, Chan. 2022. "Sustainable Development of Chinese Family Firms: A Perspective from Downward Earnings Management before Successions" Sustainability 14, no. 15: 9344. https://doi.org/10.3390/su14159344
APA StyleGuo, C. (2022). Sustainable Development of Chinese Family Firms: A Perspective from Downward Earnings Management before Successions. Sustainability, 14(15), 9344. https://doi.org/10.3390/su14159344