The Influence of a Company’s Ownership Structure on Upward Real Earnings Management
Abstract
:1. Introduction
2. Prior Research and Hypothesis Development
2.1. Shareholder Concentration and Earnings Management
2.2. Share of State in Equity
2.3. Managerial Ownership and Earnings Management
2.4. Institutional Investors and Earnings Management
2.5. Governance
2.6. Meeting/Beating Earnings Targets
2.7. Correlation of Real Earnings Management with Accrual Earnings Management
2.8. Ownership Structure and Reversals of Upward Real Earnings Management
3. Data and Methodology
3.1. Identification of Real Earnings Management
- SGAEit = selling, general, and administrative expenses, including expired R&D costs;
- Ait = total assets;
- Sit = sales revenue;
- ΔSit = change in sales; and
- i = 1,…,n (companies); t = 1,…,T (time periods).
3.2. Research Design
- REMit = one of the four proxies of real earnings management: TREMit, R1(SGAEit), R1(CFOit), and R1(PRODit);
- CONit = the concentration: Total percentage of shares owned by shareholders who own at least 5% of shares and who are not institutional investors;
- MNG1it = the proportion of the company’s shares owned by members of the management board;
- CON01it = a dummy variable equal to 1 if CONit is higher than the median value of CONit in the sample, and 0 otherwise;
- MNG101it = a dummy variable equal to 1 if MNG1it is at least 0.05, and 0 otherwise;
- INST01it = a dummy variable equal to 1 if there are institutional investors who own at least 5% of the common stock, and 0 otherwise;
- CONST01it = the concentration held by the state treasury: A dummy variable equal to 1 if there is ownership by the state treasury of at least 5% of the common stock, and 0 otherwise;
- MEETit = a binary variable equal to 1 if reported net earnings scaled by total assets is higher than 0 and lower than 0.01, and 0 otherwise;
- BEATit = a binary variable equal to 1 if the change in net earnings scaled by total assets is higher than 0 and lower than 0.01, and 0 otherwise;
- ^MNGit = a binary variable equal to 1 if a change in the company’s CEOit occurred, and 0 otherwise;
- POit = a binary variable equal to 1 if a public offering was realized during the period, and 0 otherwise;
- ROIit = return on assets, equal to net earnings divided by the beginning value of total assets;
- D it−1/A it−1 = financial leverage, which is lagged total liabilities divided by lagged total assets;
- AUDQit = audit quality: A binary variable equal to 1 if the auditor of the reporting entity was ranked in the first to tenth position in the ranking by the Rzeczpospolita newspaper in Poland in the period of 2008–2017, and 0 otherwise; and
- DACCit = discretionary accruals: Residuals form normal accruals.
- ACCit = total accruals;
- ΔCAit = change in current assets;
- ΔCASHit = change in cash and cash equivalents;
- ΔCLit = change in current liabilities; and
- DEPit = depreciation and amortization expense.
- PPEit = value of property, plant and equipment;
- LnNBRDit = natural log of the number of members of the supervisory board;
- Mit/BVit = market to book value;
- SCOREit = score model PAN-F [90];
- CYCLEit = the operating cycle ratio in days;
- CFOit = net cash flow from operations;
- time = included by dummy variables (t_8 as reference category, t_9, t_10,…,t_17).
4. Results
4.1. Sample Selection and Descriptive Statistics
4.1.1. Sample Selection
4.1.2. Descriptive Statistics
4.2. Results
4.3. Reversals of Real Earnings Management and Ownership Structure
5. Discussion
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Conflicts of Interest
Appendix A
Variable | R1_SGAE | R1_CFO | R1_PROD | TREM1 | CON | MNG1 | ROI | D_A | DACCI | LnNBRD | M_BV | SCORE | CYCLE | CFO_A |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
R1_SGAE | 1.000 | 0.145 * | −0.592 * | 0.748 * | −0.063 * | 0.091 * | 0.109 * | −0.282 * | −0.056 | −0.091 * | 0.069 * | 0.197 * | 0.180 * | 0.142 * |
R1_CFO | 0.162 * | 1.000 | −0.416 * | 0.658 * | −0.003 | −0.058 | 0.229 * | −0.249 * | −0.273 * | 0.074 * | 0.069 * | 0.319 * | 0.082 * | 0.845 * |
R1_PROD | −0.561 * | −0.437 * | 1.000 | −0.894 * | 0.006 | −0.014 | −0.160 * | 0.359 * | 0.054 | 0.030 | −0.053 | −0.355 * | −0.253 * | −0.338 * |
TREM1 | 0.703 * | 0.674 * | −0.886 * | 1.000 | −0.030 | 0.020 | 0.213 * | −0.388 * | −0.156 * | −0.021 | 0.081 * | 0.380 * | 0.229 * | 0.557 * |
CON | −0.093 * | −0.042 | 0.036 | −0.066 * | 1.000 | 0.291 * | 0.013 | 0.026 | −0.021 | −0.193 * | −0.059 | 0.043 | 0.030 | 0.028 |
MNG1 | 0.113 * | −0.020 | −0.059 | 0.074 * | 0.209 * | 1.000 | 0.026 | −0.028 | 0.032 | −0.313 * | −0.062 * | 0.051 | −0.010 | −0.033 |
ROI | 0.145 * | 0.366 * | −0.258 * | 0.334 * | −0.049 | 0.009 | 1.000 | −0.258 * | 0.170 * | −0.021 | 0.038 | 0.747 * | −0.005 | 0.319 * |
D_A | −0.297 * | −0.269 * | 0.375 * | −0.411 * | 0.051 | −0.058 | −0.347 * | 1.000 | 0.039 | 0.044 | 0.157 * | −0.631 * | −0.275 * | −0.214 * |
DACCI | −0.029 | −0.263 * | 0.058 | −0.158 * | −0.016 | 0.014 | 0.122 * | 0.015 | 1.000 | 0.038 | −0.013 | 0.154 * | 0.033 | −0.263 * |
LnNBRD | −0.097 * | 0.066 * | 0.046 | −0.031 | −0.193 * | −0.330 * | −0.030 | 0.050 | 0.045 | 1.000 | −0.018 | −0.071 * | −0.048 | 0.036 |
M_BV | 0.054 | 0.087 * | −0.075 * | 0.082 * | 0.044 | −0.080 * | 0.323 * | 0.083 * | −0.018 | −0.004 | 1.000 | −0.027 | −0.018 | 0.056 |
SCORE | 0.283 * | 0.395 * | −0.442 * | 0.490 * | −0.025 | 0.057 | 0.767 * | −0.723 * | 0.135 * | −0.077 * | 0.111 * | 1.000 | 0.200 * | 0.366 * |
CYCLE | 0.231 * | 0.108 * | −0.272 * | 0.256 * | 0.038 | −0.043 | −0.004 | −0.263 * | 0.041 | −0.066 * | −0.047 | 0.241 * | 1.000 | 0.024 |
CFO_A | 0.139 * | 0.802 * | –0.336 * | 0.546 * | –0.005 | –0.027 | 0.488 * | –0.217 * | –0.241 * | 0.025 | 0.162 * | 0.440 * | 0.037 | 1.000 |
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No | Industry | Number of Companies | % Share |
---|---|---|---|
1. | Architecture and construction | 27 | 19.7 |
2. | Electromechanical industry | 23 | 16.8 |
3 | Heavy industry and energy | 16 | 11.7 |
4. | Informatics | 21 | 15.3 |
5. | Clothes and cosmetics | 17 | 12.4 |
6. | Food production | 17 | 12.4 |
7. | Merchandise | 16 | 11.7 |
Total | 137 | 100.0 |
No | Firm-Year Observations | Quantity |
---|---|---|
1. | Firm-year observations covering 2008–2017 from 137 companies | 1370 |
2. | Eliminating food production and merchandise industry in 2008 and in 2009 | 66 |
3. | Eliminating missing data, extreme values, and outliers | 251 |
4. | Total firm-year observations for modeling | 1053 |
Variable | Statistics | |||||
---|---|---|---|---|---|---|
N | Mean | Median | 25% Quartile | 75% Quartile | Std. Dev. | |
R1_SGAE | 1053 | 0.003 | 0.001 | −0.042 | 0.047 | 0.083 |
R1_CFO | 1053 | 0.010 | 0.008 | −0.039 | 0.061 | 0.082 |
R1_PROD | 1053 | −0.005 | −0.003 | −0.069 | 0.059 | 0.103 |
TREM1 | 1053 | 0.018 | 0.019 | −0.116 | 0.156 | 0.208 |
CON | 1053 | 0.530 | 0.569 | 0.401 | 0.676 | 0.221 |
MNG1 | 1053 | 0.145 | 0.000 | 0.000 | 0.247 | 0.221 |
INST01 | 1053 | 0.684 | 1.000 | 0.000 | 1.000 | 0.465 |
CONST01 | 1053 | 0.070 | 0.000 | 0.000 | 0.000 | 0.256 |
MEET | 1053 | 0.072 | 0.000 | 0.000 | 0.000 | 0.259 |
MEETxCON01 | 1053 | 0.047 | 0.000 | 0.000 | 0.000 | 0.211 |
MEETxMNG01 | 1053 | 0.030 | 0.000 | 0.000 | 0.000 | 0.172 |
BEAT | 1053 | 0.136 | 0.000 | 0.000 | 0.000 | 0.343 |
BEATxCON01 | 1053 | 0.057 | 0.000 | 0.000 | 0.000 | 0.232 |
BEATxMNG01 | 1053 | 0.069 | 0.000 | 0.000 | 0.000 | 0.254 |
MNG^ | 1053 | 0.130 | 0.000 | 0.000 | 0.000 | 0.337 |
PO | 1053 | 0.011 | 0.000 | 0.000 | 0.000 | 0.106 |
CON01xMNG01 | 1053 | 0.247 | 0.000 | 0.000 | 0.000 | 0.431 |
ROI | 1053 | 0.041 | 0.040 | 0.010 | 0.074 | 0.107 |
D_A | 1053 | 0.461 | 0.453 | 0.339 | 0.577 | 0.181 |
AUDQ | 1053 | 0.570 | 1.000 | 0.000 | 1.000 | 0.495 |
DACCI | 1053 | 0.000 | 0.002 | −0.050 | 0.051 | 0.098 |
LnNBRD | 1053 | 1.895 | 1.792 | 1.609 | 2.079 | 0.321 |
M_BV | 1053 | 1.427 | 0.967 | 0.610 | 1.563 | 1.674 |
SCORE | 1053 | 2.487 | 2.163 | 1.124 | 3.522 | 2.676 |
CYCLE | 1053 | 70.580 | 57.665 | 21.236 | 113.191 | 77.821 |
CFO_A | 1053 | 0.073 | 0.073 | 0.028 | 0.121 | 0.089 |
Coeff. | St. Error | t Stat. | p | |||
---|---|---|---|---|---|---|
Constant | −0.056 | 0.049 | −1.145 | 0.252 | ||
CON | 0.243 ** | 0.082 | 2.949 | 0.003 | ||
CON2 | −0.298 *** | 0.086 | −3.444 | 0.001 | ||
MNG1 | 0.182 * | 0.085 | 2.131 | 0.033 | ||
MNG12 | −0.206 | 0.114 | −1.811 | 0.070 | ||
INST01 | 0.055 *** | 0.012 | 4.737 | 0.000 | ||
CONST01 | 0.033 | 0.020 | 1.600 | 0.110 | ||
MEET | −0.024 | 0.033 | −0.723 | 0.470 | ||
MEET*CON01 | 0.033 | 0.040 | 0.830 | 0.407 | ||
MEET*MNG101 | −0.009 | 0.039 | −0.224 | 0.823 | ||
BEAT | 0.018 | 0.022 | 0.839 | 0.402 | ||
BEAT*CON01 | 0.007 | 0.028 | 0.205 | 0.838 | ||
BEAT*MNG101 | −0.030 | 0.028 | −1.031 | 0.303 | ||
^MNG | 0,006 | 0.015 | 0.352 | 0.725 | ||
PO | 0.106 * | 0.046 | 2.327 | 0.020 | ||
CON01*MNG101 | 0,025 | 0.018 | 1.520 | 0.129 | ||
ROI | −0.205 ** | 0.077 | −2.669 | 0.008 | ||
D/A | −0.247 *** | 0.040 | −6.304 | 0.000 | ||
AUDQ | 0.028 * | 0.011 | 2.520 | 0.012 | ||
DACCI | −0.042 | 0,055 | −0.818 | 0.414 | ||
LnNBRD | −0.015 | 0,018 | −0.809 | 0.419 | ||
M/BV | 0.013 *** | 0.003 | 4.525 | 0.000 | ||
SCORE | 0.007 | 0.004 | 1.874 | 0.061 | ||
CYCLE | 0.000 *** | 0.000 | 6.201 | 0.00 | ||
CFO/A | 1.122 *** | 0.063 | 17.691 | 0.000 | ||
t_9 | −0.049 * | 0.024 | −2.096 | 0.036 | ||
t_10 | −0.035 | 0.023 | −1.552 | 0.121 | ||
t_11 | 0.005 | 0.022 | 0.084 | 0.933 | ||
t_12 | −0.018 | 0.023 | −0.785 | 0.433 | ||
t_13 | −0.064 ** | 0.023 | −2.821 | 0.005 | ||
t_14 | −0.026 | 0.023 | −1.133 | 0.257 | ||
t_15 | −0.047 * | 0.023 | −2.035 | 0.042 | ||
t_16 | −0.036 | 0.023 | −1.552 | 0.121 | ||
t_17 | −0.031 | 0.023 | −1.316 | 0.189 | ||
Dependent variable | Coeff. of determination | Adj. coeff. of determination | Df | MS | F | p |
TREM | 0.4674 | 0.4501 | 1019 | 0.024 | 27.09 | 0.000 |
Normality of resid.: Kolmogorov–Smirnov test | K–S d = 0.030, p < 0.15 |
Dependent Variable | R1(SGAE) | R1(CFO) | R1(PROD) | |||
---|---|---|---|---|---|---|
Variables: | Coeff. | T | Coeff. | t | Coeff. | t |
Constant | 0.047 * | 1.969 | −0.059 *** | −4.460 | 0.040 | 1.453 |
CON | 0.178 *** | 4.547 | −0.039 | −1.753 | −0.117 * | −2.493 |
CON2 | −0.219 *** | −5.417 | 0.036 | 1.516 | 0.132 ** | 2.690 |
MNG1 | 0.056 *** | 3.574 | 0.017 | 0.723 | −0.049 | −1.016 |
MNG12 | ------- | - --- | −0.054 | −1.737 | 0.066 | 1.027 |
INST01 | 0.032 *** | 5.690 | −0.004 | −1.409 | −0.027 *** | −4.098 |
CONST01 | 0.020 * | 1.980 | −0.001 | −0.109 | −0.012 | −1.074 |
MEET | −0.003 | −0.219 | 0.002 | 0.197 | 0.023 | 1.240 |
MEET*CON01 | 0.024 | 1.228 | −0.013 | −1.186 | −0.022 | −0.994 |
MEET*MNG101 | −0.016 | −0.859 | 0.024 * | 2.294 | 0.015 | 0.667 |
BEAT | 0.002 | 0.163 | 0.015 * | 2.534 | 0.000 | 0.032 |
BEAT*CON01 | 0.017 | 1.262 | −0.021 ** | −2.752 | −0.010 | −0.597 |
BEAT*MNG101 | −0.012 | −0.920 | −0.001 | −0.113 | 0.011 | 0.681 |
^MNG | 0.000 | 0.004 | 0.011 ** | 2.846 | 0.007 | 0.781 |
PO | 0.022 | 0.977 | 0.023 | 1.821 | −0.062 * | −2.392 |
CON01*MNG101 | 0.002 | 0.296 | 0.010 * | 2.130 | −0.016 *** | −1.569 |
ROI | 0.020 | 0.525 | −0.052 * | −2.531 | 0.173 *** | 3.967 |
D/A | −0.127 *** | −6.618 | −0.027 * | −2.475 | 0.093 * | 4.133 |
AUDQ | 0.013 * | 2.540 | 0.001 | 0.360 | −0.013 | −2.071 |
DACCI | −0.011 | −0.426 | −0.039 ** | −2.599 | −0.006 | −0.207 |
LnNBRD | −0.025 ** | −2.915 | 0.015 ** | 3.069 | 0.005 | 0.522 |
M/BV | 0.006 *** | 4.218 | 0.002 * | 2.414 | −0.005 ** | −3.188 |
SCORE | −0.003 | −1.366 | 0.001 | 1.046 | −0.009 *** | −4.052 |
CYCLE | 0.000 *** | 4.233 | 0.000 ** | 3.210 | 0.000 *** | −5.636 |
CFO/A | 0.068 * | 2.210 | 0.771 *** | 44.667 | −0.283 *** | −7.836 |
t_9 | −0.023 * | −2.002 | −0.013 * | −1.975 | 0.014 | 1.014 |
t_10 | −0.021 | −1.909 | 0.002 | 0.258 | 0.016 | 1.227 |
t_11 | −0.009 | −0.831 | 0.014 * | 2.327 | 0.002 | 0.152 |
t_12 | −0.022 * | −2.001 | −0.008 | −1.255 | −0.012 | −0.966 |
t_13 | −0.030 ** | −2.740 | −0.009 | −1.419 | 0.025 | 1.912 |
t_14 | −0.020 | −1.823 | 0.001 | 0.087 | 0.006 | 0.477 |
t_15 | −0.019 | −1.659 | −0.012 | −1.777 | 0.017 | 1.249 |
t_16 | −0.020 | −1.811 | −0.001 | −0.198 | 0.014 | 1.050 |
t_17 | −0.013 | −1.135 | −0.001 | −0.087 | 0.017 | 1.260 |
Model characteristics: | ||||||
Coeff. of determination | 0.211 | 0.747 | 0.295 | |||
Adj. coeff. of determination | 0.186 | 0.739 | 0.272 | |||
Df | 1020 | 1019 | 1019 | |||
F | 8.533 | 91.52 | 12.91 | |||
P | 0.000 | 0.000 | 0.000 | |||
Normality of resid.: Kolmogorov–Smirnov test | K–S d = 0.037, p < 0.15 | K–S d = 0.035, p > 0.20 | K–S d = 0.278, p < 0.15 |
Dependent Variable: | REV1(REM) | REV1(SGAE) | REV1(CFO) | REV1(PROD) | ||||
---|---|---|---|---|---|---|---|---|
Coeff. | Wald Stat. | Coeff. | Wald Stat. | Coeff. | Wald Stat. | Coeff. | Wald Stat. | |
Constant | 1.581 | 1.851 | 5.114 ** | 8.201 | 1.792 | 3.305 | 1.933 | 3.815 |
CON | −0.552 | 0.074 | −6.440 ** | 3.918 | −1.350 | 0.682 | −0.442 | 0.065 |
CON2 | 0.263 | 0.015 | 5.756 | 3.392 | 1.374 | 0.597 | −0.607 | 0.124 |
MNG1 | 0.317 | 0.024 | 6.325 ** | 5.035 | −1.777 | 1.186 | −1.559 | 0.859 |
MNG12 | −0.710 | 0.068 | −8.006 ** | 5.097 | 1.878 | 0.711 | 1.534 | 0.480 |
INST01 | 0.162 | 0.358 | 0.141 | 0.190 | −0.304 | 1.749 | 0.134 | 0.365 |
CONST01 | −0.713 | 2.627 | −0.360 | 0.490 | 0.125 | 0.077 | −1.082 *** | 9.701 |
MEET | −0.668 | 1.010 | 0.160 | 0.032 | 0.532 | 0.538 | −0.976 | 3.015 |
MEET*CON01 | 0.463 | 0.285 | −0.198 | 0.040 | −0.983 | 1.415 | 1.209 | 3.013 |
MEET*MNG101 | 0.443 | 0.238 | −1.334 | 1.989 | 1.013 | 1.641 | −0.357 | 0.258 |
BEAT | −0.127 | 0.056 | 0.983 | 1.203 | −0.120 | 0.080 | −0.689 | 2.855 |
BEAT*CON01 | 1.014 | 1.909 | −0.516 | 0.361 | 0.347 | 0.423 | 0.441 | 0.634 |
BEAT*MNG101 | −0.538 | 0.608 | −1.805 | 3.686 | −0.061 | 0.013 | 0.581 | 1.123 |
^MNG | 0.668 | 2.632 | −0.363 | 1.015 | 0.417 | 1.798 | −0.111 | 0.146 |
PO** | 17.023 | 0.000 | 16.145 | 0.000 | −0.591 | 0.406 | 0.987 | 0.795 |
CON01*MNG101 | 0.049 | 0.012 | 0.071 | 0.016 | 0.118 | 0.120 | 0.275 | 0.598 |
ROI | −2.205 | 1.415 | −2.257 | 1.326 | −0.327 | 0.038 | −5.586 *** | 11.642 |
D/A | 0.127 | 0.019 | 1.424 | 1.791 | 0.323 | 0.177 | 0.083 | 0.012 |
AUDQ | −0.179 | 0.477 | 0.464 | 2.228 | 0.035 | 0.029 | 0.215 | 0.995 |
DACCI | −0.514 | 0.157 | −1.625 | 1.154 | −1.288 | 1.529 | −1.383 | 1.678 |
LnNBRD | 0.117 | 0.071 | −0.056 | 0.012 | −0.152 | 0.174 | 0.026 | 0.005 |
M/BV | −0.010 | 0.021 | −0.147 ** | 4.693 | 0.142 | 3.466 | −0.009 | 0.025 |
SCORE | 0.009 | 0.012 | 0.307 ** | 6.018 | −0.025 | 0.105 | 0.180 ** | 5.020 |
CYCLE | 0.000 | 0.075 | −0.003 | 2.327 | −0.001 | 0.260 | −0.002 | 1.885 |
CFO/A | 8.590 *** | 32.753 | −2.635 | 2.286 | 11.795 *** | 68.094 | 2.103 | 2.710 |
t_9 | 0.291 | 0.282 | −2.997 *** | 7.533 | −0.114 | 0.058 | 0.100 | 0.049 |
t_10 | 0.384 | 0.563 | −1.551 | 1.829 | −0.331 | 0.583 | −0.093 | 0.050 |
t_11 | 0.754 | 2.028 | −2.032 | 3.217 | 0.018 | 0.002 | −0.232 | 0.316 |
t_12 | 0.086 | 0.029 | −2.112 | 3.591 | −0.281 | 0.398 | 0.782 | 2.586 |
t_13 | 0.001 | 0.000 | −1.478 | 1.633 | −0.628 | 2.120 | −0.267 | 0.414 |
t_14 | 0.349 | 0.469 | −1.130 | 0.914 | −0.180 | 0.167 | 0.325 | 0.524 |
t_15 | −0.279 | 0.315 | −1.896 | 2.781 | −0.663 | 2.173 | −0.337 | 0.626 |
t_16 | 0.124 | 0.058 | −2.019 | 3.196 | −0.024 | 0.003 | 0.198 | 0.188 |
Model characteristics | ||||||||
Scale | 1 | 1 | 1 | 1 | ||||
R2 Nagelkerke | 0.130 | 0.164 | 0.177 | 0.100 | ||||
Df | 911 | 911 | 911 | 911 |
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Piosik, A.; Genge, E. The Influence of a Company’s Ownership Structure on Upward Real Earnings Management. Sustainability 2020, 12, 152. https://doi.org/10.3390/su12010152
Piosik A, Genge E. The Influence of a Company’s Ownership Structure on Upward Real Earnings Management. Sustainability. 2020; 12(1):152. https://doi.org/10.3390/su12010152
Chicago/Turabian StylePiosik, Andrzej, and Ewa Genge. 2020. "The Influence of a Company’s Ownership Structure on Upward Real Earnings Management" Sustainability 12, no. 1: 152. https://doi.org/10.3390/su12010152
APA StylePiosik, A., & Genge, E. (2020). The Influence of a Company’s Ownership Structure on Upward Real Earnings Management. Sustainability, 12(1), 152. https://doi.org/10.3390/su12010152