The Impact of Economic Policy Uncertainty on Executives’ Self-Interest Behaviors: Evidence from China
Abstract
:1. Introduction
2. Literature Review
3. Theoretical Analysis and Research Hypothesis
4. Research Design
4.1. Data Sources and Sample Selection
4.2. Definition of Variables
4.2.1. Explanatory Variable
4.2.2. Explanatory Variables
4.2.3. Moderating Variables
4.2.4. Control Variables
4.3. Model Setting
4.3.1. Economic Policy Uncertainty and Executives’ Self-Interest Behavior
4.3.2. Moderating Role of Internal Control
5. Empirical Results and Analysis
5.1. Descriptive Statistical Analysis
5.2. Correlation Analysis
5.3. Collinearity Analysis
5.4. Regression Analysis
5.5. Moderating Role of Internal Control
6. Robustness Test and Further Analysis
6.1. Robustness Test
6.1.1. Changing the Measurement Method of Executives’ Excessive Compensation and On-The-Job Consumption
6.1.2. Changing the Measurement Method of Economic Policy Uncertainty Index
6.1.3. Instrumental Variable Regression
6.1.4. Adding Macro-Level Control Variables
6.1.5. Controlling the Fixed Effects of Provinces
6.2. Further Analysis
6.2.1. Heterogeneity Analysis of Enterprise Property Rights
6.2.2. Heterogeneity Analysis of Institutional Investors
6.2.3. Heterogeneity Analysis of Competitive Position of Enterprises
7. Conclusions and Discussion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable | Name | Definition |
---|---|---|
Pay | Executive absolute compensation | The natural logarithm of the total remuneration of the Top 3 executives of listed companies |
Size | Corporate size | The natural logarithm of the total income of the listed company in the same year |
ROA | Accounting performance | Ratio of net profit to total assets |
IA | Intangible assets ratio | Ratio of intangible assets to total assets |
Zone | Region dummy variable | If corporate place of registration is coastal area, the value is 0; otherwise, the value is 1 |
Industry | Industry dummy variable | |
Year | Year dummy variable |
Variable | Name | Definition |
---|---|---|
Perks | On-the-job consumption of executives | Management expenses-total annual compensation of the management-amortization of intangible assets-total bad debt reserve-total inventory depreciation reserve |
Asseti,t−1 | Ending total assets | Total assets at the end of last period |
Changes in main business income | Change of main business income in the current period | |
PPEi,t | Fixed assets | Net value of fixed assets in the current period |
Inventoryi,t | Stock | Total inventory in current period |
LnEmployeei,t | Number of employees | The natural logarithm of the total number of employees of the enterprise |
Variable | Name | Meaning | Measurement Method |
---|---|---|---|
Explanatory variable | OverPay | Executive overpayment | Modeling and calculation |
UnPerks | On-the-job consumption of executives | Modeling and calculation | |
Explanatory variable | EPU | Economic policy uncertainty index | Calculation |
Moderating variable | IC | Internal control index | Ln (internal control index score) |
Control variable | Size | Corporate size | Ln (total assets) |
Lev | Corporate capital structure | Total liabilities/total assets | |
ROA | Return on total assets | Total return on assets adjusted by industry median | |
Cashflow | Cash flow ratio | Net cash flow from operating activities divided by total assets | |
SOE | Nature of the property right | If the company is a state-owned enterprise, the value is 1; otherwise, it is 0 | |
Indep | Proportion of independent directors | Number of independent directors/number of board members | |
Dual | Combination of two powers | If the chairman and CEO are the same person, the value is 1; otherwise, it is 0 | |
Top1 | Equity concentration | Shareholding ratio of the largest shareholder | |
Balance | Equity balances and checks | Shareholding ratio of the second largest shareholder/shareholding ratio of the largest shareholder | |
Big4 | Audit quality | If the auditor is one of “Big 4” accounting firms, the value is 1; otherwise, it is 0 | |
INST | Share holding ratio of institutional investors | Total shares held by institutional investors divided by circulating equity capital | |
Industry | Industry | Industry dummy variable to control industrial influence | |
Year | Year | Year dummy variable to control the influence of the year |
Ccount | Mean | S.D. | Min | P50 | Max | |
---|---|---|---|---|---|---|
OverPay | 24,484 | −0.0065 | 0.5603 | −1.5678 | −0.0181 | 1.5047 |
UnPerks | 24,484 | −0.0003 | 0.0235 | −0.1168 | −0.0007 | 0.0935 |
EPU | 24,484 | 5.2291 | 0.5374 | 4.5230 | 5.3310 | 5.9671 |
IC | 24,484 | 6.4722 | 0.1557 | 5.1402 | 6.4999 | 6.8512 |
Perk | 24,484 | 374.1991 | 2270.3217 | −14,741.5908 | 106.8724 | 83,383.8516 |
Pay | 24,484 | 2.5679 | 289.1930 | 0.00005 | 1.852210 | 79.9235 |
Size | 24,484 | 22.3851 | 1.2867 | 19.5245 | 22.2129 | 26.4297 |
Lev | 24,484 | 0.4503 | 0.2009 | 0.0274 | 0.4481 | 0.9246 |
ROA_m | 24,484 | −0.0053 | 0.0630 | −0.4595 | −0.0052 | 0.2299 |
SOE | 24,484 | 0.3989 | 0.4897 | 0.0000 | 0.0000 | 1.0000 |
Cashflow | 24,484 | 0.0462 | 0.0680 | −0.2244 | 0.0449 | 0.2568 |
Indep | 24,484 | 0.3756 | 0.0543 | 0.2727 | 0.3636 | 0.6000 |
Dual | 24,484 | 0.2485 | 0.4321 | 0.0000 | 0.0000 | 1.0000 |
Top1 | 24,484 | 0.3358 | 0.1472 | 0.0813 | 0.3114 | 0.7584 |
Balance | 24,484 | 0.3473 | 0.2857 | 0.0062 | 0.2590 | 1.0000 |
Big4 | 24,484 | 0.0614 | 0.2401 | 0.0000 | 0.0000 | 1.0000 |
INST | 24,484 | 0.4202 | 0.2298 | 0.0000 | 0.4324 | 0.8867 |
OverPay | UnPerks | EPU | IC | Size | Lev | ROA | SOE | Cashflow | Indep | Dual | Top1 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
OverPay | 1.000 | |||||||||||
UnPerks | 0.089 *** | 1.000 | ||||||||||
EPU | −0.023 *** | 0.015 ** | 1.000 | |||||||||
IC | 0.019 *** | 0.022 *** | −0.120 *** | 1.000 | ||||||||
Size | 0.041 *** | −0.103 *** | 0.117 *** | 0.187 *** | 1.000 | |||||||
Lev | −0.067 *** | −0.112 *** | −0.054 *** | −0.017 *** | 0.471 *** | 1.000 | ||||||
ROA | 0.021 *** | 0.113 *** | −0.076 *** | 0.354 *** | 0.096 *** | −0.268 *** | 1.000 | |||||
SOE | −0.091 *** | −0.065 *** | −0.113 *** | 0.086 *** | 0.295 *** | 0.245 *** | −0.021 *** | 1.000 | ||||
Cashflow | 0.045 *** | 0.108 *** | 0.083 *** | 0.122 *** | 0.062 *** | −0.178 *** | 0.365 *** | −0.013 ** | 1.000 | |||
Indep | −0.019 *** | −0.023 *** | 0.055 *** | −0.007 | 0.016 ** | −0.009 | −0.029 *** | −0.057 *** | −0.014 ** | 1.000 | ||
Dual | 0.052 *** | 0.017 *** | 0.061 *** | −0.030 *** | −0.131 *** | −0.098 *** | −0.008 | −0.283 *** | −0.009 | 0.116 *** | 1.000 | |
Top1 | −0.102 *** | 0.004 | −0.083 *** | 0.140 *** | 0.237 *** | 0.102 *** | 0.141 *** | 0.276 *** | 0.087 *** | 0.034 *** | −0.077 *** | 1.000 |
Balance | 0.109 *** | 0.005 | 0.106 *** | −0.052 *** | −0.035 *** | −0.085 *** | −0.029 *** | −0.213 *** | 0.006 | −0.016 ** | 0.048 *** | −0.589 *** |
Big4 | 0.102 *** | −0.062 *** | 0.001 | 0.124 *** | 0.353 *** | 0.109 *** | 0.060 *** | 0.128 *** | 0.079 *** | 0.043 *** | −0.051 *** | 0.152 *** |
INST | 0.037 *** | −0.012 * | −0.045 *** | 0.167 *** | 0.411 *** | 0.166 *** | 0.173 *** | 0.363 *** | 0.128 *** | −0.048 *** | −0.170 *** | 0.493 *** |
Variable | VIF | 1/VIF |
---|---|---|
Top1 | 2.17 | 0.4607 |
Size | 1.85 | 0.5407 |
INST | 1.71 | 0.5851 |
Balance | 1.70 | 0.5885 |
Lev | 1.56 | 0.6415 |
ROA | 1.46 | 0.6854 |
SOE | 1.34 | 0.7460 |
IC | 1.20 | 0.8332 |
Cashflow | 1.19 | 0.8373 |
Big4 | 1.18 | 0.8484 |
EPU | 1.11 | 0.8989 |
Dual | 1.11 | 0.9020 |
Indep | 1.03 | 0.9735 |
Panel Regression 1 | Panel Regression 2 | |||
---|---|---|---|---|
OverPay | UnPerks | Overpay | UnPerks | |
EPU | −0.172 *** (−6.526) | 0.004 *** (2.805) | −0.101 *** (−6.054) | 0.002 * (1.903) |
Size | 0.055 *** (3.735) | −0.003 *** (−3.668) | 0.044 *** (4.768) | −0.002 *** (−5.610) |
Lev | −0.164 *** (−3.469) | −0.003 (−1.349) | −0.359 *** (−7.290) | −0.004 ** (−2.022) |
ROA | −1.155 *** (−15.890) | 0.014 *** (4.043) | −0.460 *** (−4.441) | 0.030 *** (7.224) |
SOE | −0.030 (−0.874) | −0.002 (−1.328) | −0.114 *** (−5.430) | −0.002 ** (−2.217) |
Cashflow | 0.053 (1.025) | 0.005 * (1.804) | 0.333 *** (3.789) | 0.029 *** (7.792) |
Indep | −0.259 ** (−2.422) | 0.004 (0.763) | −0.240 * (−1.833) | −0.009 * (−1.788) |
Dual | 0.038 *** (2.967) | −0.000 (−0.717) | 0.061 *** (3.640) | −0.000 (−0.180) |
Top1 | −0.092 (−0.974) | 0.008 * (1.862) | −0.555 *** (−7.144) | 0.003 (1.100) |
Balance | 0.008 (0.234) | 0.002 (0.882) | 0.031 (0.906) | 0.001 (0.458) |
Big4 | 0.162 *** (2.991) | −0.006 ** (−2.339) | 0.217 *** (4.989) | −0.004 *** (−2.646) |
INST | 0.102 *** (2.943) | 0.001 (0.696) | 0.268 *** (6.810) | 0.002 (1.188) |
_cons | −0.190 (−0.711) | 0.038 *** (2.830) | −0.069 (−0.346) | 0.039 *** (4.488) |
Industry | —— | —— | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 24,484 | 24,484 | 24,484 | 24,484 |
adj. R2 | 0.037 | 0.010 | 0.058 | 0.038 |
F | 15.044 | 3.584 | 7.488 | 7.573 |
Panel Regression 1 | Panel Regression 2 | |||
---|---|---|---|---|
OverPay | UnPerks | Overpay | UnPerks | |
EPU | −0.173 *** (−6.537) | 0.004 *** (2.868) | −0.092 *** (−5.355) | 0.002 *** (2.588) |
IC | −0.025 (−1.120) | 0.000 (0.309) | 0.038 (1.039) | 0.004 *** (2.750) |
EPU*IC | −0.173 *** (−4.535) | −0.007 *** (−3.635) | −0.254 *** (−4.514) | −0.013 *** (−5.407) |
Size | 0.059 *** (4.016) | −0.003 *** (−3.481) | 0.043 *** (4.633) | −0.002 *** (−5.973) |
Lev | −0.168 *** (−3.571) | −0.003 (−1.410) | −0.355 *** (−7.205) | −0.004 * (−1.891) |
ROA | −1.112 *** (−15.354) | 0.015 *** (4.207) | −0.439 *** (−4.144) | 0.030 *** (7.004) |
SOE | −0.030 (−0.870) | −0.002 (−1.312) | −0.113 *** (−5.356) | −0.002 ** (−2.134) |
Cashflow | 0.046 (0.896) | 0.005 * (1.693) | 0.319 *** (3.629) | 0.029 *** (7.636) |
Indep | −0.255 ** (−2.387) | 0.004 (0.791) | −0.242 * (−1.841) | −0.009 * (−1.814) |
Dual | 0.038 *** (2.978) | −0.000 (−0.708) | 0.061 *** (3.642) | −0.000 (−0.198) |
Top1 | −0.092 (−0.985) | 0.008 * (1.847) | −0.555 *** (−7.140) | 0.003 (1.083) |
Balance | 0.005 (0.134) | 0.001 (0.798) | 0.030 (0.859) | 0.001 (0.402) |
Big4 | 0.163 *** (3.000) | −0.006 ** (−2.333) | 0.217 *** (4.977) | −0.004 *** (−2.696) |
INST | 0.101 *** (2.936) | 0.001 (0.657) | 0.266 *** (6.771) | 0.002 (1.129) |
_cons | −0.115 (−0.377) | 0.032 ** (1.983) | −0.337 (−1.051) | 0.013 (1.025) |
Industry | —— | —— | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 24,484 | 24,484 | 24,484 | 24,484 |
adj. R2 | 0.039 | 0.011 | 0.060 | 0.040 |
F | 14.769 | 4.014 | 7.833 | 8.070 |
OverPay_r | Overpay_r | Perks | Perks | |
---|---|---|---|---|
EPU | −0.183 *** (−7.163) | −0.107 *** (−6.525) | 0.033 *** (8.501) | 0.009 *** (4.039) |
Size | 0.065 *** (4.617) | 0.051 *** (5.465) | −0.008 *** (−3.629) | −0.004 *** (−4.183) |
Lev | −0.166 *** (−3.667) | −0.357 *** (−7.195) | −0.039 *** (−5.193) | −0.064 *** (−11.693) |
ROA | −1.129 *** (−16.419) | −0.439 *** (−4.288) | −0.051 *** (−4.222) | −0.070 *** (−5.774) |
SOE | −0.065 * (−1.906) | −0.176 *** (−8.407) | −0.012 *** (−2.706) | −0.005 *** (−3.031) |
Cashflow | 0.064 (1.258) | 0.362 *** (4.187) | −0.035 *** (−4.276) | 0.007 (0.753) |
Indep | −0.254 ** (−2.522) | −0.284 ** (−2.207) | 0.012 (0.957) | 0.015 (1.255) |
Dual | −0.022 * (−1.796) | −0.012 (−0.719) | −0.001 (−0.844) | 0.001 (0.799) |
Top1 | −0.091 (−1.011) | −0.586 *** (−7.572) | 0.050 *** (4.452) | −0.006 (−0.778) |
Balance | 0.002 (0.056) | 0.012 (0.359) | 0.008 * (1.835) | 0.003 (0.803) |
Big4 | 0.156 *** (2.918) | 0.202 *** (4.721) | −0.009 ** (−2.166) | −0.006 ** (−2.056) |
INST | 0.092 *** (2.769) | 0.250 *** (6.449) | 0.004 (0.934) | 0.003 (0.811) |
_cons | −0.320 (−1.247) | −0.097 (−0.492) | 0.041 (1.119) | 0.091 *** (3.966) |
Industry | —— | Yes | —— | Yes |
Year | Yes | Yes | Yes | Yes |
N | 24,484 | 24,484 | 24,484 | 24,484 |
adj. R2 | 0.038 | 0.067 | 0.139 | 0.191 |
F | 15.888 | 8.310 | 62.835 | 49.331 |
OverPay | UnPerks | Overpay | UnPerks | |
---|---|---|---|---|
EPU2 | −0.094 *** (−6.526) | 0.002 *** (2.805) | −0.045 *** (−6.054) | 0.001 * (1.903) |
Size | 0.055 *** (3.735) | −0.003 *** (−3.668) | 0.044 *** (4.768) | −0.002 *** (−5.610) |
Lev | −0.164 *** (−3.469) | −0.003 (−1.349) | −0.359 *** (−7.290) | −0.004 ** (−2.022) |
ROA | −1.155 *** (−15.890) | 0.014 *** (4.043) | −0.460 *** (−4.441) | 0.030 *** (7.224) |
SOE | −0.030 (−0.874) | −0.002 (−1.328) | −0.114 *** (−5.430) | −0.002 ** (−2.217) |
Cashflow | 0.053 (1.025) | 0.005 * (1.804) | 0.333 *** (3.789) | 0.029 *** (7.792) |
Indep | −0.259 ** (−2.422) | 0.004 (0.763) | −0.240 * (−1.833) | −0.009 * (−1.788) |
Dual | 0.038 *** (2.967) | −0.000 (−0.717) | 0.061 *** (3.640) | −0.000 (−0.180) |
Top1 | −0.092 (−0.974) | 0.008 * (1.862) | −0.555 *** (−7.144) | 0.003 (1.100) |
Balance | 0.008 (0.234) | 0.002 (0.882) | 0.031 (0.906) | 0.001 (0.458) |
Big4 | 0.162 *** (2.991) | −0.006 ** (−2.339) | 0.217 *** (4.989) | −0.004 *** (−2.646) |
INST | 0.102 *** (2.943) | 0.001 (0.696) | 0.268 *** (6.810) | 0.002 (1.188) |
_cons | −0.894 *** (−2.861) | 0.053 *** (3.458) | −0.495 ** (−2.426) | 0.045 *** (5.667) |
Industry | —— | —— | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 24,484 | 24,484 | 24,484 | 24,484 |
adj. R2 | 0.037 | 0.010 | 0.058 | 0.038 |
F | 15.044 | 3.584 | 7.488 | 7.573 |
OverPay | UnPerks | Overpay | UnPerks | |
---|---|---|---|---|
GEPU | −0.262 *** (−6.526) | 0.006 *** (2.805) | −0.127 *** (−6.054) | 0.002 * (1.903) |
Size | 0.055 *** (3.735) | −0.003 *** (−3.668) | 0.044 *** (4.768) | −0.002 *** (−5.610) |
Lev | −0.164 *** (−3.469) | −0.003 (−1.349) | −0.359 *** (−7.290) | −0.004 ** (−2.022) |
ROA | −1.155 *** (−15.890) | 0.014 *** (4.043) | −0.460 *** (−4.441) | 0.030 *** (7.224) |
SOE | −0.030 (−0.874) | −0.002 (−1.328) | −0.114 *** (−5.430) | −0.002 ** (−2.217) |
Cashflow | 0.053 (1.025) | 0.005 * (1.804) | 0.333 *** (3.789) | 0.029 *** (7.792) |
Indep | −0.259 ** (−2.422) | 0.004 (0.763) | −0.240 * (−1.833) | −0.009 * (−1.788) |
Dual | 0.038 *** (2.967) | −0.000 (−0.717) | 0.061 *** (3.640) | −0.000 (−0.180) |
Top1 | −0.092 (−0.974) | 0.008 * (1.862) | −0.555 *** (−7.144) | 0.003 (1.100) |
Balance | 0.008 (0.234) | 0.002 (0.882) | 0.031 (0.906) | 0.001 (0.458) |
Big4 | 0.162 *** (2.991) | −0.006 ** (−2.339) | 0.217 *** (4.989) | −0.004 *** (−2.646) |
INST | 0.102 *** (2.943) | 0.001 (0.696) | 0.268 *** (6.810) | 0.002 (1.188) |
_cons | 0.257 (0.998) | 0.028 ** (2.137) | 0.066 (0.322) | 0.037 *** (4.033) |
Industry | —— | —— | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 24,484 | 24,484 | 24,484 | 24,484 |
adj. R2 | 0.037 | 0.010 | 0.058 | 0.038 |
F | 15.044 | 3.584 | 7.488 | 7.573 |
OverPay | UnPerks | Overpay | UnPerks | |
---|---|---|---|---|
EPU | −0.188 *** (−6.472) | 0.004 *** (2.907) | −0.149 *** (−5.835) | 0.004 *** (3.157) |
Size | 0.055 *** (3.735) | −0.003 *** (−3.668) | 0.044 *** (4.768) | −0.002 *** (−5.610) |
Lev | −0.164 *** (−3.469) | −0.003 (−1.349) | −0.359 *** (−7.290) | −0.004 ** (−2.022) |
ROA | −1.155 *** (−15.890) | 0.014 *** (4.043) | −0.460 *** (−4.441) | 0.030 *** (7.224) |
SOE | −0.030 (−0.874) | −0.002 (−1.328) | −0.114 *** (−5.430) | −0.002 ** (−2.217) |
Cashflow | 0.053 (1.025) | 0.005 * (1.804) | 0.333 *** (3.789) | 0.029 *** (7.792) |
Indep | −0.259 ** (−2.422) | 0.004 (0.763) | −0.240 * (−1.833) | −0.009 * (−1.788) |
Dual | 0.038 *** (2.967) | −0.000 (−0.717) | 0.061 *** (3.640) | −0.000 (−0.180) |
Top1 | −0.092 (−0.974) | 0.008 * (1.862) | −0.555 *** (−7.144) | 0.003 (1.100) |
Balance | 0.008 (0.234) | 0.002 (0.882) | 0.031 (0.906) | 0.001 (0.458) |
Big4 | 0.162 *** (2.991) | −0.006 ** (−2.339) | 0.217 *** (4.989) | −0.004 *** (−2.646) |
INST | 0.102 *** (2.943) | 0.001 (0.696) | 0.268 *** (6.810) | 0.002 (1.188) |
GDP | −0.055 *** (−5.303) | 0.002 *** (3.597) | −0.039 *** (−4.075) | 0.002 *** (4.522) |
_cons | 0.017 (0.067) | 0.032 ** (2.402) | 0.249 (1.178) | 0.024 ** (2.460) |
Industry | —— | —— | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 24,484 | 24,484 | 24,484 | 24,484 |
adj. R2 | 0.037 | 0.010 | 0.058 | 0.038 |
F | 15.044 | 3.584 | 7.488 | 7.573 |
OverPay | UnPerks | |
---|---|---|
EPU | −0.1067 *** (−6.5579) | 0.0015 * (1.8796) |
Size | 0.0452 *** (5.1008) | −0.0021 *** (−5.7559) |
Lev | −0.3052 *** (−6.6304) | −0.0029 (−1.4902) |
ROA | −0.4247 *** (−4.2440) | 0.0305 *** (7.3725) |
SOE | −0.1095 *** (−5.2031) | −0.0016 ** (−2.0246) |
Cashflow | 0.3448 *** (4.1071) | 0.0293 *** (7.9098) |
Indep | −0.3589 *** (−2.8264) | −0.0102 ** (−2.0465) |
Dual | 0.0402 ** (2.4097) | −0.0005 (−0.8059) |
Top1 | −0.5854 *** (−7.8029) | 0.0023 (0.7215) |
Balance | 0.0139 (0.4120) | 0.0004 (0.3091) |
Big4 | 0.1659 *** (3.8376) | −0.0045 *** (−3.1353) |
INST | 0.2727 *** (7.1380) | 0.0018 (1.0879) |
_cons | 0.0875 (0.4450) | 0.0453 *** (5.2376) |
Industry | Yes | Yes |
Province | Yes | Yes |
Year | Yes | Yes |
N | 24,484 | 24,484 |
adj. R2 | 0.116 | 0.050 |
OverPay | UnPerks | |||
---|---|---|---|---|
SOEs | Non-SOEs | SOEs | Non-SOEs | |
EPU | −0.277 *** (−8.016) | −0.050 (−1.244) | 0.004 * (1.741) | 0.001 (0.665) |
Size | 0.037 (1.611) | 0.049 *** (2.656) | −0.002 (−1.271) | −0.003 *** (−3.150) |
Lev | −0.191 ** (−2.477) | −0.134 ** (−2.356) | −0.013 *** (−2.720) | 0.003 (0.994) |
ROA | −0.195 (−1.237) | −1.375 *** (−17.428) | 0.027 *** (2.935) | 0.010 *** (2.709) |
Cashflow | −0.187 *** (−2.665) | 0.155 ** (2.246) | −0.000 (−0.030) | 0.007 ** (2.075) |
Indep | −0.349 ** (−2.322) | −0.070 (−0.470) | 0.004 (0.553) | 0.001 (0.222) |
Dual | 0.033 (1.487) | 0.040 *** (2.597) | −0.001 (−0.607) | 0.000 (0.565) |
Top1 | −0.269 * (−1.848) | 0.177 (1.472) | 0.008 (1.114) | 0.010 * (1.753) |
Balance1 | −0.051 (−0.923) | 0.055 (1.261) | −0.000 (−0.137) | 0.003 (1.296) |
Big4 | 0.076 (1.207) | 0.235 *** (2.736) | −0.002 (−0.657) | −0.006 ** (−2.012) |
INST | 0.093 ** (2.107) | 0.132 *** (2.806) | 0.002 (0.665) | 0.001 (0.265) |
_cons | 0.818 ** (2.014) | −0.877 ** (−2.501) | 0.019 (0.848) | 0.047 *** (2.911) |
Year | Yes | Yes | Yes | Yes |
N | 9766 | 14,718 | 9766 | 14,718 |
adj. R2 | 0.056 | 0.060 | 0.013 | 0.010 |
F | 7.634 | 18.239 | 2.884 | 2.586 |
Variable | Definition |
---|---|
INVHit | Shareholding of institutional investors in Company i at Year t |
STD(INVHit-3, INVHit-2, INVHit-1) | Standard deviation of institutional investors’ shareholding of Company i in the first three years |
SDit | The ratio of shareholding of institutional investors in Company i at Year t to the standard deviation of institutional investors’ shareholding in the past three years |
MEDIANtj (SDtj) | Median of Industry j in Year t |
STABLEit | Dummy variables of institutional investor stability |
OverPay | UnPerks | |||
---|---|---|---|---|
Stable | Transactional | Stable | Transactional | |
EPU | −0.204 *** (−5.790) | −0.128 *** (−3.248) | 0.001 (0.578) | 0.006 *** (2.992) |
Size | 0.045 ** (2.489) | 0.061 *** (2.996) | −0.003 ** (−2.512) | −0.002 ** (−2.339) |
Lev | −0.129 ** (−1.997) | −0.150 ** (−2.524) | −0.008 ** (−2.217) | 0.002 (0.757) |
ROA_m | −0.904 *** (−8.003) | −1.340 *** (−15.376) | 0.017 *** (2.855) | 0.012 *** (2.786) |
SOE | −0.036 (−0.758) | 0.006 (0.131) | −0.001 (−0.489) | −0.004 ** (−2.003) |
Cashflow | −0.058 (−0.780) | 0.088 (1.165) | 0.007 (1.513) | 0.003 (0.762) |
Indep | −0.355 ** (−2.529) | −0.254 (−1.580) | 0.002 (0.310) | 0.005 (0.776) |
Dual | 0.032 * (1.781) | 0.041 ** (2.379) | 0.000 (0.084) | −0.001 (−1.411) |
Top1 | −0.072 (−0.583) | −0.035 (−0.268) | 0.008 (1.210) | 0.009 * (1.738) |
Balance1 | 0.037 (0.800) | 0.008 (0.177) | 0.001 (0.573) | 0.002 (1.020) |
Big4 | 0.186 *** (2.978) | 0.162 * (1.853) | −0.005 * (−1.880) | −0.006 (−1.562) |
INST | 0.095 * (1.740) | 0.104 ** (2.351) | 0.004 (1.250) | −0.001 (−0.639) |
_cons | 0.207 (0.640) | −0.597 (−1.556) | 0.052 *** (2.761) | 0.013 (0.734) |
Year | Yes | Yes | Yes | Yes |
N | 12,415 | 12,069 | 12,415 | 12,069 |
adj. R2 | 0.030 | 0.056 | 0.013 | 0.008 |
F | 6.363 | 13.201 | 2.987 | 1.774 |
OverPay | UnPerks | |||
---|---|---|---|---|
Competitive | Non-Competitive | Competitive | Non-Competitive | |
EPU | −0.188 *** (−4.433) | −0.138 *** (−4.209) | −0.004 * (−1.917) | 0.010 *** (5.331) |
Size | 0.046 ** (2.146) | 0.044 ** (2.370) | −0.002 ** (−1.988) | −0.002 ** (−2.207) |
Lev | −0.049 (−0.737) | −0.206 *** (−3.165) | 0.000 (0.042) | −0.004 (−1.168) |
ROA | −1.024 *** (−7.756) | −1.276 *** (−14.216) | 0.036 *** (6.546) | 0.011 ** (2.293) |
SOE | 0.014 (0.299) | −0.032 (−0.684) | −0.000 (−0.021) | −0.003 * (−1.798) |
Cashflow | 0.099 (1.201) | −0.111 * (−1.719) | 0.001 (0.271) | 0.005 (1.313) |
Indep | −0.444 *** (−2.918) | −0.301 ** (−2.341) | 0.007 (1.026) | −0.002 (−0.349) |
Dual | 0.029 * (1.673) | 0.061 *** (3.297) | −0.000 (−0.460) | 0.000 (0.188) |
Top1 | −0.086 (−0.648) | −0.002 (−0.019) | 0.002 (0.400) | 0.009 (1.396) |
Balance | 0.016 (0.331) | 0.008 (0.178) | −0.001 (−0.373) | 0.002 (0.777) |
Big4 | 0.154 ** (2.093) | 0.161 * (1.959) | −0.005 ** (−2.022) | −0.002 (−0.550) |
INST | 0.119 *** (2.782) | 0.080 (1.595) | 0.000 (0.136) | −0.001 (−0.253) |
_cons | 0.157 (0.423) | −0.220 (−0.617) | 0.067 *** (3.625) | −0.001 (−0.057) |
Year | Yes | Yes | Yes | Yes |
N | 12.297 | 12,187 | 12,297 | 12,187 |
adj. R2 | 0.030 | 0.046 | 0.032 | 0.015 |
F | 5.630 | 11.984 | 5.612 | 3.379 |
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Huang, H.; Liu, C.; He, Y. The Impact of Economic Policy Uncertainty on Executives’ Self-Interest Behaviors: Evidence from China. Sustainability 2023, 15, 1815. https://doi.org/10.3390/su15031815
Huang H, Liu C, He Y. The Impact of Economic Policy Uncertainty on Executives’ Self-Interest Behaviors: Evidence from China. Sustainability. 2023; 15(3):1815. https://doi.org/10.3390/su15031815
Chicago/Turabian StyleHuang, Hong, Chang Liu, and Yuqian He. 2023. "The Impact of Economic Policy Uncertainty on Executives’ Self-Interest Behaviors: Evidence from China" Sustainability 15, no. 3: 1815. https://doi.org/10.3390/su15031815