Is Labor Related to the Duality of Earnings Smoothing?
Abstract
:1. Introduction
2. Literature Review
3. Methodology
3.1. Benchmark Model
3.2. Measurement of Income Smoothing
3.3. Measurement of Labor Union Strength
3.4. Impact of Labor Unions on the Role of Income Smoothing
3.5. Control Variables
4. Data Collection and Descriptive Statistics
4.1. Sample Selection
4.2. Descriptive Statistics
5. Empirical Results and Robustness Tests
5.1. Results of Benchmark Model and Main Model
5.2. Robustness Tests
5.2.1. Controlling Economic Wealth
5.2.2. Excluding Observations during Financial Crisis
5.2.3. Excluding Observations in Special Industries
5.2.4. Alternative Measure of Income Smoothing
6. Conclusions and Limitations
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A. Definition of Variables
Variable | Description |
Annual stock return for year t. | |
Earnings per share (EPS) for Year t−1, deflated by stock price in Year t. | |
Earnings per share (EPS) for Year t, deflated by stock price in Year t. | |
Earnings per share (EPS) for three future years(Yeart+1, Yeart+2, Yeart+3), deflated by stock price in Year t. | |
Rt3 | Aggregate stock return for three future years (Yeart+1, Yeart+2, Yeart+3) with annual compounding. |
IS | Income smoothing, which is the negative correlation between changes of total accruals and cash flow from operation. |
Growth | Growth rate of annual sales measured by the changes of revenue divided by lagged revenue. |
Leverage | Leverage ratio, measured by total liabilities divided by total assets. |
Size | Natural logarithm of market value. |
LOSS | Loss is a category variable, 1 if net income < 0, and 0 otherwise. |
YEAR | Year dummy for the year 2000–2008. |
IND | Industry dummy for the industries based on the two-digit standard industrial classification (SIC) code. |
UNION | Measurement of the statutory protection of unions and workers during collective disputes. A high score indicates stronger labor protection. |
CR | Creditor rights index measures the power of creditors in controlling the bankruptcy process. |
RADR | Anti-director-rights index, measure the protection of shareholders |
LAW | Dummy variable, 1 if the country uses a common law system, and 0 otherwise. |
GDP | Natural logarithm GDP per capita 2003(US$). |
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Country | Labor | RADR | CR | Law | GDP |
---|---|---|---|---|---|
Australia | 0.3720 | 4 | 3 | 1 | 11.30244 |
Canada | 0.1964 | 4 | 1 | 1 | 11.55558 |
India | 0.3839 | 5 | 2 | 1 | 11.40957 |
Ireland | 0.4643 | 5 | 1 | 1 | 10.49875 |
Israel | 0.3095 | 4 | 3 | 1 | 10.58184 |
New Zealand | 0.2500 | 4 | 4 | 1 | 10.52242 |
Singapore | 0.3423 | 5 | 3 | 1 | 10.33291 |
South Africa | 0.5446 | 5 | 3 | 1 | 10.88675 |
United Kingdom | 0.1875 | 5 | 4 | 1 | 11.80144 |
United States | 0.2589 | 3 | 1 | 1 | 12.61732 |
Argentina | 0.5774 | 2 | 1 | 0 | 11.07482 |
Austria | 0.3601 | 2.5 | 3 | 0 | 10.94287 |
Belgium | 0.4226 | 3 | 2 | 0 | 11.08103 |
Czech Republic | 0.3393 | 4 | 3 | 0 | 11.00081 |
Denmark | 0.4196 | 4 | 3 | 0 | 10.89204 |
Finland | 0.3185 | 3.5 | 1 | 0 | 10.77847 |
Germany | 0.6071 | 3.5 | 3 | 0 | 12.16609 |
Hungary | 0.6071 | 2 | 1 | 0 | 10.89835 |
Indonesia | 0.3929 | 4 | 2 | 0 | 11.07185 |
Italy | 0.6310 | 2 | 2 | 0 | 11.71819 |
Japan | 0.6280 | 4.5 | 2 | 0 | 12.11491 |
Korea | 0.5446 | 4.5 | 3 | 0 | 11.04806 |
Mexico | 0.5774 | 3 | 0 | 0 | 11.29506 |
The Netherlands | 0.4643 | 2.5 | 3 | 0 | 11.26631 |
Norway | 0.6488 | 3.5 | 2 | 0 | 10.86631 |
Peru | 0.7113 | 3.5 | 0 | 0 | 10.42046 |
Portugal | 0.6488 | 2.5 | 1 | 0 | 10.64121 |
Russia | 0.5774 | 4 | 1 | 0 | 11.83774 |
Spain | 0.5863 | 5 | 2 | 0 | 11.39751 |
Sweden | 0.5387 | 3.5 | 1 | 0 | 11.14118 |
Turkey | 0.4732 | 3 | 2 | 0 | 11.01089 |
N | Mean | sd | Min | p25 | p50 | p75 | Max | |
---|---|---|---|---|---|---|---|---|
80,392 | 0.138 | 0.744 | −0.873 | −0.286 | 0.000 | 0.328 | 4.000 | |
80,392 | −0.004 | 0.154 | −0.728 | −0.020 | 0.040 | 0.070 | 0.266 | |
80,392 | 0.006 | 0.144 | −0.613 | −0.024 | 0.039 | 0.075 | 0.376 | |
80,392 | 0.034 | 0.419 | −1.667 | −0.107 | 0.096 | 0.226 | 1.331 | |
80,392 | 0.109 | 0.704 | −0.953 | −0.381 | −0.005 | 0.427 | 2.527 | |
IS | 80,392 | −0.140 | 0.483 | −1.000 | −0.488 | −0.191 | 0.168 | 1.000 |
Sales Growth | 80,392 | 0.210 | 0.650 | −0.846 | −0.019 | 0.091 | 0.253 | 4.708 |
Leverage | 80,392 | 0.483 | 0.260 | 0.034 | 0.289 | 0.477 | 0.638 | 1.477 |
Firm Size | 80,392 | 5.408 | 2.318 | 0.709 | 3.691 | 5.307 | 6.997 | 11.028 |
Loss | 80,392 | 0.303 | 0.460 | 0 | 0 | 0 | 1 | 1 |
Variable | IS | Sales Growth | Leverage | Firm Size | Loss | |||||
---|---|---|---|---|---|---|---|---|---|---|
1 | ||||||||||
−0.061 *** | 1 | |||||||||
0.205 *** | 0.498 *** | 1 | ||||||||
0.098 *** | 0.327 *** | 0.447 *** | 1 | |||||||
−0.072 *** | 0.021 *** | 0.005 | 0.196 *** | 1 | ||||||
IS | 0.001 | 0.006 * | 0.007 * | 0.003 | −0.005 | 1 | ||||
Sales Growth | 0.134 *** | −0.082 *** | 0.028 *** | −0.048 *** | −0.047 *** | 0.030 *** | 1 | |||
Leverage | −0.063 *** | −0.108 *** | −0.128 *** | −0.002 | 0.021 *** | 0.027 *** | −0.065 *** | 1 | ||
Firm Size | −0.032 *** | 0.280 *** | 0.244 *** | 0.224 *** | 0.010 *** | −0.067 *** | −0.052 *** | 0.190 *** | 1 | |
Loss | −0.132 *** | −0.423 *** | −0.694 *** | −0.381 *** | 0.002 | −0.003 | 0.022 *** | 0.068 *** | −0.320 *** | 1 |
Variable | Benchmark Model | Benchmark Model with IS | Benchmark Model with Control Variables | Main Model |
---|---|---|---|---|
−0.964 *** | −0.964 *** | −0.815 *** | −0.813 *** | |
(−10.61) | (−10.59) | (−9.49) | (−9.47) | |
1.485 *** | 1.485 *** | 1.403 *** | 1.402 *** | |
(23.56) | (23.48) | (17.41) | (17.45) | |
0.094 *** | 0.098 ** | −0.071 | −0.194 | |
(4.19) | (2.55) | (−0.34) | (−0.45) | |
−0.082 *** | −0.082 *** | −0.079 *** | −0.079 *** | |
(−5.99) | (−5.99) | (−6.05) | (−6.02) | |
IS | 0 | −0.023 *** | −0.020 ** | |
(0.02) | (−2.79) | (−2.41) | ||
IS | −0.007 | 0.003 | 0.558 ** | |
(−0.15) | (0.06) | (2.55) | ||
Union | 0.865 *** | |||
(2.58) | ||||
Union | 0.879 | |||
(1.01) | ||||
Union IS | −2.108 *** | |||
(−2.71) | ||||
Sales Growth | 0.135 *** | 0.132 *** | ||
(10.61) | (10.48) | |||
Sales Growth | 0.091 *** | 0.087 *** | ||
(6.00) | (5.58) | |||
Leverage | −0.024 | −0.017 | ||
(−0.74) | (−0.51) | |||
Leverage | 0.142 ** | 0.149 *** | ||
(2.55) | (2.61) | |||
Firm Size | −0.020 *** | −0.021 *** | ||
(−5.22) | (−5.41) | |||
Firm Size | 0.037 *** | 0.037 *** | ||
(6.13) | (5.97) | |||
Loss | −0.058 *** | −0.059 *** | ||
(−3.03) | (−3.09) | |||
Loss | −0.471 *** | −0.470 *** | ||
(−11.56) | (−11.69) | |||
RADR | −0.001 | 0.024 | ||
(−0.06) | (0.92) | |||
RADR | 0.160 *** | 0.143 ** | ||
(2.69) | (2.27) | |||
CR | 0.01 | −0.005 | ||
(0.38) | (−0.18) | |||
CR | −0.130 ** | −0.128 ** | ||
(−2.21) | (−2.28) | |||
Law | −0.119 ** | 0.119 | ||
(−2.02) | (1.28) | |||
Law | −0.234 | −0.299* | ||
(−1.45) | (−1.81) | |||
Intercept | 0.274 | 0.274 | 0.507 | −0.093 |
(2.48) | (2.50) | (3.61) | (0.34) | |
Year Fixed Effect | Yes | Yes | Yes | Yes |
Industry Fixed Effect | Yes | Yes | Yes | Yes |
No. of Obs. | 80,392 | 80,392 | 80,392 | 80,392 |
R-Squares | 15.9% | 15.9% | 19.6% | 19.6% |
Variable | Coefficient |
---|---|
−0.814 *** | |
(−9.48) | |
1.402 *** | |
(17.43) | |
0.142 | |
(0.36) | |
−0.079*** | |
(−6.03) | |
IS | −0.014*** |
(−2.66) | |
IS | 0.297** |
(2.55) | |
Union | 1.172*** |
(3.23) | |
Union | −0.472 |
(−0.76) | |
Union IS | −1.128 *** |
(−2.75) | |
GDP | −0.151 *** |
(−3.43) | |
Control Variables | Yes |
Year Fixed Effect | Yes |
Industry Fixed Effect | Yes |
No. of Obs. | 80,392 |
R-Squares | 19.70% |
Variable | Coefficient | Coefficient |
---|---|---|
−0.842 *** | −0.843 *** | |
(−9.15) | (−9.11) | |
1.473 *** | 1.472 *** | |
(20.78) | (20.78) | |
0.146 | −0.171 | |
(0.33) | (−0.36) | |
−0.080 *** | −0.080 *** | |
(−5.95) | (−5.92) | |
IS | −0.014 ** | −0.019 ** |
(−2.44) | (−2.15) | |
IS | 0.268 ** | 0.507 ** |
(2.24) | (2.26) | |
Union | 1.289 *** | 0.980 *** |
(3.33) | (2.75) | |
Union | −0.465 | 0.766 |
(−0.68) | (0.82) | |
UnionIS | −1.023 ** | −1.912 ** |
(−2.39) | (−2.36) | |
Crisis | −0.172 * | |
(−1.79) | ||
Crisis | 0.231 | |
(1.24) | ||
Crisis | −0.608 *** | |
(−3.30) | ||
Crisis | −0.386 | |
(−0.48) | ||
Crisis | 0.02 | |
(0.37) | ||
IS Crisis | −0.006 | |
(−0.27) | ||
IS Crisis | 0.312 | |
(0.42) | ||
Union Crisis | −1.285 *** | |
(−3.66) | ||
Union Crisis | 0.097 | |
(0.04) | ||
Union IS Crisis | −1.312 | |
(−0.52) | ||
Control Variables | Yes | Yes |
Year Fixed Effect | Yes | Yes |
Industry Fixed Effect | Yes | Yes |
No. of Obs. | 74,346 | 80,392 |
R-Squares | 17.80% | 19.8% |
Variable | Coefficient |
---|---|
−0.810 *** | |
(−9.32) | |
1.392 *** | |
(15.99) | |
0.359 | |
(0.92) | |
−0.081 *** | |
(−6.06) | |
IS | −0.017 *** |
(−3.29) | |
IS | 0.203 * |
(1.7) | |
Union | 0.981 *** |
(2.78) | |
Union | −0.899 |
(−1.43) | |
Union IS | −0.809 ** |
(−2.00) | |
Control Variables | Yes |
Year Fixed Effect | Yes |
Industry Fixed Effect | Yes |
No. of Obs. | 69,603 |
R-Squares | 19.90% |
Variable | Benchmark Model | Benchmark Model with IS | Benchmark Model with Control Variables | Main Model |
---|---|---|---|---|
−0.964 *** | −0.961 *** | −0.816 *** | −0.814 *** | |
(−10.61) | (−10.70) | (−9.47) | (−9.45) | |
1.485 *** | 1.487 *** | 1.403 *** | 1.402 *** | |
(23.56) | (23.44) | (17.44) | (17.47) | |
0.094 *** | 0.129 *** | −0.095 | 0.422 | |
(4.19) | (3.74) | (−0.47) | (1.10) | |
−0.082 *** | −0.082 *** | −0.079 *** | −0.079 *** | |
(−5.99) | (−5.97) | (−6.05) | (−6.02) | |
IS | 0.042 ** | 0.016 | −0.016 | |
(2.19) | (1.13) | (−1.10) | ||
IS | −0.056 | 0.038 | 1.066 * | |
(−1.39) | (1.13) | (1.88) | ||
Union | 0.898 *** | |||
(2.69) | ||||
Union | −2.019 ** | |||
(−2.14) | ||||
Union IS | −4.267 ** | |||
(−1.98) | ||||
Sales Growth | 0.134 *** | 0.132 *** | ||
(10.63) | (10.50) | |||
Sales Growth | 0.091 *** | 0.088 *** | ||
(6.01) | (5.73) | |||
Leverage | −0.024 | −0.017 | ||
(−0.76) | (−0.52) | |||
Leverage | 0.143 ** | 0.150 *** | ||
(2.55) | (2.61) | |||
Firm Size | −0.019 *** | −0.020 *** | ||
(−5.41) | (−5.61) | |||
Firm Size | 0.038 *** | 0.038 *** | ||
(5.89) | (5.72) | |||
Loss | −0.058 *** | −0.059 *** | ||
(−3.02) | (−3.07) | |||
Loss | −0.471 *** | −0.471 *** | ||
(−11.50) | (−11.60) | |||
RADR | −0.001 | 0.025 | ||
(−0.03) | (0.97) | |||
RADR | 0.158 *** | 0.173 *** | ||
(2.69) | (2.76) | |||
CR | 0.01 | −0.007 | ||
(0.36) | (−0.25) | |||
CR | −0.129 ** | −0.136 ** | ||
(−2.20) | (−2.40) | |||
Law | −0.117 ** | 0.122 | ||
(−1.99) | (1.31) | |||
Law | −0.235 | −0.268 | ||
(−1.53) | (0.00) | |||
Intercept | 0.274 ** | 0.261 ** | 0.478 *** | −0.144 |
(2.48) | (2.33) | (3.45) | (−0.53) | |
Year Fixed Effect | Yes | Yes | Yes | Yes |
Industry Fixed Effect | Yes | Yes | Yes | Yes |
No. of Obs. | 80,392 | 80,392 | 80,392 | 80,392 |
R-Squares | 15.9% | 15.9% | 19.6% | 19.6% |
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Huang, S.; Lyu, C.; Lin, X. Is Labor Related to the Duality of Earnings Smoothing? Sustainability 2018, 10, 4396. https://doi.org/10.3390/su10124396
Huang S, Lyu C, Lin X. Is Labor Related to the Duality of Earnings Smoothing? Sustainability. 2018; 10(12):4396. https://doi.org/10.3390/su10124396
Chicago/Turabian StyleHuang, Shengzhong, Chan Lyu, and Xiaojun Lin. 2018. "Is Labor Related to the Duality of Earnings Smoothing?" Sustainability 10, no. 12: 4396. https://doi.org/10.3390/su10124396
APA StyleHuang, S., Lyu, C., & Lin, X. (2018). Is Labor Related to the Duality of Earnings Smoothing? Sustainability, 10(12), 4396. https://doi.org/10.3390/su10124396