Table 9

Additional test: the effects of politically-connected boards (PCBs) on over-investment in labor (OVER_LAB) and under-investment in labor (UNDER_LAB) using the alternative proxies for over-(under)-investment in labor

Mean (average) industryMedian industry
OVER_LABUNDER_LABOVER_LABUNDER_LAB
Coefficientt-valuesCoefficientt-valuesCoefficientt-valuesCoefficientt-values
#1#2#3#4#5#6#7#8
PCBsit−0.051**(−2.46)−0.001(−0.22)−0.055**(−2.52)0.001(0.21)
TOP5it−0.039(−0.84)0.007(1.08)−0.056(−1.13)0.015**(1.92)
LEVit−0.117**(−2.12)0.007(1.21)−0.090*(−1.66)0.011(1.28)
ROAit−0.38***(−3.51)−0.017(−1.11)−0.348***(−3.21)0.001(0.01)
DPRit−0.033**(−1.98)0.001(0.04)−0.034**(−2.03)−0.004(−1.17)
TANGit0.069**(2.22)−0.008***(−2.61)0.067**(2.11)−0.002(−0.56)
OPER_CCit0.031***(2.73)−0.002(−1.25)0.026**(2.31)−0.001(−0.40)
Qit0.014*(1.80)0.001(0.86)0.012*(1.64)0.001(0.94)
Constant0.274***(2.97)0.085***(7.84)0.245**(2.65)0.122***(6.67)
Industry FEYes Yes Yes Yes 
Year FEYes Yes Yes Yes 
Observations1,273 1,183 1,191 1,191 
F5.88*** 15.48*** 4.17*** 12.51*** 
R20.302 0.402 0.254 0.418 

Note(s): Ordinary Least Squares (OLS) regression model, t-statistics calculated based on the robust standard errors clustered at firm-level. Over-(under-)investment in labor in firm i occurs when the ratio of the number of employees at the end of financial year t to the annual sales of firm i during year t is greater (lower) than the mean (median) value of this ratio for all firms in the same industry sector in year t. In the sub-sample of over-investment in labor, a higher (lower) positive number indicates a higher (lower) over-investment in labor. For ease of interpretation, the negative signs of the sub-sample for under-investment in labor are multiplied by −1 to obtain a positive number. Hence, a higher (lower) positive number indicates a higher (lower) under-investment in labor. The presence of PCBsit is a dummy variable set to 1 if firm i in year t has politically-connected board member(s) and zero (0) otherwise. Columns 1, 2, 5 and 6 report the OVER_LAB regression coefficients and t-values in parentheses, columns 3, 4, 7 and 8 report the UNDER_LAB regression coefficients and t-values in parentheses. *, **, and *** indicate statistical significance at the 10, 5 and 1% levels, respectively (two-tailed). The definitions of variables are presented in  Appendix

Source(s): Table 9 by authors

or Create an Account

Close Modal
Close Modal