|
Variable
|
Abbreviation
|
Measurement
|
|---|---|---|
|
Firm performance
|
Fiperf
|
Net Profit divided by the average shareholders' equity balance
|
|
Executive salary
|
salary
|
Natural logarithm of the total salary of the top three executives
|
|
Executive equity
|
equity
|
Ratio of executive shares to total shares
|
|
Executive perks
|
perks
|
(Administrative expenses − total executive salary − intangible asset amortization) divided by operating income
|
|
Earnings management
|
REM
|
The absolute value of real earnings management, sourced from the CSMAR database
|
|
Firm size
|
size
|
Natural logarithm of total assets
|
|
Leverage
|
lev
|
Total liabilities divided by total equity
|
|
Ownership concentration
|
top
|
Proportion of shares held by the largest shareholder
|
|
Ratio of independent directors
|
idr
|
Proportion of independent directors within the board
|
|
Non-debt tax shield
|
ndts
|
Depreciation and amortization divided by total assets
|
|
Asset tangibility ratio
|
tr
|
Ratio of total tangible assets to total assets
|
|
State ownership
|
state
|
Equals 1 if the company is state-owned, otherwise 0
|
|
Firm growth rate
|
gr
|
Annual growth rate of operating revenue
|
|
“Variable”
|
“Obs”
|
“Mean”
|
“Std. Dev.”
|
“Min”
|
“Max”
|
|---|---|---|---|---|---|
|
Fiperf
|
12078
|
0.068
|
0.101
|
-0.372
|
0.342
|
|
salary
|
12078
|
14.744
|
0.718
|
13.122
|
16.764
|
|
equity
|
12078
|
9.988
|
15.969
|
0
|
61.872
|
|
perks
|
12078
|
0.071
|
0.055
|
0.003
|
0.322
|
|
REM
|
12078
|
0.15
|
0.148
|
0.002
|
0.796
|
|
size
|
12078
|
22.654
|
1.267
|
20.309
|
26.511
|
|
lev
|
12078
|
0.433
|
0.194
|
0.063
|
0.849
|
|
top
|
12078
|
32.539
|
14.252
|
7.949
|
71.238
|
|
idr
|
12078
|
37.507
|
5.416
|
33.33
|
57.14
|
|
ndts
|
12078
|
0.02
|
0.014
|
0
|
0.062
|
|
tr
|
12078
|
0.926
|
0.082
|
0.56
|
1
|
|
state
|
12078
|
0.39
|
0.488
|
0
|
1
|
|
gr
|
12078
|
0.131
|
0.315
|
-0.497
|
1.766
|
|
VARIABLES
|
(1)
|
(2)
|
|---|---|---|
|
Fiperf
|
Fiperf
|
|
|
salary
|
0.0412***
|
0.0393***
|
|
(12.34)
|
(11.80)
|
|
|
equity
|
0.0009***
|
0.0009***
|
|
(4.69)
|
(4.93)
|
|
|
perks
|
-0.4467***
|
-0.4577***
|
|
(-12.24)
|
(-13.07)
|
|
|
REM
|
0.0613***
|
|
|
(6.16)
|
||
|
REM*salary
|
0.0344***
|
|
|
(3.24)
|
||
|
REM*equity
|
0.0019***
|
|
|
(3.65)
|
||
|
REM*perks
|
0.6579***
|
|
|
(4.17)
|
||
|
size
|
0.0178***
|
0.0192***
|
|
(4.51)
|
(4.94)
|
|
|
lev
|
-0.2363***
|
-0.2411***
|
|
(-15.22)
|
(-15.67)
|
|
|
top
|
0.0008***
|
0.0009***
|
|
(3.85)
|
(4.06)
|
|
|
idr
|
0.0000
|
0.0000
|
|
(0.07)
|
(0.11)
|
|
|
ndts
|
-1.5374***
|
-1.4980***
|
|
(-7.73)
|
(-7.59)
|
|
|
tr
|
0.0413*
|
0.0391*
|
|
(1.73)
|
(1.66)
|
|
|
state
|
-0.0198**
|
-0.0193**
|
|
(-2.13)
|
(-2.10)
|
|
|
gr
|
0.0647***
|
0.0595***
|
|
(17.14)
|
(15.77)
|
|
|
constant
|
-0.8536***
|
-0.8638***
|
|
(-8.98)
|
(-9.18)
|
|
|
Firm
|
FE
|
FE
|
|
Year
|
FE
|
FE
|
|
Observations
|
12078
|
12078
|
|
R-squared
|
0.530
|
0.538
|
| “Notes: *, **, *** indicate significance at the 10%, 5%, and 1% levels, respectively, with cluster firm standard errors-based t-statistics shown in parentheses.” | ||
|
VARIABLES
|
(1)
|
(2)
|
(3)
|
(4)
|
(5)
|
(6)
|
|---|---|---|---|---|---|---|
|
Replace dependent variable
|
Add industry dummy
|
lagged one period
|
||||
|
Fiperf
|
Fiperf
|
Fiperf
|
Fiperf
|
Fiperf
|
Fiperf
|
|
|
salary
|
0.0185***
|
0.0174***
|
0.0411***
|
0.0391***
|
0.0387***
|
|
|
(12.37)
|
(11.77)
|
(12.29)
|
(11.74)
|
(11.06)
|
||
|
equity
|
0.0005***
|
0.0005***
|
0.0008***
|
0.0009***
|
0.0010***
|
|
|
(5.04)
|
(5.34)
|
(4.50)
|
(4.69)
|
(5.08)
|
||
|
perks
|
-0.2382***
|
-0.2460***
|
-0.4519***
|
-0.4616***
|
-0.4491***
|
|
|
(-11.65)
|
(-12.96)
|
(-12.40)
|
(-13.07)
|
(-12.61)
|
||
|
REM
|
0.0349***
|
0.0640***
|
0.0590***
|
|||
|
(6.56)
|
(6.37)
|
(5.72)
|
||||
|
REM*salary
|
0.0198***
|
0.0344***
|
||||
|
(3.65)
|
(3.22)
|
|||||
|
REM*equity
|
0.0009***
|
0.0019***
|
||||
|
(3.11)
|
(3.68)
|
|||||
|
REM*perks
|
0.4483***
|
0.6522***
|
||||
|
(5.12)
|
(4.12)
|
|||||
|
Lsalary
|
0.0175***
|
|||||
|
(5.27)
|
||||||
|
Lequity
|
0.0006***
|
|||||
|
(3.04)
|
||||||
|
Lperks
|
-0.3981***
|
|||||
|
(-10.65)
|
||||||
|
REM*Lsalary
|
0.0463***
|
|||||
|
(4.52)
|
||||||
|
REM*Lequity
|
0.0019***
|
|||||
|
(3.54)
|
||||||
|
REM*Lperks
|
0.4600***
|
|||||
|
(3.33)
|
||||||
|
size
|
0.0068***
|
0.0075***
|
0.0179***
|
0.0193***
|
0.0271***
|
0.0223***
|
|
(3.75)
|
(4.28)
|
(4.24)
|
(4.65)
|
(6.18)
|
(5.19)
|
|
|
lev
|
-0.1561***
|
-0.1589***
|
-0.2351***
|
-0.2399***
|
-0.2650***
|
-0.2580***
|
|
(-22.94)
|
(-23.75)
|
(-14.93)
|
(-15.38)
|
(-16.02)
|
(-15.88)
|
|
|
top
|
0.0004***
|
0.0004***
|
0.0008***
|
0.0008***
|
0.0009***
|
0.0009***
|
|
(3.70)
|
(3.95)
|
(3.61)
|
(3.79)
|
(3.79)
|
(3.88)
|
|
|
idr
|
-0.0000
|
-0.0000
|
0.0001
|
0.0001
|
-0.0001
|
0.0000
|
|
(-0.33)
|
(-0.28)
|
(0.26)
|
(0.27)
|
(-0.44)
|
(0.00)
|
|
|
ndts
|
-0.8256***
|
-0.8037***
|
-1.5332***
|
-1.5036***
|
-1.7538***
|
-1.7706***
|
|
(-8.70)
|
(-8.58)
|
(-7.74)
|
(-7.65)
|
(-8.02)
|
(-8.21)
|
|
|
tr
|
0.0205
|
0.0191
|
0.0475**
|
0.0448*
|
0.0458*
|
0.0319
|
|
(1.58)
|
(1.49)
|
(2.02)
|
(1.92)
|
(1.81)
|
(1.27)
|
|
|
state
|
-0.0050
|
-0.0048
|
-0.0204**
|
-0.0202**
|
-0.0184*
|
-0.0170*
|
|
(-1.16)
|
(-1.12)
|
(-2.24)
|
(-2.24)
|
(-1.87)
|
(-1.75)
|
|
|
gr
|
0.0298***
|
0.0269***
|
0.0641***
|
0.0588***
|
0.0870***
|
0.0589***
|
|
(16.03)
|
(14.60)
|
(17.26)
|
(15.81)
|
(21.92)
|
(15.52)
|
|
|
constant
|
-0.3234***
|
-0.3279***
|
-0.8619***
|
-0.8697***
|
-0.7054***
|
-0.9126***
|
|
(-7.26)
|
(-7.48)
|
(-8.33)
|
(-8.54)
|
(-6.81)
|
(-8.89)
|
|
|
Firm
|
FE
|
FE
|
FE
|
FE
|
FE
|
FE
|
|
Year
|
FE
|
FE
|
FE
|
FE
|
FE
|
FE
|
|
Ind
|
NO
|
NO
|
FE
|
FE
|
NO
|
NO
|
|
Observations
|
12078
|
12078
|
12078
|
12078
|
10980
|
10980
|
|
R-squared
|
0.599
|
0.608
|
0.536
|
0.543
|
0.531
|
0.551
|
| “Notes: *, **, *** indicate significance at the 10%, 5%, and 1% levels, respectively, with cluster firm standard errors-based t-statistics shown in parentheses.” | ||||||