(1)

(2)

(3)

(4)

(5)

(6)

(7)

(8)

Basic_id

Basic_ind

Basic_season_id

Basic_year_id

Control

_season_id

Control

_year_id

Control

_season_ind

Control

_year_ind

treat

−0.249***

−0.384***

−0.396***

−0.403***

−0.214**

−0.256***

−0.273**

−0.307**

(−5.01)

(−4.97)

(−6.20)

(−6.55)

(−2.30)

(−2.81)

(−2.14)

(−2.33)

price

0.055**

0.055**

0.055*

0.056*

(2.07)

(2.08)

(1.90)

(1.91)

lnmv

0.115

0.140

0.154

0.172

(0.35)

(0.43)

(0.48)

(0.54)

lntravol

2.875***

2.874***

2.953***

2.950***

(84.94)

(85.52)

(22.67)

(22.44)

control variables

no

no

no

no

yes

yes

yes

yes

fix effect

no

no

yes

yes

yes

yes

yes

yes

cluster standard error

id

industry

id

id

id

id

industry

industry

N

4,115,475

3,732,586

4,115,475

4,115,475

3,088,502

3,088,502

3,079,906

3,079,906