Panel B: Strings and Asymmetric Cost Behavior | ||||||||
Independent Variables | (1) | (2) | (3) | (4) | ||||
String firms | Non-string firms | String years of firms that experience sales decreases during string periods | Non-string years of string firms | |||||
Coef. (t-value) | Coef. (t-value) | Coef. (t-value) | Coef. (t-value) | |||||
Intercept | −0.003 | 0.031 | *** | −0.002 |
| −0.002 |
| |
(−1.34) | (3.62) | (−0.48) |
| (−0.45) |
| |||
ΔS | 0.957 | *** | 0.659 | *** | 1.004 | *** | 0.896 | *** |
(184.91) | (57.98) | (164.13) |
| (91.08) |
| |||
ΔS*Dec | −0.039 | −0.093 | *** | 0.240 | *** | 0.007 |
| |
(−1.11) | (−3.05) | (4.43) |
| (0.19) |
| |||
ΔS*Dec*Break | −0.197 | *** | −0.743 | *** | −0.410 | *** | −0.233 | *** |
(−7.31) | (−9.18) | (−5.83) |
| (−7.16) |
| |||
ΔS*Break | 0.188 | *** | 0.763 | *** | 0.177 | *** | 0.238 | *** |
(16.88) | (14.70) | (4.71) |
| (15.92) |
| |||
Break | 0.037 | *** | 0.014 | * | 0.044 | *** | 0.036 | *** |
(22.72) | (1.88) | (10.09) |
| (17.73) |
| |||
Dec | 0.002 | −0.025 | *** | −0.003 |
| −0.002 |
| |
(1.16) | (−6.17) | (−1.12) |
| (−0.97) |
| |||
ΔS*Dec*Employee Intensity | 0.641 | −3.730 | *** | −2.458 | * | 0.129 |
| |
(0.65) | (−2.86) | (−1.84) |
| (0.11) |
| |||
ΔS*Dec*Asset Intensity | −0.049 | *** | −0.011 | *** | −0.066 | ** | −0.045 | ** |
(−2.79) | (−2.95) | (−2.08) |
| (−2.49) |
| |||
ΔS*Dec*Successive Decrease | −0.054 | *** | 0.027 | −0.064 |
| −0.036 | * | |
(−2.71) | (0.84) | (−1.13) |
| (−1.70) |
| |||
ΔS*Dec*Stock Performance | 0.098 | *** | −0.013 | −0.048 |
| 0.069 | *** | |
(5.11) | (−0.76) | (−1.18) |
| (3.39) |
| |||
Employee Intensity | 0.107 | *** | 0.075 |
| 0.020 |
| 0.110 | ** |
(3.91) |
| (0.39) |
| (0.37) |
| (2.19) |
| |
Asset Intensity | −0.001 |
| 0.008 | *** | −0.003 |
| 0.000 |
|
(−0.65) |
| (6.66) |
| (−1.07) |
| (−0.16) |
| |
Successive Decrease | −0.014 | *** | −0.042 | *** | 0.000 |
| −0.013 | *** |
(−10.30) |
| (−10.76) |
| (−0.08) |
| (−8.23) |
| |
Stock Performance | −0.020 | *** | −0.020 | *** | −0.008 | *** | −0.027 | *** |
(−18.50) |
| (−9.69) |
| (−4.44) |
| (−16.36) |
| |
Industry Fixed Effect Included | Yes | Yes | Yes | Yes | ||||
Adj-R2 | 0.82 | 0.32 | 0.94 | 0.73 | ||||
N | 59,557 | 97,768 | 6048 | 37,368 | ||||
Number of firms | 2760 | 11,934 | 774 | 2760 |