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. 2023 Apr 19;13:6386. doi: 10.1038/s41598-023-33553-w

Table 7.

Regression results with replacement of explanatory variables.

Variables Software Hardware
(1) (2) (3) (4) (5) (6)
tfp tfp tfp tfp tfp tfp
Software 32.784*** 15.523*** 11.105***
(5.9715) (4.4856) (3.3536)
Hardware 11.360*** 12.385*** 6.7828**
(3.3258) (5.9601) (2.3227)
Size 12.687*** 10.953*** 12.711*** 10.979***
(57.5074) (12.0069) (57.9990) (12.1711)
Lev 0.3342*** 0.3409*** 0.3204*** 0.3318***
(7.4185) (3.8859) (7.1383) (3.7898)
Age − 0.05604** − 0.1184 − 0.04260* − 0.08858
(− 2.1933) (− 0.9282) (− 1.6776) (− 0.6862)
Shrcr1 0.001543** 0.0005928 0.001130* 0.0001915
(2.3370) (0.3864) (1.7172) (0.1256)
Board − 0.003432 − 0.008416 − 0.02531 − 0.01986
(− 0.0740) (− 0.1355) (− 0.5474) (− 0.3193)
Independent − 0.09576 − 0.1455 − 0.1411 − 0.1836
(− 0.6725) (− 0.8065) (− 0.9923) (− 1.0205)
Roa 2.7856*** 2.5028*** 2.8111*** 2.5184***
(29.3411) (14.1308) (29.6183) (14.0359)
Year Not control Not control Control Not control Not control Control
Firm Not control Not control Control Not control Not control Control
_cons 8.9471*** − 30.341*** − 24.800*** 8.9576*** − 30.379*** − 24.904***
(278.1861) (− 47.1657) (− 9.0923) (279.5396) (− 47.5128) (− 9.2465)
N 2750 2750 2750 2750 2750 2750
R2 0.0187 0.5946 0.6333 0.0017 0.5942 0.6332

T-statistics are shown in parentheses. ***, ** and * indicate 1%, 5% and 10% respectively.