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. 2024 Jun 6;10(12):e32519. doi: 10.1016/j.heliyon.2024.e32519

Table 5.

Estimates of mediating factors and productivity spillover channels without interaction effects.

Depvar: ltfpijt Fixed Effect Estimation System GMM Estimation
Independent variables Domestic firms (iii) Foreign firms (iv) Domestic firms (v) Foreign firms (vi)
ltfpijt-1 0.718*** 0.643***
(0.037) (0.121)
Horizontal Spillover 0.258 3.849*** −0.899*** 2.617***
(0.433) (0.607) (0.266) (0.466)
Backward Spillover 1.787* 0.475 3.326*** 3.383**
(1.024) (1.942) (0.768) (1.615)
Forward Spillover −0.34 −1.747 −0.044 −0.766
(2.999) (4.056) (1.379) (2.955)
HHI −2.212* −2.188 −0.102 −1.113
(1.291) (1.748) (0.719) (1.424)
Age 0.053*** 0.06*** 0.018*** 0.023**
(0.004) (0.006) (0.003) (0.01)
Export intensity 0.003** 0.001 0.003* 0.001
(0.001) (0.001) (0.001) (0.001)
Import intensity −0.167*** −0.364** −0.171*** 0.664
(0.001) (0.17) (0.024) (1.062)
R&D intensity −1.416 −2.054 −1.372 6.739
(1.326) (1.808) (1.322) (7.798)
Advertisement intensity −0.675 0.328 −1.847 −0.23
(5.369) (0.479) (2.647) (1.641)
Constant −0.733** −1.703***
(0.304) (0.556)
Time fixed Effect Yes Yes
Observations 4620 1498 3960 1284
Number of firms 330 107 330 107
Within R-squared 0.3524 0.4448
F-statistic 3908.37*** 12.47*** 274.44*** 95.31***
Hausman test (chi-square) 606.32*** 137.32***
Hansen (p-value) 0.291 0.53
AR(2) (p-value) 0.121 0.376

Note: (1) Robust standard errors are in the parentheses. (2) *, **, and *** show significance at the 10 per cent, 5 per cent, and 1 per cent levels, respectively.