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

Table 4.

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

Depvar: ltfpijt Fixed Effect Estimation System GMM Estimation
Independent variables All firms (I) All firms (II)
ltfpijt-1 0.641*** (0.095)
Horizontal Spillover 1.293*** 0.262
(0.371) (0.261)
Backward Spillover 1.616* 2.841***
(0.908) (0.662)
Forward Spillover −1.025 −0.883
(2.472) (1.46)
HHI −1.669 0.136
(1.131) (0.717)
Age 0.055*** 0.024***
(0.003) (0.007)
Export intensity 0.002** 0.002*
(0.001) (0.001)
Import intensity −0.168*** −0.151***
(0.001) (0.033)
R&D intensity −2.097* −2.514**
(1.096) (1.086)
Advertisement intensity 0.018 −1.021
(2.494) (1.917)
Constant −0.999***
(0.273)
Time fixed Effect Yes
Observations 6118 5244
Number of firms 437 437
Within R-squared 0.3599
F-statistic 2581.62*** 253.49***
Hausman test (chi-square) 723.86***
Hansen (p-value) 0.188
AR(2) (p-value) 0.055

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