Skip to main content
. 2020 Feb 4;15(2):e0228616. doi: 10.1371/journal.pone.0228616

Table 4. IV Poisson GMM with VCE(Robust).

Variable Model (1) Model (2) Model (3) Model (4)a Model (5)
Independent Variables
Collab.Innov. 0.0015
(0.0008)
Firm-University 0.0035*
(0.0014)
Firm-GRI -0.0012
(0.0026)
Inter-firm 0.0214***
(0.0053)
Inter-ICT firm 0.0697**
(0.0258)
Control Variables
Ln(FirmSize) 0.4564***
(0.1167)
0.4780***
(0.1093)
0.4928***
(0.1260)
(Omitted) 0.4713***
(0.1112)
Ln(R&D Exp.) 0.4193***
(0.0552)
0.4010***
(0.0553)
0.4349***
(0.0654)
0.5905***
(0.0401)
0.3390***
(0.0630)
Ln(Productivity) -0.2569
(0.1739)
-0.2362
(0.1711)
-0.2467
(0.1814)
-0.4093**
(0.1526)
-0.1806
(0.1690)
Conglomerate Affiliates 0.0428
(0.1422)
0.0432
(0.1413)
0.0266
(0.1420)
0.1448
(0.1340)
0.0502
(0.1406)
Firm Age -0.0299*
(0.0125)
-0.0317*
(0.0124)
-0.0313*
(0.0130)
(Omitted) -0.0343*
(0.0137)
Large Firms 0.5498***
(0.1429)
0.5552***
(0.1387)
0.4631**
(0.1482)
0.9089***
(0.1211)
0.6661***
(0.1502)
IPO -1.0111***
(0.2405)
-0.9055***
(0.2336)
-0.8666***
(0.2258)
-0.9001***
(0.1931)
-0.8569***
(0.2417)
Year 0.0728***
(0.0128)
0.0711***
(0.0125)
0.0666***
(0.0131)
0.0513**
(0.0176)
0.0801***
(0.0139)
Constant -151.0886***
(25.2727)
-147.6601***
(24.6526)
-138.9578***
(25.7383)
-106.5242**
(34.6730)
-165.6213***
(27.5088)
Observations 6,851 6,851 6,851 6,851 6,851
Weak IV Test 152.18 372.36 77.69 264.40 233.65

Note:

* p<0.05;

** p<0.01;

*** p<0.001;

Standard errors in parentheses.

a Model (4) cannot be estimated because the Hessian is not positive semidefinite. Therefore, it is estimated excluding the Ln(FirmSize) and Firm Age variables.