Table 12 Pairwise Dumitrescu–Hurlin panel causality tests for research model.

From: Unleashing the potential: a quest to understand and examine the factors enriching research and innovation productivities of South Asian universities

Null hypothesis:

W-Stat.

Zbar-Stat.

Prob.

PATENT_RIGHTS do not homogeneously cause RESEARCH

3.60041

2.25039

0.0244

RESEARCH does not homogeneously cause PATENT_RIGHTS

2.46010

1.14176

0.2536

TERTIARY_ENROLLMENT does not homogeneously cause RESEARCH

2.73161

1.40573

0.1598

RESEARCH does not homogeneously cause TERTIARY_ENROLLMENT

2.12801

0.81890

0.4128

TERTIARY_FUNDING does not homogeneously cause RESEARCH

1.81408

1.98369

0.0475

RESEARCH does not homogeneously cause TERTIARY_FUNDING

1.68633

0.38948

0.6969

INTERNET_USERS does not homogeneously cause RESEARCH

3.26671

1.92597

0.0541

RESEARCH does not homogeneously cause INTERNET_USERS

2.99505

1.66186

0.0965

BANDWIDTH does not homogeneously cause RESEARCH

6.02040

4.60317

4.E-06

RESEARCH does not homogeneously cause BANDWIDTH

2.87518

1.54531

0.1223

PUBLISHED_ARTICLES do not homogeneously cause RESEARCH

2.55095

1.23009

0.2187

RESEARCH does not homogeneously cause PUBLISHED_ARTICLES

2.76929

1.44236

0.1492

FUNDING_PER_TERTIARY_STUDENT does not homogeneously cause RESEARCH

1.15706

−2.82508

0.0005

RESEARCH does not homogeneously cause FUNDING_PER_TERTIARY_STUDENT

2.34849

1.03325

0.3015

  1. Source: Researcher’s calculation.
  2. The bold means the prob. values that are statistically significant.