Table 7 Tests of panel regression model conditions—robustness (Earnings→R&D; R&D→HDI).

From: Transforming power of research and development on inequality and well-being: a European Union perspective within the circular economy framework

Variables

Robust Hausman (sig)

Breusch-Pagan (sig)

Model

Robust Hausman (sig)

Breusch-Pagan (sig)

Model

Earnings→R&D

R&D→HDI

R_FTE_Business_enterprise

1.92 (0.166)

3.31 (0.069)

Random

0.9 (0.343)

11.41 (<0.001)

Random white

R_FTE_Government

0.79 (0.375)

67.56 (<0.001)

Random White

0.12 (0.734)

1.29 (0.257)

Random

R_FTE_Higher_education

0.51 (0.474)

0.74 (0.39)

Random

0.44 (0.507)

0.46 (0.499)

Random

R_FTE_Private_non_profit

0.69 (0.405)

6.17 (0.013)

Random White

0.1 (0.756)

1.02 (0.312)

Random

GERD_Business_enterprise

0.06 (0.8)

13.87 (<0.001)

Random White

1.69 (0.194)

23.3 (<0.001)

Random white

GERD_Government

0.78 (0.376)

177.55 (<0.001)

Random White

2.56 (0.109)

6.38 (0.012)

Random white

GERD_Higher_education

0.16 (0.689)

13.15 (<0.001)

Random White

0.54 (0.463)

5.73 (0.017)

Random white

GERD_Private_non_profit

2.71 (0.1)

52.22 (<0.001)

Random White

0.45 (0.501)

2.81 (0.093)

Random