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. 2021 Sep 3;47(4):464–486. doi: 10.1057/s41302-021-00203-w

Table 5.

Epidemics and entrepreneurship: robustness checks 3 and 4 (accounting for potential simultaneity and nonlinearities)

Accounting for simultaneity Accounting for nonlinearities
(5.1) (5.2) (5.3) (5.4) (5.5) (5.6)
Epidemics (incidence) 1.658*** 0.700**
(0.341) (0.306)
Epidemics (incidence) squared −0.009
(0.008)
Epidemics (affected) 0.004*** 0.003***
(0.001) (0.001)
Epidemics (affected) squared −0.0000002***
(0.0000006)
Epidemics (deaths) 0.198*** 0.113***
(0.047) (0.029)
Epidemics (deaths) squared −0.0002***
(0.00005)
GDP per capita 1.713 0.757 1.478 −0.240 −0.747 −0.817
(1.434) (1.004) (1.394) (1.017) (0.960) (1.058)
Government size 0.677** −0.758*** −1.076*** 0.192 0.008 −0.157
(0.299) (0.222) (0.263) (0.172) (0.199) (0.194)
Political freedom 0.606* −0.622* 0.247 0.933*** 0.617* 0.834**
(0.336) (0.365) (0.303) (0.326) (0.355) (0.347)
Regulatory quality −15.219*** 2.074 −4.038 −13.075*** −8.946** −9.807**
(4.262) (4.453) (2.963) (3.824) (4.120) (4.165)
Economic freedom 1.096*** −0.027 0.280 0.894*** 0.638** 0.671**
(0.282) (0.323) (0.181) (0.242) (0.260) (0.257)
Education 0.030 0.036 0.059 −0.067* −0.062* −0.050
(0.030) (0.027) (0.037) (0.034) (0.035) (0.037)
Weak identification test 14.32 6.250 3.329
Under identification test 16.69*** 13.21*** 7.924**
[0.001] [0.004] [0.048]
Overidentification test 2.126 2.418 2.377
[0.345] [0.299] [0.305]
Endogeneity test 13.28*** 11.83*** 13.25***
[0.0003] [0.001] [0.000]
Observations 95 95 95 100 100 100
R-squared 0.530 0.563 0.565

See Table 1 for variable details. Models 5.1–5.3 are estimated using two-step efficient GMM with the spatial lag of Epidemics (incidences), Epidemics (affected), and Epidemics (deaths) (all averaged of the previous ten years, 1990–1999), as instruments; Models 5.4–5.6 are estimated using OLS. Robust standard errors are in parentheses, and probability values are in brackets

Asterisks denote the following significance levels: ***p<0.01, **p<0.05, and *p<0.1