Variables method

Levin, Lin

and Chu test

Im, Pesaran

and Shin W test

ADF-Fisher

Chi-square test

PP-Fisher

Chi-square test

Average education years

−23.5314***

−7.91282***

230.885***

361.503***

Primary education years

−27.3347***

−10.6955***

326.654***

469.155***

Secondary education years

−19.5235***

−10.6595***

262.704***

407.425***

higher education years

−17.8556***

−1.68428**

137.624**

181.182***

life expectancy

−19.7695***

−3.77813

221.722***

295.691***

physical capital

−6.51888***

−2.00376**

169.473***

164.567***

per capita GDP

−15.9994***

−7.16284***

299.482***

378.520***