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Fig 1.

Graphical abstract.

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Table 1.

Description of the variables.

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Table 2.

Descriptive statistics.

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Table 3.

Correlation matrix.

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Table 4.

Multicollinearity test.

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Table 5.

Results of cross-section dependency test.

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Table 6.

Panel-unit root test.

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Table 7.

Westerlund panel co-integration test.

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Table 8.

The SELPDM- approach for the linear panel-data model.

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Table 8 Expand

Table 9.

SYS-GMM, robustness test.

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Table 10.

Results of Dumitrescu and Hurlin panel causality test.

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