Table 3. Result of granger causality analysis.

Direction of causality Optimal lag (k, l) F value in equation (3) Result
GIT → GVA 1, 1 0.7 -
GVA → GIT 2, 2 2.1 -
GIT → GW 1, 1 1.0 -
GW → GIT 2, 2 2.2 -
GPIT → GPVA 1, 1 8.1*** Positive (+) effect, statistically significant
GPVA → GPIT 1, 1 3.3* Negative (−) effect, statistically significant
p<0.1,
p<0.05,
p<0.01.