However, the GMM estimators might still yield inconsistent parameters, unless slope
coefficients are homogeneous (Pesaran et al., 1999). Hurlin (2008) provides another alternative approach for testing
causality which controls for heterogeneity in panel data, but this approach cannot properly cope with the problem of
cross-sectional dependency. This study proceeds with a third alternative approach for testing Granger causality in
panel data,