... (Dolado and Lütkepohl, 1996). To capture evolving causal relationships over time, we use time-varying causality approaches based on forward, rolling and recursive Wald tests, following the methodology proposed by Shi et al. (2018 , 2020), which builds on Toda and Yamamoto (1995) to ensure...