“…While their indices may capture broad trends in liberalization, they are likely to overlook the finer, higher frequency variations in capital account restrictions (e.g., if the tax rate on inflows is increased from 10 percent to 20 percent, the change will not be reflected in the indices they use; by contrast, the increase would be captured in our change-based measures). Second, we consider residency-based capital controls together with currency-based prudential measures; both are likely to deter capital flows, and EMEs have been increasingly relying on the latter to mitigate financial-stability risks associated with capital inflows (Ostry et al, 2012;Ghosh and Qureshi, 2016b). Third, existing studies analyze the behavior of capital controls against several macroeconomic indicators (such as real GDP growth, exchange rate, domestic credit growth, etc.…”