“…Inference on financial misalignments can be based on observed covariates, such as the private-credit-to-GDP ratio, total-lending-growth, valuation ratios, changes in property and asset prices, financial system leverage and capital adequacy, etc., see e.g. Borio and Lowe (2002), Misina and Tkacz (2008), and Barrell, Davis, Karim, and Liadze (2010). Despite recent progress, these models still display large errors when predicting financial stress.…”