“…We therefore opt for a random-effects panel ordered probit model, a choice also in accordance with the well-established econometric tradition in credit rating modelling (e.g. Gaillard, 2009;Afonso et al, 2011;Jannone-Bellot et al, 2017). Effectively, this is a generalisation of the simple probit model, where instead of two we have n possible outcomes, corresponding to the 21 different credit rating scores.…”