Improvements in loss given default forecasts for bank loans

► Appropriate constraining the modeling data set leads to consistent LGD estimates. ► Separation of write-offs and recoveries increases predictive power in LGD forecasts. ► Consideration of the default status is required for consistent LGD forecasts. ► All theoretical results are empirically confirmed on the basis of 69,985 bank loans.