Identifying multiple regimes in the model of credit to households

► We propose a new method to identify normal states and booms on the credit market. ► Threshold regression models for dynamic panel data are estimated using a novel method. ► The presence of multiple states of the credit market is tested. ► Three-regime models outperform one and two-regime regressions. ► We identify the states most likely resembling periods of a credit boom.