Abstract: The banking sector has experienced a change in paradigm, be it from the aspect of legislative, technological or financial changes. However, the curiosity into the causes of bank failure has somewhat lagged behind. One possible consequence of this scenario is that current rating system may no longer accurately assess the banking environment. This paper attempts to look beyond the numbers used in CAMELS rating system and see if there is a need to enhance the model used.