This paper attempts to identify financial symptoms preceding FDIC insured banks failure and to examine the validity of our common principal factors mimicking CAMELS to detect meaningful signals prior to the event of banks failure. From empirical tests, this study finds that our mimicking factors indicate agency problem and large influx of loan size driving undesirable choice of capital structure, and that those mimicking factors are useful indicators monitoring banks performance and detecting likelihood of banks failure.