Predictive Model for Customer Payment Pattern
Here are some things that come to mind: 

1) ARMA/ARIMA models: These may show if there is any seasonal trends in their payment history.

2) Logistic Regression: Will allow you model the conditional probability of a missed payments based off of number of previous missed payments. 

From here you need to determine what the threshold for risk is since that's a little more subjective.