Time Series Classification for loan data
It sounds like you are interested in multivariate time series forecasting. Below are some references to an example that sounds similar -- using multiple input variables to forecast air quality.


Kaggle competition- see Discussion tab for some nice examples and, well, discussion.
Corresponding tutorial