One caveat to the above observation may be that when loan defaults, typically such events are reported on borrower's credit report which in turn results in lowering of FICO score for the borrower.
To test for this caveat intuitively, we decided to plot the percentage of loans with UP, DOWN, and FLAT FICO Score Trend for different Original FICO Score and loan Status.