I also vote for static analysis.  People have combined static analysis
with data mining to predict software defects.
http://scholar.google.com/scholar?hl=en&q=data+mining+software+defects&btnG=Search&as_sdt=2000&as_ylo=&as_vis=0
However, it doesn't look like anyone's tried it with any functional
languages.

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