Data Mining Tip: How to Use High-cardinality Attributes in a Predictive Model by Julie Moeyersoms and David Martens via @kdnuggets

High-cardinality nominal attributes can pose an issue for inclusion in predictive models. There exist a few ways to accomplish this, however, which are put forward here.

This is useful and is a summarisation of what goes on in my head when doing this kind of model.