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Commenting to save this for myself (fellow consultant) -- thanks for the detailed list. :)

You're the most welcome, :)

I'm curious about any differences in conulsting approach to data science compared to software products: estimation strategies, what works etc.

Ditto to the first part, commenting to save or myself.