Also, ignore everyone who thinks that quickly onramping newbs is the highest goal of interface.

Everything in moderation.

There is a big difference between the needs of Flickr and the needs of a professional analytical tool.

The key issues are A) legibility, B) smart information usage/display/actionableness, C) proper metaphors, D) faultless internal consistency.