Why do all recommendations suck?

Auren Hoffman at Summation discusses the ineffectiveness of Amazon's recommendations, despite the company's extensive knowledge of customer purchase history. He notes that the last significant improvement in Amazon's recommendation system occurred before the U.S. invasion of Iraq.