Kaggle claims on its website always to have outperformed pre-existing accuracy benchmarks, because it draws on a wide range of competitors who keep trying to better each other's work. I can see many applications in social services and yes, you can post scrubbed, anonymous data; you can even post variables as A, B, C without stating what the variables are.
Competitors have already improved NASA's algorithms for mapping dark matter; there's a competition under way to predict hospital stays; and there are classroom applications available so that students can use unknown datasets.
I learned about Kaggle from an Atlantic posting called "The 20 Most Innovative Startups in Tech" by Rebecca Rosen. Check out the article for more interesting websites.
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