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A couple reasons, in my case:

1. For the work I do, what "The data" is often somewhat ambiguous, and depending on how you define it, falls anywhere from "That's not mine to give" to "This is useless for what you actually want, but obeying the letter of the law".

2. It makes work with minority communities harder - they have a very, very poor history with "Consent to this, and researchers will do whatever they please with your information without consultation."

3. Sometimes privacy issues come up as well with medical data.

4. I think it gives us a false sense of security. "I re-ran their code with their data and got the same answer" is markedly inferior to "I attempted to replicate their study in a different population", but we often do the first and then pat ourselves on the back about it.



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