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MichaelBishop comments on Frequentist Statistics are Frequently Subjective - Less Wrong
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One plausible counter-argument / limitation, is that researchers need incentives to collect data. Overall I agree with you. Here is sociologist Jeremy Freese on this issue: http://www.jeremyfreese.com/docs/freese-reproducibility-webdraft.pdf and http://www.jeremyfreese.com/docs/Freese%20-%20OpenSourceSocialScience%20-%20062807.pdf