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Research principles of data validity and reliability tie into data collection

How do the research principles of data validity and reliability tie into data collection in project management? Should data that do not have confirmed validity and reliability play any role in evaluation?
How does one determine the cost of data collection and management compared to its relative value in project evaluation?