What Makes a Trading Strategy's Research Process Reproducible?

A useful research process should allow another person—or the same trader at a later date—to understand how the results were obtained. Which details should be documented, including data sources, rules, assumptions, costs, and testing periods? How much documentation is necessary before a conclusion becomes trustworthy?