Managing those experiences takes effort, otherwise you're sure to end up with the issues you describe. Even when the data makes sense, sometimes people hand you over an unparsable csv with their results, while the conclusions comes from a gut feeling. Sadly not everybody understands standard tools like boxplots, and analyses are often hard to reproduce.

The tooling to make it easy not there yet.