How and What to Test Effectively

In conclusion, do the results tell you what you already know? Do you believe and/or accept the results even if they differ from your thinking?

As long as your test is properly structured, you should be able to read the results and proceed accordingly. Always weigh the potential benefit against the time and cost to set up the test.