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I think at that point you may as well skip the test and just make the change you clearly want to make!

bigfudge
Or collect some data and see if the net effect is positive. It’s possibly worth collecting some data though to rule out negative effects?
scott_w OP
Absolutely, you can still analyse the outcomes and try to draw conclusions. This is true even for A/B testing.

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