jlinowski | 7 years ago | on: The Surprising Power of Online Experiments (2017)
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jlinowski | 13 years ago | on: The best interface is no interface
Once upon a time we published over 100 a/b tests here: https://www.goodui.org/evidence/ and clearly the relative effects vary (not all single changes have always a small effect).
More so, the effects of a/b tests can be further increased by grouping multiple higher confidence ideas together into a single variation.
2) Short term gains may (or may not) lead to long term disengagement. Measuring micro (shallow) and macro (deeper) metrics would be the right way to answer this.