~/talk

How to A/B test with confidence

Talkat RailsConf 2021 · 2021-04-12..04-15· [testing]
slides:none on file

Recap of concrete rules and gotchas: compute sample size and power (if calculator says a million but there are only a thousand users the test is infeasible), allocate users as late as possible (100k visitors but only 10k reach checkout so split at checkout yields 50% vs 52.7% not 5% vs 5.2%), never roll your own randomization — prefer vanity style hashing of userID+experiment, beware implementation bugs that crash a variant 10x, and know platform quirks like Google Optimize client-side flashing and practice with an AAA test.

AI-written summary · about

  1. 0:00Start
  2. 0:50The Plan
  3. 2:06Not just buttons!
  4. 5:31Sample size
  5. 7:09Bayesian A/B testing
  6. 11:08Non random split
  7. 14:52Not agreeing setup
  8. 18:38Repeated significance testing
  9. 20:03Do the maths
  10. 27:27If the result is 'wrong'
  11. 28:05Don't reinvent the wheel
  12. 29:18Resist the urge to check/tinker
  13. 30:20Be wary of overtesting
  14. 31:30Document your test
  15. 32:26Further Reading
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.