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13 Ways You're
Screwing Up
Your A/B Tests
by Peep Laja
Peep Laja, ConversionXL @peeplaja
Typical scenario:
A company runs 100 tests
/ year. After 12 months
their conversion rate is still
the same.
Testing mistake #1:
Precious time wasted
on stupid tests
Peep Laja, ConversionXL @peeplaja
Testing mistake #2:
You don’t have a data-
driven, learning-
oriented hypothesis
Peep Laja, ConversionXL @peeplaja
Learn more: http://conversionxl.com/how-to-come-up-with-more-
winning-tests-using-data/
Peep Laja, ConversionXL @peeplaja
Testing mistake #3:
You think you know
what will work
Peep Laja, ConversionXL @peeplaja
Testing mistake #4:
Your absolute
conversions are way
too low
Peep Laja, ConversionXL @peeplaja
Peep Laja, ConversionXL @peeplaja
Calculate needed sample
size in advance:
Peep Laja, ConversionXL @peeplaja
I won’t even look at results until
there’s at least 250-350
conversions PER variation.
Way more if you want to segment the data
Peep Laja, ConversionXL @peeplaja
Testing mistake #5:
You run tests when
you have no traffic
Peep Laja, ConversionXL @peeplaja
Learn more: http://conversionxl.com/how-to-do-conversion-
optimization-with-very-little-traffic/
Peep Laja, ConversionXL @peeplaja
Testing mistake #6:
Your tests don’t run
long enough
Peep Laja, ConversionXL @peeplaja
Peep Laja, ConversionXL @peeplaja
Testing mistake #7:
You don’t test full
weeks at a time
Peep Laja, ConversionXL @peeplaja
Peep Laja, ConversionXL @peeplaja
Testing mistake #8:
Test data is not sent
to third-party
analytics
Peep Laja, ConversionXL @peeplaja
Peep Laja, ConversionXL @peeplaja
Testing mistake #9:
You give up after your
first test for a
hypothesis fails.
Peep Laja, ConversionXL @peeplaja
Peep Laja, ConversionXL @peeplaja
Full case study:
http://conversionxl.com/case-study-how-we-improved-landing-page-conversion/
79.3% uplift in conversions
Peep Laja, ConversionXL @peeplaja
Testing mistake #10:
You’re not aware of
validity threats
Peep Laja, ConversionXL @peeplaja
History effect
Instrumentation effect
Selection effect
Peep Laja, ConversionXL @peeplaja
Testing mistake #11:
You’re ignoring small
gains
Peep Laja, ConversionXL @peeplaja
5% monthly increase in
your conversion rate will
result in 80% uplift for
the year. That’s how
math works.
Peep Laja, ConversionXL @peeplaja
Testing mistake #12:
You copy competitors
/ leaders / other
people’s tests
Peep Laja, ConversionXL @peeplaja
Testing mistake #13:
You’re not running
tests at all times
Peep Laja, ConversionXL @peeplaja
Follow me @peeplaja
Thank you!
Join 150,000+ monthly readers to learn from the best conversion
optimization blog on the planet:
Peep Laja

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[WMD 2015] ConversionXL >> Peep Laja, "WARNING: 13 Ways You're Screwing Up Your A/B Tests"

Editor's Notes

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  7. Use the bottom area as breadcrumbs - so you don’t need to use headings on every page
  8. Use the bottom area as breadcrumbs - so you don’t need to use headings on every page
  9. Use a line border for the images.
  10. Use a line border for the images.
  11. Use a line border for the images.
  12. Use a line border for the images.
  13. Use a line border for the images.
  14. Use a line border for the images.
  15. Use the bottom area as breadcrumbs - so you don’t need to use headings on every page
  16. Use a line border for the images.
  17. Use the bottom area as breadcrumbs - so you don’t need to use headings on every page
  18. Use a line border for the images.
  19. Use a line border for the images.
  20. Use the bottom area as breadcrumbs - so you don’t need to use headings on every page