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A/B Testing
Ivan Mylyanyk
@ Booking.com
Prologue
Mylyanyk Ivan
Lviv Physics and Mathematics lyceum
Ivan Franko National University of L’viv
Freelance
Outsource
Startup
Booking.com
Booking.com
planet’s #1 accommodation website
HQ @ Amsterdam
10K+ employees
1M+ open properties
1M+ room nights / day
What is A/B Testing?
What you can test?
● color for your button
● title for your announcement
● new data science model
● algorithms
● fonts
● new functionality
● different photo resolutions
● email campaigns
● many more...
What can be your metric?
● #pageviews
● #signups
● profit
● something very specific:
○ number of uploaded profile pics
Do I need A/B Testing?
● customers “decide” what stays
● opinions and assumptions aren’t involved*
● easy to measure the business impact
● you have a shelter when something is failing*
● great way to learn your customers
○ not all experiments are charged for succeed
● general product deployment is easy easier
*almost
Trade offs
● the “space” is limited
○ test one idea at time
■ not really
● the codebase can really get overcomplicated
● things change over time
● ethical part: experiments on people?!
Experiment workflow
Most important steps of the experiment
1. Problem
2. Hypothesis
3. Prediction
4. Experiment
5. Analysis
6. Decision
Problem
Hypothesis
Prediction
Experiment
Analysis
Decision
Why experiments fail?
Technical issues
● bugs
● increase in the page load time
● check different browsers
● mobile?!
Keep context in mind
● something became less notable
● where did you get space for your feature?
● [design] does it fit the overall experience?
Audience
Do we show changes to the right audience?
… but really, do we show it to the right audience?
Low traffic
Did you collect enough of data?
https://www.qualtrics.com/blog/determining-sample-size/
Exercise time!
New block on the
page
What can go wrong?
Dart Vader
paradox (c)
Experiments with
translations
Summary
Should I use A/B testing?
opinions and assumptions aren’t involved*
easy to measure the business impact
great way to learn your customers and their
preferences
not all experiments are charged for succeed
general product deployment is easy easier
takes some time
things change over time
ethical questions
a lot of pitfalls
complicated code on scale
Why is nobody clicking that button?
it’s the wrong color
it’s not big enough
it says “buy now” not “add to cart”
it should be round
it should be flat
Your product is ...less than perfect
Nobody know what your product does
Your product is overpriced
Your website doesn’t look professional
Your website is slow
You charge too much
Your product is out of season
Source: http://www.slideshare.net/hayluke/ab-testing-uxcamp
Fancy stuff
Experiment game: http://lukasvermeer.github.io/confidence/
Booking.com AI game: https://workingatbooking.com/blog/hackman/
Careers: https://workingatbooking.com/
Thank you for
your attention!
Q&A time!
Ivan Mylyanyk
Blog @ Medium
Social networks

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A/B Testing

  • 3. Mylyanyk Ivan Lviv Physics and Mathematics lyceum Ivan Franko National University of L’viv Freelance Outsource Startup Booking.com
  • 4. Booking.com planet’s #1 accommodation website HQ @ Amsterdam 10K+ employees 1M+ open properties 1M+ room nights / day
  • 5. What is A/B Testing?
  • 6.
  • 7. What you can test? ● color for your button ● title for your announcement ● new data science model ● algorithms ● fonts ● new functionality ● different photo resolutions ● email campaigns ● many more...
  • 8. What can be your metric? ● #pageviews ● #signups ● profit ● something very specific: ○ number of uploaded profile pics
  • 9. Do I need A/B Testing? ● customers “decide” what stays ● opinions and assumptions aren’t involved* ● easy to measure the business impact ● you have a shelter when something is failing* ● great way to learn your customers ○ not all experiments are charged for succeed ● general product deployment is easy easier *almost
  • 10. Trade offs ● the “space” is limited ○ test one idea at time ■ not really ● the codebase can really get overcomplicated ● things change over time ● ethical part: experiments on people?!
  • 12. Most important steps of the experiment 1. Problem 2. Hypothesis 3. Prediction 4. Experiment 5. Analysis 6. Decision
  • 20. Technical issues ● bugs ● increase in the page load time ● check different browsers ● mobile?!
  • 21. Keep context in mind ● something became less notable ● where did you get space for your feature? ● [design] does it fit the overall experience?
  • 22. Audience Do we show changes to the right audience? … but really, do we show it to the right audience?
  • 23. Low traffic Did you collect enough of data? https://www.qualtrics.com/blog/determining-sample-size/
  • 24.
  • 25.
  • 27. New block on the page
  • 28. What can go wrong?
  • 29.
  • 33. Should I use A/B testing? opinions and assumptions aren’t involved* easy to measure the business impact great way to learn your customers and their preferences not all experiments are charged for succeed general product deployment is easy easier takes some time things change over time ethical questions a lot of pitfalls complicated code on scale
  • 34. Why is nobody clicking that button? it’s the wrong color it’s not big enough it says “buy now” not “add to cart” it should be round it should be flat Your product is ...less than perfect Nobody know what your product does Your product is overpriced Your website doesn’t look professional Your website is slow You charge too much Your product is out of season Source: http://www.slideshare.net/hayluke/ab-testing-uxcamp
  • 36. Experiment game: http://lukasvermeer.github.io/confidence/ Booking.com AI game: https://workingatbooking.com/blog/hackman/ Careers: https://workingatbooking.com/
  • 37. Thank you for your attention! Q&A time! Ivan Mylyanyk Blog @ Medium Social networks