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Still A/B testing button colors?
BIGGER
Think
3 Questions
Who works at a
company/agency
that is A/B testing?
Q1
Who is involved in
the A/B testing
process themselves?
Q2
Who runs 10+ A/B
tests a month?
Q3
To give you some context

Guido X Jansen
Global Business & Technology Evangelist @ Spryker
● Applied Cognitive Psychologist
● Working in E-com & Conversion Optimization (CRO) since 2008
● Ran 1000+ experiments
● Build several international CRO teams at Ecom merchants
● Won the individual Experimentation Culture Award in 2020
● Host of the CRO.CAFE Podcast
gui.do/linkedin
@guido
I’m fascinated by the brain
and human behaviour
Why think BIGGER?
I made a lot of mistakes

I liked the details a bit too much

I was a control freak
I got too scientific about it
I forgot about the stakeholders
And I feel I’m not the only one

So let’s talk about Small vs Big

Sidenote: Framing your Experiments
Everyone is already experimenting (unwittingly)
CRO is about validation and raising the quality
Part 1: Small versus Big
I might get in trouble for this

Small vs Big: Validation types
Classic A/B test
Small = single change
Classic Split-URL test
Big = Multiple changes all at once
Classic Multivariate testing
(MVT)
Small vs Big: Impact
source:
.org
+4.3%
Median Impact from
376 “Small” experiments
+15%
Median Impact from
43 “Big” experiments
Database of 419 Experiments
Small vs Big: Required Sample Size
4.3
162,289
15
13,533
Small test
Big test
source:
EvanMiller.org
Small vs Big: Test Duration
Duration of 3 small A/B tests (4.3% compounded to 13.5%)
Duration of 1 big A/B test (15%)
973.734 sample size
27.066 sample size
Running BIG experiments

Decrease
Time
Increase
Impact
Perfect for smaller companies
Lower
Traffic
Higher
Upside
TIME IS THE MOST
VALUABLE
RESOURCE
CLEAR FOCUS IS
MORE NEEDED
THAN EVER
Part 2: Big
Big Example: Amazon product page redesign
Full case: https://goodui.org/leaks/amazons-beautifully-designed-and-failed-three-vs-two-column-layout-experiment/
Version B
Rejected
Big Example: Netflix homepage redesign
Full case: https://goodui.org/leaks/netflix-rejected-all-these-tested-homepage-variations-perhaps-this-one-will-help/
Version B
Rejected
Mixing the odds isn’t great

Mixed
Probabilities
✘
+
+
+ -
-
?
?
Positive
Probabilities
✔
+
+
+ +
Increase your probability for success
● Combine small and big tests
○ Run small experiments for Cause-Effect
○ Run big experiments for big impact
● Apply patterns that worked before
○ GoodUI.org Leaks & Patterns
○ Extrapolate your own successful patterns
○ Properly document your own experiments
Example: Thomasnet.com Signup Page UI Changes
Full case: https://goodui.org/blog/6-signup-form-ui-changes-with-17-more-signups-for-thomasnet/
Test result details
+17%
Signups
source:
.org
Example: KensingtonTours.com 12 landingpage changes
Full case: https://goodui.org/blog/12-landing-page-patterns-for-42-more-leads-on-kensingtontours.com/
Test result details
+42%
Leads
source:
.org
Increase your probability for success
For Cause-Effect
Run Small Experiments
For Biggest Impact
Run Big Experiments
Build pattern prioritization feedback loops
Prioritize based on and adjust weights based on your own test outcomes.
Device
Page type
Metric
Tag


Template available > DM me!
Part 3:
Don’t stop at the frontend!
Business Capabilities & Features to A/B test
Cross-sell &
Upsell
Catalog
Management
CMS
Internationalization
Discounts &
Promotions
Cart
Gift Cards
Checkout CRM
Company
Account
Back Office
Forms
Order Management
Search & Filter
CMS
SEO
Payment
Personalization
Mailing &
Communication
Media
Management
Navigation
Multi-
Channel
Technology Partner Integrations Wish List
Workflow & Process
Management
Product
Management
Payments
Tax
Shipment Ratings & Reviews
Shopping List
Frontend
Frontend
Price
How enables you to do this
Spryker Cloud Commerce OS is a B2B,
B2C and marketplace solution renowned
for its ease of use, flexibility, and speed.
Fully modular system
● 120+ Features
● 30+ Business Capabilities
Spryker.com
Spryker solution partners that can help you run BIGGER experiments
40+ Solution
Partners @
Spryker.com
14K+ Subscribers, 250+ Episodes on tap
English | Spanish | Dutch | German
So can we NEVER test button colors
?
Thanks for listening!
Guido X Jansen
Global Business & Technology Evangelist @ Spryker
gui.do/linkedin
Find me and my team at the booth!
End
Templates
Intro
"Stop running minor frontend experiments: experiment with ALL your business capabilities!"
or "Still A/B testing your buttons? You need to think (much) bigger..."
● CRO/CXO, Experiments and A/B testing have gained a lot of traction in the last years, hopefully also within your company;
● When optimizing, a lot of commerce teams seem stuck experimenting with minor frontend changes like tekst, images or layout.
● While still valuable to do this, you could benefit much more from the experimentation mindset when applying this to not just your
frontend, but to across all aspects of your business
● Guido shows you how using Packaged Business Capabilities can give your commerce team the freedom to do just that.
Title
● 

Real-life A/B test example
source:
.org

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Still A/B testing your buttons? You need to think (much) bigger...

  • 1. Still A/B testing button colors? BIGGER Think
  • 3. Who works at a company/agency that is A/B testing? Q1
  • 4. Who is involved in the A/B testing process themselves? Q2
  • 5. Who runs 10+ A/B tests a month? Q3
  • 6. To give you some context
 Guido X Jansen Global Business & Technology Evangelist @ Spryker ● Applied Cognitive Psychologist ● Working in E-com & Conversion Optimization (CRO) since 2008 ● Ran 1000+ experiments ● Build several international CRO teams at Ecom merchants ● Won the individual Experimentation Culture Award in 2020 ● Host of the CRO.CAFE Podcast gui.do/linkedin @guido
  • 7. I’m fascinated by the brain and human behaviour
  • 9. I made a lot of mistakes

  • 10. I liked the details a bit too much

  • 11. I was a control freak
  • 12. I got too scientific about it
  • 13. I forgot about the stakeholders
  • 14. And I feel I’m not the only one

  • 15. So let’s talk about Small vs Big

  • 16. Sidenote: Framing your Experiments
  • 17. Everyone is already experimenting (unwittingly)
  • 18. CRO is about validation and raising the quality
  • 19. Part 1: Small versus Big
  • 20. I might get in trouble for this

  • 21. Small vs Big: Validation types Classic A/B test Small = single change Classic Split-URL test Big = Multiple changes all at once Classic Multivariate testing (MVT)
  • 22. Small vs Big: Impact source: .org +4.3% Median Impact from 376 “Small” experiments +15% Median Impact from 43 “Big” experiments Database of 419 Experiments
  • 23. Small vs Big: Required Sample Size 4.3 162,289 15 13,533 Small test Big test source: EvanMiller.org
  • 24. Small vs Big: Test Duration Duration of 3 small A/B tests (4.3% compounded to 13.5%) Duration of 1 big A/B test (15%) 973.734 sample size 27.066 sample size
  • 26. Perfect for smaller companies Lower Traffic Higher Upside
  • 27. TIME IS THE MOST VALUABLE RESOURCE CLEAR FOCUS IS MORE NEEDED THAN EVER
  • 29. Big Example: Amazon product page redesign Full case: https://goodui.org/leaks/amazons-beautifully-designed-and-failed-three-vs-two-column-layout-experiment/ Version B Rejected
  • 30. Big Example: Netflix homepage redesign Full case: https://goodui.org/leaks/netflix-rejected-all-these-tested-homepage-variations-perhaps-this-one-will-help/ Version B Rejected
  • 31. Mixing the odds isn’t great
 Mixed Probabilities ✘ + + + - - ? ? Positive Probabilities ✔ + + + +
  • 32. Increase your probability for success ● Combine small and big tests ○ Run small experiments for Cause-Effect ○ Run big experiments for big impact ● Apply patterns that worked before ○ GoodUI.org Leaks & Patterns ○ Extrapolate your own successful patterns ○ Properly document your own experiments
  • 33. Example: Thomasnet.com Signup Page UI Changes Full case: https://goodui.org/blog/6-signup-form-ui-changes-with-17-more-signups-for-thomasnet/ Test result details +17% Signups source: .org
  • 34. Example: KensingtonTours.com 12 landingpage changes Full case: https://goodui.org/blog/12-landing-page-patterns-for-42-more-leads-on-kensingtontours.com/ Test result details +42% Leads source: .org
  • 35. Increase your probability for success For Cause-Effect Run Small Experiments For Biggest Impact Run Big Experiments
  • 36. Build pattern prioritization feedback loops Prioritize based on and adjust weights based on your own test outcomes. Device Page type Metric Tag 
 Template available > DM me!
  • 38. Don’t stop at the frontend!
  • 39. Business Capabilities & Features to A/B test Cross-sell & Upsell Catalog Management CMS Internationalization Discounts & Promotions Cart Gift Cards Checkout CRM Company Account Back Office Forms Order Management Search & Filter CMS SEO Payment Personalization Mailing & Communication Media Management Navigation Multi- Channel Technology Partner Integrations Wish List Workflow & Process Management Product Management Payments Tax Shipment Ratings & Reviews Shopping List Frontend Frontend Price
  • 40. How enables you to do this Spryker Cloud Commerce OS is a B2B, B2C and marketplace solution renowned for its ease of use, flexibility, and speed. Fully modular system ● 120+ Features ● 30+ Business Capabilities Spryker.com
  • 41. Spryker solution partners that can help you run BIGGER experiments 40+ Solution Partners @ Spryker.com
  • 42. 14K+ Subscribers, 250+ Episodes on tap English | Spanish | Dutch | German
  • 43. So can we NEVER test button colors
?
  • 44.
  • 45.
  • 46. Thanks for listening! Guido X Jansen Global Business & Technology Evangelist @ Spryker gui.do/linkedin Find me and my team at the booth!
  • 47. End
  • 48.
  • 50. Intro "Stop running minor frontend experiments: experiment with ALL your business capabilities!" or "Still A/B testing your buttons? You need to think (much) bigger..." ● CRO/CXO, Experiments and A/B testing have gained a lot of traction in the last years, hopefully also within your company; ● When optimizing, a lot of commerce teams seem stuck experimenting with minor frontend changes like tekst, images or layout. ● While still valuable to do this, you could benefit much more from the experimentation mindset when applying this to not just your frontend, but to across all aspects of your business ● Guido shows you how using Packaged Business Capabilities can give your commerce team the freedom to do just that.
  • 52. Real-life A/B test example source: .org