best practices & lessons learned from over 223,628 a/b tests

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Best Practices and Lessons Learned from Dan Siroker Co-Founder & CEO A/B Tests Wednesday, June 5, 13

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Page 1: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Best Practices and Lessons Learned from

Dan SirokerCo-Founder & CEO

A/B Tests

Wednesday, June 5, 13

Page 2: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Best Practices and Lessons Learned from

Dan SirokerCo-Founder & CEO

A/B Tests223,628

Wednesday, June 5, 13

Page 3: Best Practices & Lessons Learned From Over 223,628 A/B Tests

‘05‘06‘07‘08’09’10

Wednesday, June 5, 13

Page 4: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Wednesday, June 5, 13

Page 5: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Wednesday, June 5, 13

Page 6: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lessons Learned

Wednesday, June 5, 13

Page 7: Best Practices & Lessons Learned From Over 223,628 A/B Tests

1.

2. Less is more. Reduce choices.3. Words matter. Focus on your call

to action.

4. Seek the global maximum.

5. Fail fast.

6. Start today.

Lessons LearnedDefine quantifiable success metrics.

Wednesday, June 5, 13

Page 8: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #1:

Define quantifiable success metrics.

Wednesday, June 5, 13

Page 9: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Visitvisitors per day

Wednesday, June 5, 13

Page 10: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Visitvisitors per day Email

sign up rate

Wednesday, June 5, 13

Page 11: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Visitvisitors per day Email

sign up rate $

$ per recipient

Wednesday, June 5, 13

Page 12: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Visit Email $sign up

rate$ per

recipientvisitors per day

Wednesday, June 5, 13

Page 13: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Media

Button

Wednesday, June 5, 13

Page 14: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button:

1. Sign Up

2. Learn More

3. Join Us Now

4. Sign Up Now

Media:

1. Get Involved Image

2. Family Image

3. Change Image

4. Barack’s Video

5. Springfield Video

6. Sam’s Video

Splash page experimentVariations:

Wednesday, June 5, 13

Page 15: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button: “Sign Up”

Wednesday, June 5, 13

Page 16: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button: “Learn More”

Wednesday, June 5, 13

Page 17: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button: “Join Us Now”

Wednesday, June 5, 13

Page 18: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button: “Sign Up Now”

Wednesday, June 5, 13

Page 19: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button:

1. Sign Up

2. Learn More

3. Join Us Now

4. Sign Up Now

Media:

1. Get Involved Image

2. Family Image

3. Change Image

4. Barack’s Video

5. Springfield Video

6. Sam’s Video

Variations:

Splash page experiment

Wednesday, June 5, 13

Page 20: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Media: “Get Involved”

Wednesday, June 5, 13

Page 21: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Media: “Family”

Wednesday, June 5, 13

Page 22: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Media: “Change”

Wednesday, June 5, 13

Page 23: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Media: “Barack’s Video”

Wednesday, June 5, 13

Page 24: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Media: “Springfield Video”

Wednesday, June 5, 13

Page 25: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Media: “Sam’s Video”

Wednesday, June 5, 13

Page 26: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button:

1. Sign Up

2. Learn More

3. Join Us Now

4. Sign Up Now

Media:

1. Get Involved Image

2. Family Image

3. Change Image

4. Barack’s Video

5. Springfield Video

6. Sam’s Video

Variations:

Splash page experiment

Wednesday, June 5, 13

Page 27: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button:

1. Sign Up

2. Learn More

3. Join Us Now

4. Sign Up Now

Media:

1. Get Involved Image

2. Family Image

3. Change Image

4. Barack’s Video

5. Springfield Video

6. Sam’s Video

Variations:

Splash page experiment

Wednesday, June 5, 13

Page 28: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Button:

1. Sign Up

2. Learn More

3. Join Us Now

4. Sign Up Now

Media:

1. Get Involved Image

2. Family Image

3. Change Image

4. Barack’s Video

5. Springfield Video

6. Sam’s Video

Variations:

Splash page experiment

Wednesday, June 5, 13

Page 29: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Wednesday, June 5, 13

Page 30: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Wednesday, June 5, 13

Page 31: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Wednesday, June 5, 13

Page 32: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Email Subscriptions Volunteers Amount

Raised

Original: 7,120,000 712,000 $143,000,000

+40.6% +2,880,000 +288,000 +$57,000,000

New: 10,000,000 1,000,000 $200,000,000

Splash page experiment

Wednesday, June 5, 13

Page 33: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Email Subscriptions Volunteers Amount

Raised

Original: 7,120,000 712,000 $143,000,000

+40.6% +2,880,000 +288,000 +$57,000,000

New: 10,000,000 1,000,000 $200,000,000

Splash page experiment

Wednesday, June 5, 13

Page 34: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Email Subscriptions Volunteers Amount

Raised

Original: 7,120,000 712,000 $143,000,000

+40.6% +2,880,000 +288,000 +$57,000,000

New: 10,000,000 1,000,000 $200,000,000

Splash page experiment

Wednesday, June 5, 13

Page 35: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #1:

Define quantifiable success metrics.

Wednesday, June 5, 13

Page 36: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #2:

Less is more. Reduce choices.

Wednesday, June 5, 13

Page 37: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.

Wednesday, June 5, 13

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vs.

+15% conversion rate

+10% $ per visitor

Wednesday, June 5, 13

Page 39: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.

Wednesday, June 5, 13

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vs.

+8% engagement

Wednesday, June 5, 13

Page 41: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.

Wednesday, June 5, 13

Page 42: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.+16.8% $ per visitor

Wednesday, June 5, 13

Page 43: Best Practices & Lessons Learned From Over 223,628 A/B Tests

v.

Wednesday, June 5, 13

Page 44: Best Practices & Lessons Learned From Over 223,628 A/B Tests

v.

+14.8% conversion rate

Wednesday, June 5, 13

Page 45: Best Practices & Lessons Learned From Over 223,628 A/B Tests

v.

Wednesday, June 5, 13

Page 46: Best Practices & Lessons Learned From Over 223,628 A/B Tests

v.

Wednesday, June 5, 13

Page 47: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #2:

Less is more. Reduce choices.

Wednesday, June 5, 13

Page 48: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #3:

Words matter. Focus on your call to action.

Wednesday, June 5, 13

Page 49: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Donation button experiment

Variations

Wednesday, June 5, 13

Page 50: Best Practices & Lessons Learned From Over 223,628 A/B Tests

NeverSigned Up

Signed Up, Never

Donated

Previously Donated

0.0% 0.0% 0.0%

+2.3% +27.8% +16.3%

-27.8% N/A N/A

+15.2% -24.6% +11.9%

+8.5% +2.9% +18.4%

Donation button experiment

Variations

Wednesday, June 5, 13

Page 51: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.

Wednesday, June 5, 13

Page 52: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.

+14.6% clicks

Wednesday, June 5, 13

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vs.

Wednesday, June 5, 13

Page 54: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.+15.75% $ per visitor

Wednesday, June 5, 13

Page 55: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #3:

Words matter. Focus on your call to action.

Wednesday, June 5, 13

Page 56: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #4:

Seek the global maximum.

Wednesday, June 5, 13

Page 57: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Source: http://blog.intercom.io/criticism-and-two-way-streets/

Wednesday, June 5, 13

Page 58: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.

Wednesday, June 5, 13

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vs.

Comments: http://blog.netflix.com/2011/06/new-look-and-feel-for-netflix-website.html

Wednesday, June 5, 13

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vs.

+0.5% retention+1.4% engagement

Comments: http://blog.netflix.com/2011/06/new-look-and-feel-for-netflix-website.html

Wednesday, June 5, 13

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vs.

Wednesday, June 5, 13

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vs.

+600% engagement

Wednesday, June 5, 13

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vs.

Wednesday, June 5, 13

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vs.

+49% conversion rate from 240 A/B tests

Wednesday, June 5, 13

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Lesson #4:

Seek the global maximum.

Wednesday, June 5, 13

Page 66: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #5:

Fail fast.

Wednesday, June 5, 13

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vs.

Wednesday, June 5, 13

Page 68: Best Practices & Lessons Learned From Over 223,628 A/B Tests

vs.-92.3% video clicks

Wednesday, June 5, 13

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vs.

Wednesday, June 5, 13

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vs.

-10% conversions

Wednesday, June 5, 13

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vs.

Wednesday, June 5, 13

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vs.

fewer conversions

Wednesday, June 5, 13

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Lesson #5:

Fail fast.

Wednesday, June 5, 13

Page 74: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #6:

Start today.

Wednesday, June 5, 13

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Wednesday, June 5, 13

Page 76: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Wednesday, June 5, 13

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Source: http://techcrunch.com/2013/04/10/optimizely-series-a/

Wednesday, June 5, 13

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Source: http://techcrunch.com/2013/04/10/optimizely-series-a/

Wednesday, June 5, 13

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4,000+ Happy Customers!

Wednesday, June 5, 13

Page 80: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Lesson #6:

Start today.

Wednesday, June 5, 13

Page 81: Best Practices & Lessons Learned From Over 223,628 A/B Tests

1. Define quantifiable success metrics.

2. Less is more. Reduce choices.

3. Words matter. Focus on your call to action.

4. Seek the global maximum.

5. Fail fast.

6. Start today.

Lessons Learned

Wednesday, June 5, 13

Page 82: Best Practices & Lessons Learned From Over 223,628 A/B Tests

The Future of Optimization

Wednesday, June 5, 13

Page 83: Best Practices & Lessons Learned From Over 223,628 A/B Tests

The Future of Optimization

What’s the best experience for the average user?

One to Many

Wednesday, June 5, 13

Page 84: Best Practices & Lessons Learned From Over 223,628 A/B Tests

The Future of Optimization

What’s the best experience for the average user?

One to Many One to FewWhat’s the best experience

for segments of users?

Wednesday, June 5, 13

Page 85: Best Practices & Lessons Learned From Over 223,628 A/B Tests

The Future of Optimization

What’s the best experience for the average user?

One to Many One to FewWhat’s the best experience

for segments of users?

One to OneWhat’s the best experience

for each user?

Wednesday, June 5, 13

Page 86: Best Practices & Lessons Learned From Over 223,628 A/B Tests

One to Many

Wednesday, June 5, 13

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One to Few

Wednesday, June 5, 13

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One to One

Wednesday, June 5, 13

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One to One

Wednesday, June 5, 13

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One to One

Wednesday, June 5, 13

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One to One

Wednesday, June 5, 13

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One to One

Wednesday, June 5, 13

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One to One

Wednesday, June 5, 13

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One to One

Wednesday, June 5, 13

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Best Practices and Lessons Learned from

Dan SirokerCo-Founder & CEO

A/B Tests223,628

Wednesday, June 5, 13

Page 96: Best Practices & Lessons Learned From Over 223,628 A/B Tests

Appendix

Wednesday, June 5, 13

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Wednesday, June 5, 13