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EXPERIMENT ENGINEEEClaire Vo @clairevo
CRO Metrics for
Performance & Insight
Beyond test-by-test results:
measuring testing 

program effectiveness
Things I know to be true:
EXPERIMENT ENGINEEEClaire Vo @clairevo
Most CRO teams focus on

and measure the outputs of testing.
EXPERIMENT ENGINEEEClaire Vo @clairevo
(wins make us feel warm & fuzzy)
Claire Vo @clairevo
Claire Vo @clairevo
Claire Vo @clairevo
Justin Rondeau
Busted! DigitalMarketer Calls Bull$hit on 4 Conversion
Rate Optimization (CRO) Case Studies
http://www.digitalmarketer.com/conversion-rate-optimization-case-studies/
But more than anything,
the success of a testing program
is driven by the inputs.
EXPERIMENT ENGINEEEClaire Vo @clairevo
How to do testing, better:
EXPERIMENT ENGINEEEClaire Vo @clairevo
1. Increase Tests Run (Quantity)
2. Increase Tests Won (Quality)
3. Profit
Claire Vo @clairevo
How to do testing, better—really:
EXPERIMENT ENGINEEEClaire Vo @clairevo
1. Set Goals
2. Measure Performance Regularly
3. Adjust & Iterate
We need a set of CRO
performance metrics 

to track and improve CRO
quantity and quality.
EXPERIMENT ENGINEEEClaire Vo @clairevo
Quantity
EXPERIMENT ENGINEEEClaire Vo @clairevo
EXPERIMENT ENGINEEEClaire Vo @clairevo
“We run [X] tests per week.”
EXPERIMENT ENGINEEEClaire Vo @clairevo
“We run [X] tests per week.”

…usually.”
Claire Vo @clairevo
Instead you should know:
What to know Metric to Measure
How many tests can I run Testing Capacity
How many am I running? Testing Velocity & Coverage
Am I getting any better? Trends Over Time
When I’m not running tests, why? Annotations
Claire Vo @clairevo
Testing Capacity
CRO PERFORMANCE METRICS
How many tests can you run per year
52
Test Duration (in weeks)
x # of simultaneously
testable pages/funnels
Claire Vo @clairevo
Testing Velocity
CRO PERFORMANCE METRICS
How many experiments are run per [time period]
0
2.5
5
7.5
10
5/23/2015 6/20/2015 7/18/2015 8/15/2015 9/12/2015 10/10/2015 11/7/2015 12/5/2015
• Weekly for high traffic sites
• Monthly for low traffic sitesGoal 8 tests / week
Claire Vo @clairevo
Testing Velocity
CRO PERFORMANCE METRICS
How many experiments are run per [time period]
-0.4
2.2
4.8
7.4
10
5/23/2015 6/20/2015 7/18/2015 8/15/2015 9/12/2015 10/10/2015 11/7/2015 12/5/2015
• Weekly for high traffic sites
• Monthly for low traffic sitesGoal 8 / week
Tracking trend towards goal
BONUS
EXPERIMENT ENGINEEEClaire Vo @clairevo
Make sure you’re not
wasting traffic.
(use it or lose it.)
Claire Vo @clairevo
Łukasz Twardowski
A/B Testing and the Infinite Monkey Theory
http://www.slideshare.net/useitbetter/ab-testing-and-the-infinite-monkey-theory
13%
87%
Claire Vo @clairevo
Testing Coverage
CRO PERFORMANCE METRICS
What % of testable days are you running a test?
July
1 2 3 4 5 6
7 8 9 10 11 12 13
14 15 16 17 18 19 20
21 22 23 24 25 26 27
28 29 30 31
August
1 2 3
4 5 6 7 8 9 10
11 12 13 14 15 16 17
18 19 20 21 22 23 24
25 26 27 28 29 30 31
83%
Claire Vo @clairevo
Time Since Last
Zero Test Day
CRO PERFORMANCE METRICS
It has been
100
DAYS SINCE WE HAD
NO TESTS LIVE
Quality
EXPERIMENT ENGINEEEClaire Vo @clairevo
EXPERIMENT ENGINEEEClaire Vo @clairevo
Stop evaluating the 

quality of your program 

on a test-by-test basis.
(it makes you look good, until you look bad)
Claire Vo @clairevo
You should also track:
What to know Metric to Measure
Am I running effective tests?
Win Rate, Lift Amount, 

Expected Value
Am I running tests effectively? ROI
Am I getting any better? Trends Over Time
53%
29%
19%
Claire Vo @clairevo
Win Rate
CRO PERFORMANCE METRICS
What % of tests run win / lose / are inconclusive?
13%
Claire Vo @clairevo
Rolling Win Rate
CRO PERFORMANCE METRICS
What % of tests run win / lose / are inconclusive over time?
0
4
8
12
16
April May June July August September October November
Goal 15% Win Rate
Tracking by Page
BONUS
Once you hit a steady testing
velocity, ideally your win rate
stays level or increases.
Claire Vo @clairevo
Expected Value
CRO PERFORMANCE METRICS
$1 per roll of the die
Every time you roll a 3
I pay you $5
Win Rate = 1/6 = 16%
Value of Win = $5
Expected Value of Roll = 83 cents
DO NOT PLAY THIS GAME!
Claire Vo @clairevo
Expected Value
CRO PERFORMANCE METRICS
On average, what is the expected value of any test run?
Win Rate
x
Average Lift of Winning Test
x
Revenue Value of Test
Claire Vo @clairevo
Expected Value
CRO PERFORMANCE METRICS
$1500 every time you run a test
Every time you win, you get 10% increase
on your revenue, which is $1,000,000
and you win 10% of the time
Win Rate = 10%
Value of Win = 10% x $1,000,000 = $100,000
Expected Value of Test = $10,000
RUN THIS TEST FOR SURE!
Claire Vo @clairevo
Annual Expected Value of Program
CRO PERFORMANCE METRICS
Expected Value of Test
x
Annual Testing Capacity
What is the estimated potential of my testing program?
Claire Vo @clairevo
Annual Expected Value of Program
CRO PERFORMANCE METRICS
What is the estimated potential of my testing program?
High Complexity
Low Velocity
Low Complexity

High Velocity
Type of Tests Take longer, bigger changes Easier, smaller changes
Win Rate 20% 10%
Avg Lift 30% 10%
Expected Value of Test $30,000 $10,000
Tests / Year 25 100
Annual Expected Value 

of Testing Program $1.5M $1M
EXPERIMENT ENGINEEEClaire Vo @clairevo
Yes, you should
trend this over time.
(and set a goal!)
Putting it all together
EXPERIMENT ENGINEEEClaire Vo @clairevo
CRO Metrics for Performance:
EXPERIMENT ENGINEEEClaire Vo @clairevo
1. Track quantity by measuring velocity & coverage
2. Track quality by win rate, avg. lift, and expected value
3. Set goals & measure everything over time
EXPERIMENT ENGINEEEClaire Vo @clairevo
Questions?
claire@experimentengine.com
experimentengine.com/cxl-live-2016

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CRO Performance Metrics for Measuring Testing Program Effectiveness

  • 1. EXPERIMENT ENGINEEEClaire Vo @clairevo CRO Metrics for Performance & Insight Beyond test-by-test results: measuring testing 
 program effectiveness
  • 2. Things I know to be true: EXPERIMENT ENGINEEEClaire Vo @clairevo
  • 3. Most CRO teams focus on
 and measure the outputs of testing. EXPERIMENT ENGINEEEClaire Vo @clairevo (wins make us feel warm & fuzzy)
  • 6. Claire Vo @clairevo Justin Rondeau Busted! DigitalMarketer Calls Bull$hit on 4 Conversion Rate Optimization (CRO) Case Studies http://www.digitalmarketer.com/conversion-rate-optimization-case-studies/
  • 7. But more than anything, the success of a testing program is driven by the inputs. EXPERIMENT ENGINEEEClaire Vo @clairevo
  • 8. How to do testing, better: EXPERIMENT ENGINEEEClaire Vo @clairevo 1. Increase Tests Run (Quantity) 2. Increase Tests Won (Quality) 3. Profit
  • 10. How to do testing, better—really: EXPERIMENT ENGINEEEClaire Vo @clairevo 1. Set Goals 2. Measure Performance Regularly 3. Adjust & Iterate
  • 11. We need a set of CRO performance metrics 
 to track and improve CRO quantity and quality. EXPERIMENT ENGINEEEClaire Vo @clairevo
  • 13. EXPERIMENT ENGINEEEClaire Vo @clairevo “We run [X] tests per week.”
  • 14. EXPERIMENT ENGINEEEClaire Vo @clairevo “We run [X] tests per week.”
 …usually.”
  • 15. Claire Vo @clairevo Instead you should know: What to know Metric to Measure How many tests can I run Testing Capacity How many am I running? Testing Velocity & Coverage Am I getting any better? Trends Over Time When I’m not running tests, why? Annotations
  • 16. Claire Vo @clairevo Testing Capacity CRO PERFORMANCE METRICS How many tests can you run per year 52 Test Duration (in weeks) x # of simultaneously testable pages/funnels
  • 17. Claire Vo @clairevo Testing Velocity CRO PERFORMANCE METRICS How many experiments are run per [time period] 0 2.5 5 7.5 10 5/23/2015 6/20/2015 7/18/2015 8/15/2015 9/12/2015 10/10/2015 11/7/2015 12/5/2015 • Weekly for high traffic sites • Monthly for low traffic sitesGoal 8 tests / week
  • 18. Claire Vo @clairevo Testing Velocity CRO PERFORMANCE METRICS How many experiments are run per [time period] -0.4 2.2 4.8 7.4 10 5/23/2015 6/20/2015 7/18/2015 8/15/2015 9/12/2015 10/10/2015 11/7/2015 12/5/2015 • Weekly for high traffic sites • Monthly for low traffic sitesGoal 8 / week Tracking trend towards goal BONUS
  • 19. EXPERIMENT ENGINEEEClaire Vo @clairevo Make sure you’re not wasting traffic. (use it or lose it.)
  • 20. Claire Vo @clairevo Łukasz Twardowski A/B Testing and the Infinite Monkey Theory http://www.slideshare.net/useitbetter/ab-testing-and-the-infinite-monkey-theory
  • 21. 13% 87% Claire Vo @clairevo Testing Coverage CRO PERFORMANCE METRICS What % of testable days are you running a test? July 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 August 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 83%
  • 22. Claire Vo @clairevo Time Since Last Zero Test Day CRO PERFORMANCE METRICS It has been 100 DAYS SINCE WE HAD NO TESTS LIVE
  • 24. EXPERIMENT ENGINEEEClaire Vo @clairevo Stop evaluating the 
 quality of your program 
 on a test-by-test basis. (it makes you look good, until you look bad)
  • 25. Claire Vo @clairevo You should also track: What to know Metric to Measure Am I running effective tests? Win Rate, Lift Amount, 
 Expected Value Am I running tests effectively? ROI Am I getting any better? Trends Over Time
  • 26. 53% 29% 19% Claire Vo @clairevo Win Rate CRO PERFORMANCE METRICS What % of tests run win / lose / are inconclusive? 13%
  • 27. Claire Vo @clairevo Rolling Win Rate CRO PERFORMANCE METRICS What % of tests run win / lose / are inconclusive over time? 0 4 8 12 16 April May June July August September October November Goal 15% Win Rate Tracking by Page BONUS Once you hit a steady testing velocity, ideally your win rate stays level or increases.
  • 28. Claire Vo @clairevo Expected Value CRO PERFORMANCE METRICS $1 per roll of the die Every time you roll a 3 I pay you $5 Win Rate = 1/6 = 16% Value of Win = $5 Expected Value of Roll = 83 cents DO NOT PLAY THIS GAME!
  • 29. Claire Vo @clairevo Expected Value CRO PERFORMANCE METRICS On average, what is the expected value of any test run? Win Rate x Average Lift of Winning Test x Revenue Value of Test
  • 30. Claire Vo @clairevo Expected Value CRO PERFORMANCE METRICS $1500 every time you run a test Every time you win, you get 10% increase on your revenue, which is $1,000,000 and you win 10% of the time Win Rate = 10% Value of Win = 10% x $1,000,000 = $100,000 Expected Value of Test = $10,000 RUN THIS TEST FOR SURE!
  • 31. Claire Vo @clairevo Annual Expected Value of Program CRO PERFORMANCE METRICS Expected Value of Test x Annual Testing Capacity What is the estimated potential of my testing program?
  • 32. Claire Vo @clairevo Annual Expected Value of Program CRO PERFORMANCE METRICS What is the estimated potential of my testing program? High Complexity Low Velocity Low Complexity
 High Velocity Type of Tests Take longer, bigger changes Easier, smaller changes Win Rate 20% 10% Avg Lift 30% 10% Expected Value of Test $30,000 $10,000 Tests / Year 25 100 Annual Expected Value 
 of Testing Program $1.5M $1M
  • 33. EXPERIMENT ENGINEEEClaire Vo @clairevo Yes, you should trend this over time. (and set a goal!)
  • 34. Putting it all together EXPERIMENT ENGINEEEClaire Vo @clairevo
  • 35. CRO Metrics for Performance: EXPERIMENT ENGINEEEClaire Vo @clairevo 1. Track quantity by measuring velocity & coverage 2. Track quality by win rate, avg. lift, and expected value 3. Set goals & measure everything over time
  • 36. EXPERIMENT ENGINEEEClaire Vo @clairevo Questions? claire@experimentengine.com experimentengine.com/cxl-live-2016