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Optimizely 2014 ©
Translating “Lift” Into DollarValue
&Tracking Revenue in
Optimizely
December 2014
Optimizely 2014 ©
Agenda
•WhyTranslate Lift Into DollarValue?

•HowToTrack Revenue In Optimizely
WhyTranslate Lift Into
DollarValue?
Optimizely 2014 ©
Why attribute a dollar value to your experiment?
• Translate your “lift” and “improvement”
percentages into dollars whenever possible

• Attaching dollars to lift percents, helps create
a comparative scale to show value across
experiments

• Understanding an approximate value
generated will generate momentum for
testing and data-driven decisions making it
easier to run more impactful tests that take
time and effort

• Determine potential increase in value if all
traffic had been - or will be - in the best
performing variation 

• Dollar impact is necessarily approximate
because it looks at past data and
circumstances to predict future outcomes
Optimizely 2014 ©
How can you attribute dollar value to your experiment?
Formula

(RPV of winning variation x total visitors
tested) - (RPV of original x total visitors
tested) / (Percent of traffic in experiment) =
Increase in value if winning variation was
served to everyone during tested time
period

Example
Original RPV $1,WinningVariation RPV $2,
100 total visitors tested (and evenly split)
which was only 50% of possible traffic.



[($2 x 100) - ($1 x 100)] / .5 = $200
ProjectedValue During the Test
This formula shows the real value that
would have been generated if all possible
visitors had been shown the winning
variation throughout the duration of the
test.
Value Generated During Test
Formula

(RPV of winning variation x visitors in
winning variation) - (RPV of original x
visitors in original variation) = Additional
Revenue fromTest

Example

Original RPV $0.75, Winning Variation RPV
$1, 100 total visitors tested (and evenly
split).


($1 x 50) - ($0.75 x 50) = $12.50
This formula shows the actual value
generated by showing some visitors what
turned out to be the winning variation.
Note:This formula would be applied to all variations that
performed better than the original. Similarly, if some
variations performed worse than the original, that would
need to be subtracted.
• Choose a method that makes the most sense for your business

• Consider the likely duration your winning variation will be implemented for (a few weeks for a sale
banner, months for a product promotion, a year or more for layout changes)
Most Narrow Estimation Most Broad Estimation
Projected IncrementalValue
This method assumes that all factors
(onsite and offsite) that affected user
behavior remain constant.This is never
the case. But this method is a popular
way to roughly understand how much
better off you are likely to by
implementing the winning variation.
Formula

(RPV of winning variation x expected traffic
numbers over a given period) - (RPV of
original x expected traffic numbers over
same period) = Projected Increase in value
if winning variation is served to everyone

Example
Original RPV $1,WinningVariation RPV
$1.50, 100,000 total visitors per quarter.



[($1.50 x 100,000) - ($1 x 100,000)] =
$50,000 additional revenue per quarter
Optimizely 2014 ©
Real World Examples
“Each email address that was submitted through our
splash page ended up donating an average of $21
during the length of the campaign.The additional
2,880,000 email addresses on our email list
translated into an additional $60 million in
donations.” - Dan Siroker as the Director of
Analytics for the 2008 Obama Campaign
“Email is still the golden goose of fundraising…We’re
seeing each email valued at anywhere between $7-8
in future revenue.” - Ryan Meerstein, Senior
Political Analyst for Testing and Optimization
for the Romney 2012 Campaign
HowToTrack Revenue
Tracking Revenue
Place this code on your order confirmation page
<script>
window.optimizely = window.optimizely || [];
window.optimizely.push(['trackEvent', 'eventName',
{'revenue': valueInCents}]);
</script>
'eventName' - This parameter is required. Can be any name you want to attach a
custom event to revenue (eg. Purchases)
valueInCents - should be the numerical representation of the purchase amount in
cents (purchase amount*100). eg. $54.99 should be passed as 5499.
Revenue Example
Revenue Example
Total Revenue is a saved goal that is available to all
customers
Best Practices
Track revenue after a successful purchase
confirmation
Don’t trigger revenue based on a button click
Verify all revenue is being tracked correctly by
sending the order number over as the custom
event
Convert all currency before sending to
Optimizely
De-duplicate orders
Best Practices
if(priceInCents < 10000){
window.optimizely = window.optimizely || [];
window.optimizely.push(['trackEvent', 'orderComplete',
{'revenue': priceInCents}]);
}
Remove Outliers - Abnormally large orders can
substantially skew your average revenue per customer and
should generally be omitted from revenue tracking.
More Information
More information about revenue and more advanced
revenue tracking can be found on Optiverse:
https://help.optimizely.com/hc/en-us/articles/200039865
ThankYou!

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Translating Lift into Dollar Value & Tracking Revenue in Optimizely

  • 1. Optimizely 2014 © Translating “Lift” Into DollarValue &Tracking Revenue in Optimizely December 2014
  • 2. Optimizely 2014 © Agenda •WhyTranslate Lift Into DollarValue?
 •HowToTrack Revenue In Optimizely
  • 4. Optimizely 2014 © Why attribute a dollar value to your experiment? • Translate your “lift” and “improvement” percentages into dollars whenever possible
 • Attaching dollars to lift percents, helps create a comparative scale to show value across experiments
 • Understanding an approximate value generated will generate momentum for testing and data-driven decisions making it easier to run more impactful tests that take time and effort
 • Determine potential increase in value if all traffic had been - or will be - in the best performing variation 
 • Dollar impact is necessarily approximate because it looks at past data and circumstances to predict future outcomes
  • 5. Optimizely 2014 © How can you attribute dollar value to your experiment? Formula
 (RPV of winning variation x total visitors tested) - (RPV of original x total visitors tested) / (Percent of traffic in experiment) = Increase in value if winning variation was served to everyone during tested time period
 Example Original RPV $1,WinningVariation RPV $2, 100 total visitors tested (and evenly split) which was only 50% of possible traffic.
 
 [($2 x 100) - ($1 x 100)] / .5 = $200 ProjectedValue During the Test This formula shows the real value that would have been generated if all possible visitors had been shown the winning variation throughout the duration of the test. Value Generated During Test Formula
 (RPV of winning variation x visitors in winning variation) - (RPV of original x visitors in original variation) = Additional Revenue fromTest
 Example
 Original RPV $0.75, Winning Variation RPV $1, 100 total visitors tested (and evenly split). 
 ($1 x 50) - ($0.75 x 50) = $12.50 This formula shows the actual value generated by showing some visitors what turned out to be the winning variation. Note:This formula would be applied to all variations that performed better than the original. Similarly, if some variations performed worse than the original, that would need to be subtracted. • Choose a method that makes the most sense for your business
 • Consider the likely duration your winning variation will be implemented for (a few weeks for a sale banner, months for a product promotion, a year or more for layout changes) Most Narrow Estimation Most Broad Estimation Projected IncrementalValue This method assumes that all factors (onsite and offsite) that affected user behavior remain constant.This is never the case. But this method is a popular way to roughly understand how much better off you are likely to by implementing the winning variation. Formula
 (RPV of winning variation x expected traffic numbers over a given period) - (RPV of original x expected traffic numbers over same period) = Projected Increase in value if winning variation is served to everyone
 Example Original RPV $1,WinningVariation RPV $1.50, 100,000 total visitors per quarter.
 
 [($1.50 x 100,000) - ($1 x 100,000)] = $50,000 additional revenue per quarter
  • 6. Optimizely 2014 © Real World Examples “Each email address that was submitted through our splash page ended up donating an average of $21 during the length of the campaign.The additional 2,880,000 email addresses on our email list translated into an additional $60 million in donations.” - Dan Siroker as the Director of Analytics for the 2008 Obama Campaign “Email is still the golden goose of fundraising…We’re seeing each email valued at anywhere between $7-8 in future revenue.” - Ryan Meerstein, Senior Political Analyst for Testing and Optimization for the Romney 2012 Campaign
  • 8. Tracking Revenue Place this code on your order confirmation page <script> window.optimizely = window.optimizely || []; window.optimizely.push(['trackEvent', 'eventName', {'revenue': valueInCents}]); </script> 'eventName' - This parameter is required. Can be any name you want to attach a custom event to revenue (eg. Purchases) valueInCents - should be the numerical representation of the purchase amount in cents (purchase amount*100). eg. $54.99 should be passed as 5499.
  • 10. Revenue Example Total Revenue is a saved goal that is available to all customers
  • 11. Best Practices Track revenue after a successful purchase confirmation Don’t trigger revenue based on a button click Verify all revenue is being tracked correctly by sending the order number over as the custom event Convert all currency before sending to Optimizely De-duplicate orders
  • 12. Best Practices if(priceInCents < 10000){ window.optimizely = window.optimizely || []; window.optimizely.push(['trackEvent', 'orderComplete', {'revenue': priceInCents}]); } Remove Outliers - Abnormally large orders can substantially skew your average revenue per customer and should generally be omitted from revenue tracking.
  • 13. More Information More information about revenue and more advanced revenue tracking can be found on Optiverse: https://help.optimizely.com/hc/en-us/articles/200039865