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Supercharge Your Testing
Program
Whelan Boyd
Product Manager, Optimizely
Christine Garvey
Manager, eCommerce Testing &
Optimization, Crate and Barrel
D E S I G N
B U I L DD E S I G N
D E S I G N L A U N C HB U I L D
P R A YL A U N C HB U I L DD E S I G N
B U I L DD E S I G N
D E S I G N B U I L D
E X P E R I M E N
T
D E S I G N B U I L D
E X P E R I M E N
T
I T E R A T E
The New Way:
Learn Through Experimentation
:
Search Results Page
Scenario
Change to a wine glass example
Search Results Page
Updates
1. List vs Grid view
2. Ranking Algorithm
3. Style & Layout
Scenario
Change to a wine glass example
Change to a wine glass example
Challenge #1:
Choose the Right Metrics
Step 1:
Business
Alignment
We’re the only website on earth that tries to get rid of
our users as quickly as possible.
“
“
• Put yourself in the user’s
shoes
• Ask: What if this metric
went up & nothing else
happened?
• Constantly re-evaluate
Tips for
Choosing the
Right Metrics
Example
User
Retention:
33%
Revenue:
$2.0m
Revenue Per
Visitor:
$1.00
Visitors:
2.0m
Average
Order Value:
$50.00
Average
Quantity:
2.00
Conversion
Rate:
2.00%
User
Acquisition:
1.5m
Average per
Unit price:
$25.00
Add to Cart
Cart
Checkout
Rate
Example
User
Retention:
33%
Revenue:
$2.0m
Revenue Per
Visitor:
$1.00
Visitors:
2.0m
Average
Order Value:
$50.00
Average
Quantity:
2.00
Conversion
Rate:
2.00%
User
Acquisition:
1.5m
Average per
Unit price:
$25.00
Add to Cart
Cart
Checkout
Rate
Challenge #2:
Thinking Too Small
Step 2: Ideation
Change to a wine glass example
The problem with ”A/B testing”
The problem with ”A/B testing”
2 Variations
A B
3 Variations
C
4 Variations
5 Variations
A B
>6 Variations
C D E F
Three-fourths of all experiments
only have 2 variations
2 Variations
3 Variations
4 Variations
5 Variations
77%
14%
5%
2%
1%>6 Variations
+71%
+48%
+32%
+75%
Testing 5 or more variations can improve
your win rate by 75%
25%
33%
37%
44%
43%
2 Variations
3 Variations
4 Variations
5 Variations
>6 Variations
Significant uplift
Significant reduction
Inconclusive
Change to a wine glass example
Every day, we run a thousand concurrent
experiments to quickly validate new ideas. These
experiments run across all our products, from mobile
apps and tools used by hoteliers to customer service
phone lines and internal systems. Experimentation has
become so ingrained in Booking.com culture that every
change, from entire redesigns and infrastructure
changes to bug fixes, is wrapped in an experiment.
“
“
Challenge #3:
Getting fast, but reliable,
results
Step 3: Experiment
Setup and
Analysis
Challenge #4:
A Feature or Design is
Never DONE
Step 4: Iterate,
Iterate, Iterate
Change to a wine glass example
Challenge #5:
Don’t Hoard Insights
Step 5:
Collaborate &
Learn Together
UPDATE WITH C&B IDEAS AND ANIMATIONS
ADD ANIMATION WITH IDEA DETAILS &
COMMENTS FOR C&B
UPDATE WITH C&B IDEAS AND ANIMATIONS
Share
Results
Document
Learnings
Communicate
Insights
Don’t Hoard Results
Scaling an Experimentation Program
Christine Garvey - Manager, eCommerce Testing & Optimization
Supercharging Our
Testing Program
1. Quick Background
2. Launching a Testing
Program & Setting Best
Practices
3. Scaling Testing &
Advancing the Program
Agenda
eCommerce Strategy and Analytics
Bio
• 12 Years of Marketing &
Media experience
• MBA - Northwestern
University, Kellogg
School of Management
• Launched inaugural
Testing Teams at both
Allstate and
Crate and Barrel
eCommerce Strategy and Analytics
Establish the Testing Process
Brand Team
Product
Managers
Leadership
Christine
Set up meeting with key groups
(UX, PM, Dev if needed)
Fill out Test Intake Form
Analytics team to run sizing for
test opportunity
Marketing
Consider resources, timing, any
overlap with other tests, etc.
Consider business case for test:
● Will this increase sales?
● Would we implement this?
● Have we done this?
Start design work, if needed.
Ensure test details logged in
test intake form (objective,
success metrics, etc.)
Build and QA test draft (design
and functionality) before
launching test
1.
2.
3.
4.
5.
6.
7.
If all aligned in moving forward
with test...go to step 5
eCommerce Strategy and Analytics
Intake Process
Talk about the testing program in multiple
different channels
Bi-Weekly Test E-mail Update Test Summary Deck
Executive: One-Page Summary
(included in Monthly Leadership Meetings)
Bi-Weekly Testing &
Personalization Meetings
eCommerce Strategy and Analytics
eCommerce Strategy and Analytics
Test 1
Increase CVR/Sales
PersonalizationMessaging
Test 2 Test 1 Test 2 Test 3
Goal
Strategies
Tactics
Search Enhancements Redesigns
Test 3
Set Your Goals, Strategies & Tactics
eCommerce Strategy and Analytics
Test 1
Increase CVR/Sales
PersonalizationMessaging
Test 2 Test 1 Test 2 Test 3
Goal
Strategies
Tactics
Search Enhancements Redesigns
Test 3
Identify & Continue Successful Strategies
eCommerce Strategy and Analytics
Goal
Strategies
Tactics
Increase Scale and Run More Advanced
Tests
1. Identify always-on strategies
2. Try other ways to increase scale
Increase CVR/Sales
Expanding scale &
Digital Channels
Always On
HP & Super
Personalization
Product
Recs
App Personalized
PNs
Audiences
Identifying more of
“unknown”
Banners
Feature
Enhancements
Baby & Kids Super Personalization: Activating Machine Learning for Baby Audience
Predicted Intent - Baby Audience is showing increases in CVR and RPV vs. holdout
eCommerce Strategy and Analytics
Kids Content Baby Content
1. Establish a testing
process
2. Talk about it!
3. Set goals & identify
winning
strategies….more
testing heroes will follow
4. Pursue opportunities
that increase reach
Supercharging
YOUR Testing
Program
Q&A
Thank you!
Supercharge Your Testing Program
Supercharge Your Testing Program

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