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Designing Effective 
Experiments for 
Product Decisions 
Grace Ng 
Co-founder, Javelin.com 
creators of QuickMVP 
@uxceo
"Business has only two functions - 
marketing and innovation." 
- Peter Drucker
Build
BUILD 
EXPERIMENT 
Hypothesize 
Test 
METRICS 
PIVOT/PERSEVERE 
Analyze 
@uxceo 
LEARN 
MEASURE
Javelin Experiment Board 
Start here. Brainstorm with stickies, pull it over to the right to start your experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Method & 
Success 
Criterion 
Result & 
Decision 
Learning 
1 2 3 4 5 
>OVPZ`VYJZ[VTLY)LHZZWLJPÄJHZWVZZPISL           Time Limit: 5 Min 
What is the problem? Phrase it from your customer’s perspective. Time Limit: 5 Min 
+LÄUL[OLZVS[PVUVUS`HM[LY`VOH]L]HSPKH[LKHWYVISLT^VY[OZVS]PUNTime Limit: 5 Min 
List the assumptions that must hold true, for your hypothesis to be true. Time Limit: 10 Min 
Need help? Use these sentences to help construct your experiment. 
To form a Customer/Problem Hypothesis: 
I believe my customer has a 
problem achieving this goal. 
To form your Assumptions: 
0UVYKLYMVY̸hypothesis to be 
true, assumption needs to 
be true. 
Determine how you will test it: 
The least expensive way to 
test my assumption is... 
To form a Problem/Solution Hypothesis: 
I believe this solution will result 
in XHU[PÄHISLV[JVTL. 
To identify your Riskiest Assumption: 
The assumption with the least 
amount of data, and core to the 
viability of my hypothesis is... 
Determine what success looks like: 
I will run experiment with # of 
customers and expect a strong 
signal from # of customers. 
Project Name: Team Leader Name: 
GET OUT OF THE BUILDING! 
Download Experiment Board and watch case studies at www.javelin.com © 2014 Javelin. You are free to use it and earn money with it as an entrepreneur, consultant, or executive, as long as you are not a software company (the latter need to license it from us). 
@uxceo http://bit.ly/xB0@Dux ceo grace@QuickMVP.com
Step 1 
Define Your Hypothesis 
@uxceo
Who is your customer? 
Must be specific to be easily testable! 
@uxceo
What is his/her problem? 
Must be specific to the customer 
@uxceo grace@QuickMVP.com 
@uxceo
Problem 
INCORRECT: 
“People are not buying enough cameras” is not a 
problem someone has 
CORRECT: 
“The outdoor adventurer hates the bulkiness” 
“The amateur photographer doesn’t think his skills are 
good enough to invest in a DSLR ” 
Different customers, different problems 
@uxceo @uxceo grace@QuickMVP.com
Problem Hypothesis 
I believe [my customer] has a 
problem [achieving this goal] 
@uxceo @uxceo grace@QuickMVP.com
Solution 
Do not define until the problem is 
validated 
Why? Because every problem 
has multiple solutions 
@uxceo @uxceo grace@QuickMVP.com
Discover 
@uxceo
What is the solution? 
What will solve your customer’s problem? 
@uxceo
Solution Hypothesis 
I believe [my solution] will 
result in [my customer] 
taking [specific action] 
@uxceo grace@QuickMVP.com 
@uxceo
Step 2 
Plan your experiment 
@uxceo @uxceo grace@QuickMVP.com
What must we LEARN? 
What are the Core Assumptions of 
our business? 
Assumption: 
A behavior, mentality, or action that needs to 
happen in order for hypothesis to be true. 
@uxceo @uxceo grace@QuickMVP.com
What must we TEST? 
Prioritize: Which Assumption is 
the Riskiest? 
The one that is most unknown, 
and crucial to the business 
@uxceo @uxceo grace@QuickMVP.com
Minimum Viable Product 
Use the least amount of effort to get 
the most amount of customer feedback 
@uxceo @uxceo grace@QuickMVP.com
What What do must we BUILD we BUILD? 
to test? 
1. Exploration: test validity of problem 
2. Pitch: test value of your solution 
3. Concierge: test customer 
satisfaction or behavior 
@uxceo @uxceo grace@QuickMVP.com
How to MEASURE success? 
Minimum Success Criteria : 
What’s the weakest outcome you 
need to see in order to move 
forward? 
@uxceo @uxceo grace@QuickMVP.com
How to MEASURE success? 
1. Cost 
• Project Cost 
• Opportunity Cost 
2. Existing metrics 
• Business KPI 
• Specific user behavior 
@uxceo @uxceo grace@QuickMVP.com
Step 3 
Run your experiment 
@uxceo @uxceo grace@QuickMVP.com
@uxceo
Step 4 
What did you learn? 
@uxceo @uxceo grace@QuickMVP.com
Invalidated? 
PIVOT! 
@uxceo
Validated? 
PERSEVERE! 
@uxceo
Keep Testing 
@uxceo
Case Study 
@uxceo
@uxceo 
Founders UX Help
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING!
Exploration Interviews 
@uxceo
Effective Interviews 
1. I’m doing some research around... 
2. Have you ever [experienced problem]? 
3. Tell me about that time, what happened? 
4. What did you do to resolve it? 
5. How satisfied were you with the outcome? 
6. If unsatisfied, how else have you tried to solve it? 
@uxceo @uxceo grace@QuickMVP.com
Collect Data 
• Level of pain/frustration 
• Frequency of encounter with pain 
• Existing behavior to solve problem 
• Time/money spent searching for a 
solution 
@uxceo @uxceo grace@QuickMVP.com
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
9/12 
Persevere 
Friends. 
Classes. 
Paid 
UX designers 
hourly for help 
@uxceo
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
@uxceo
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
@uxceo
@uxceo grace@QuickMVP.com 
$10 
@uxceo
No Backend 
@uxceo grace@QuickMVP.com 
@uxceo
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
10/10 
Test 
2nd side 
of market 
Don’t mind 
virtual at all. 
Price is cheap 
9/12 
Persevere 
Friends. 
Classes. 
Paid 
UX designers 
for help 
@uxceo
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
@uxceo
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
No 
reliable 
source 
Interview: 
6/10 
Interview: 
6/10 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Will 
consult 
virtually 
Pitch: 
8/10 
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
GET OUT OF THE BUILDING! 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Will 
consult 
virtually 
Pitch: 
8/10 
@uxceo
Seriously? 
@uxceo
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
10/10 
Test 
2nd side 
of market 
Don’t mind 
virtual at all. 
Price is cheap 
Will 
consult 
virtually 
Pitch: 
8/10 
0/10 
Pivot! 
9/12 
Persevere 
Friends. 
Classes. 
Paid 
UX designers 
for help 
@uxceo
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
10/10 
Test 
2nd side 
of market 
Don’t mind 
virtual at all. 
Price is cheap 
Will 
consult 
virtually 
Pitch: 
8/10 
0/10 
Pivot! 
No! 
5 yrs exp. 
Established 
9/12 
Persevere 
Friends. 
Classes. 
Paid 
UX designers 
for help 
@uxceo
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
No 
reliable 
source 
Interview: 
6/10 
Interview: 
6/10 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Will 
consult 
virtually 
Pitch: 
8/10 
Recent 
grad UX 
designers 
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
GET OUT OF THE BUILDING! 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Will 
consult 
virtually 
Pitch: 
8/10 
Recent 
grad UX 
designers 
Getting 
clients for 
quick UX 
consulting 
@uxceo
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
No 
reliable 
source 
Interview: 
6/10 
Interview: 
6/10 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Will 
consult 
virtually 
Pitch: 
8/10 
Recent 
grad UX 
designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Give quick 
online 
feedback 
Pitch: 
60% 
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
GET OUT OF THE BUILDING! 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Will 
consult 
virtually 
Pitch: 
8/10 
Recent 
grad UX 
designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Give quick 
online 
feedback 
Pitch: 
60% 
@uxceo
Pitch 
@uxceo 
@uxceo grace@QuickMVP.com
Google Ads 
@uxceo @nycuxpa #ngnycuxpa 
@uxceo
No Backend 
@uxceo
Quick MVP 
@uxceo grace@QuickMVP.com 
@uxceo
3 Data Points 
@uxceo 
@uxceo @nycuxpa #ngnycuxpa
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
8/10 
Persevere 
Friends. 
Classes. 
2 paid 
UX designers 
for help 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
10/10 
Test 
2nd side 
of market 
Don’t mind 
virtual at all. 
Price is cheap 
Will 
consult 
virtually 
Pitch: 
8/10 
0/10 
Pivot! 
No! 
5 yrs exp. 
Established 
Give quick 
online 
feedback 
Pitch: 
60% 
37/184 
emails 
Persevere 
Started 
referring 
friends 
@uxceo
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
UX 
Designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Will 
consult 
virtually 
Pitch: 
8/10 
Recent 
grad UX 
designers 
Getting 
clients for 
quick UX 
consulting 
Virtual 
UX 
feedback 
Give quick 
online 
feedback 
Pitch: 
60% 
Boot-strapped 
startup 
founders 
Getting 
UX 
feedback 
Virtual 
UX 
feedback 
Online 
platform is 
sufficient 
Concierge: 
60% 
satisfied 
@uxceo
Customer Submits Request 
UX Designer gets 
email and submits 
feedback 
Concierge 
@uxceo grace@QuickMVP.com 
@uxceo
Customer Submits Request 
UX Designer gets 
email and submits 
feedback 
Manually 
@uxceo grace@QuickMVP.com 
@uxceo
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
No 
reliable 
source 
Interview: 
6/10 
GET OUT OF THE BUILDING! 
8/10 
Persevere 
Friends. 
Classes. 
2 paid 
UX designers 
for help 
Pay for 
virtual UX 
feedback 
Pitch: 
8/10 
10/10 
Test 
2nd side 
of market 
Don’t mind 
virtual at all. 
Price is cheap 
Will 
consult 
virtually 
Pitch: 
8/10 
0/10 
Pivot! 
No! 
5 yrs exp. 
Established 
Give quick 
online 
feedback 
Pitch: 
60% 
37/184 
emails 
Persevere 
Started 
referring 
friends 
Online 
platform is 
sufficient 
Concierge: 
60% 
satisfied 
20% 
Iterate 
Wanted 
more 
function-ality 
@uxceo
@uxceo 
High Frequency 
Low Pain High Pain 
Low Frequency 
Focus
@uxc@eolissijean
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
GET OUT OF THE BUILDING! 
@uxceo
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
CMS 
Block 
GET OUT OF THE BUILDING! 
@uxceo
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
Shoppers 
will buy 
GET OUT OF THE BUILDING! 
@uxceo 
CMS 
Block
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
CMS 
Block 
Concierge: 
Purchase 
up 20% 
GET OUT OF THE BUILDING! 
@uxceo 
Shoppers 
will buy
@uxc@eolissijean
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
Shoppers 
will buy 
from CMS 
Concierge: 
Purchase 
up 20% 
GET OUT OF THE BUILDING! 
@uxceo 
$0 in 
Revenue 
No CT
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
Shoppers 
will buy 
from CMS 
Concierge: 
Purchase 
up 20% 
GET OUT OF THE BUILDING! 
@uxceo 
$0 in 
Revenue 
No CT 
Shoppers don’t 
looks at the 
home feed, 
only 
emails
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
CMS 
Block 
Shoppers 
will buy 
from CMS 
GET OUT OF THE BUILDING! 
@uxceo 
Concierge: 
Purchase 
up 20%
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
CMS 
Block 
Shoppers 
will buy 
from CMS 
GET OUT OF THE BUILDING! 
Opensky 
Shoppers 
Not seeing 
curator 
messages 
@uxceo 
Concierge: 
Purchase 
up 20%
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
CMS 
Block 
Shoppers 
will buy 
from CMS 
GET OUT OF THE BUILDING! 
Opensky 
Shoppers 
Not seeing 
curator 
messages 
@uxceo 
Concierge: 
Purchase 
up 20% 
Email 
messages
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
CMS 
Block 
Shoppers 
will buy 
from CMS 
GET OUT OF THE BUILDING! 
Opensky 
Shoppers 
Not seeing 
curator 
messages 
@uxceo 
Concierge: 
Purchase 
up 20% 
Email 
messages 
Shoppers 
will buy
experiment. Experiments 
Customer 
Problem 
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
1 2 3 4 5 
Time Limit: 5 Min 
Time Limit: 5 Min 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
OpenSky 
Shoppers 
Think 
curators 
not 
authentic 
CMS 
Block 
Shoppers 
will buy 
from CMS 
GET OUT OF THE BUILDING! 
Opensky 
Shoppers 
Not seeing 
curator 
messages 
@uxceo 
Concierge: 
Purchase 
up 20% 
Email 
messages 
Shoppers 
will buy 
Concierge: 
Purchase 
up 20%
@uxceo
Success! 
2x Open Rate 
3x Purchases 
@uxceo
Solution 
Riskiest 
Assumption 
Success 
Criterion 
Result  
Decision 
Learning 
OZVS]PUNTime Limit: 5 Min 
Time Limit: 10 Min 
Hypothesis: 
solution will result 
XHU[PÄHISLV[JVTL. 
Assumption: 
the least 
core to the 
hypothesis is... 
like: 
with # of 
expect a strong 
customers. 
Shoppers 
will buy 
from CMS 
Concierge: 
Purchase 
up 20% 
GET OUT OF THE BUILDING! 
$0 in 
Revenue 
No CT 
Shoppers don’t 
looks at the 
home feed, 
only 
emails 
Shoppers 
will buy 
Concierge: 
Purchase 
up 20% 
300% 
on 
purchases 
Shoppers 
like videos, 
photos, from 
curator in 
email 
@uxceo
Guess? 
@uxceo
8 Weeks + 5 People 
-$77,000 
@uxceo
2 Weeks + 2 People 
+$10,000 
@uxceo
1. Form your hypothesis 
2. Identify your riskiest assumption 
3. Decide how you’ll test it 
4. Define success 
5. Analyze results and try again 
@uxceo
Thanks! 
Download resources at 
Javelin.com 
@uxceo

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Design Effective Experiments for Product Decisions

  • 1. Designing Effective Experiments for Product Decisions Grace Ng Co-founder, Javelin.com creators of QuickMVP @uxceo
  • 2. "Business has only two functions - marketing and innovation." - Peter Drucker
  • 4. BUILD EXPERIMENT Hypothesize Test METRICS PIVOT/PERSEVERE Analyze @uxceo LEARN MEASURE
  • 5. Javelin Experiment Board Start here. Brainstorm with stickies, pull it over to the right to start your experiment. Experiments Customer Problem Solution Riskiest Assumption Method & Success Criterion Result & Decision Learning 1 2 3 4 5 >OVPZ`VYJZ[VTLY)LHZZWLJPÄJHZWVZZPISL Time Limit: 5 Min What is the problem? Phrase it from your customer’s perspective. Time Limit: 5 Min +LÄUL[OLZVS[PVUVUS`HM[LY`VOH]L]HSPKH[LKHWYVISLT^VY[OZVS]PUNTime Limit: 5 Min List the assumptions that must hold true, for your hypothesis to be true. Time Limit: 10 Min Need help? Use these sentences to help construct your experiment. To form a Customer/Problem Hypothesis: I believe my customer has a problem achieving this goal. To form your Assumptions: 0UVYKLYMVY̸hypothesis to be true, assumption needs to be true. Determine how you will test it: The least expensive way to test my assumption is... To form a Problem/Solution Hypothesis: I believe this solution will result in XHU[PÄHISLV[JVTL. To identify your Riskiest Assumption: The assumption with the least amount of data, and core to the viability of my hypothesis is... Determine what success looks like: I will run experiment with # of customers and expect a strong signal from # of customers. Project Name: Team Leader Name: GET OUT OF THE BUILDING! Download Experiment Board and watch case studies at www.javelin.com © 2014 Javelin. You are free to use it and earn money with it as an entrepreneur, consultant, or executive, as long as you are not a software company (the latter need to license it from us). @uxceo http://bit.ly/xB0@Dux ceo grace@QuickMVP.com
  • 6. Step 1 Define Your Hypothesis @uxceo
  • 7. Who is your customer? Must be specific to be easily testable! @uxceo
  • 8. What is his/her problem? Must be specific to the customer @uxceo grace@QuickMVP.com @uxceo
  • 9. Problem INCORRECT: “People are not buying enough cameras” is not a problem someone has CORRECT: “The outdoor adventurer hates the bulkiness” “The amateur photographer doesn’t think his skills are good enough to invest in a DSLR ” Different customers, different problems @uxceo @uxceo grace@QuickMVP.com
  • 10. Problem Hypothesis I believe [my customer] has a problem [achieving this goal] @uxceo @uxceo grace@QuickMVP.com
  • 11. Solution Do not define until the problem is validated Why? Because every problem has multiple solutions @uxceo @uxceo grace@QuickMVP.com
  • 13. What is the solution? What will solve your customer’s problem? @uxceo
  • 14. Solution Hypothesis I believe [my solution] will result in [my customer] taking [specific action] @uxceo grace@QuickMVP.com @uxceo
  • 15. Step 2 Plan your experiment @uxceo @uxceo grace@QuickMVP.com
  • 16. What must we LEARN? What are the Core Assumptions of our business? Assumption: A behavior, mentality, or action that needs to happen in order for hypothesis to be true. @uxceo @uxceo grace@QuickMVP.com
  • 17. What must we TEST? Prioritize: Which Assumption is the Riskiest? The one that is most unknown, and crucial to the business @uxceo @uxceo grace@QuickMVP.com
  • 18. Minimum Viable Product Use the least amount of effort to get the most amount of customer feedback @uxceo @uxceo grace@QuickMVP.com
  • 19. What What do must we BUILD we BUILD? to test? 1. Exploration: test validity of problem 2. Pitch: test value of your solution 3. Concierge: test customer satisfaction or behavior @uxceo @uxceo grace@QuickMVP.com
  • 20. How to MEASURE success? Minimum Success Criteria : What’s the weakest outcome you need to see in order to move forward? @uxceo @uxceo grace@QuickMVP.com
  • 21. How to MEASURE success? 1. Cost • Project Cost • Opportunity Cost 2. Existing metrics • Business KPI • Specific user behavior @uxceo @uxceo grace@QuickMVP.com
  • 22. Step 3 Run your experiment @uxceo @uxceo grace@QuickMVP.com
  • 24. Step 4 What did you learn? @uxceo @uxceo grace@QuickMVP.com
  • 30. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... Boot-strapped startup founders Getting UX feedback No reliable source Interview: 6/10 GET OUT OF THE BUILDING!
  • 32. Effective Interviews 1. I’m doing some research around... 2. Have you ever [experienced problem]? 3. Tell me about that time, what happened? 4. What did you do to resolve it? 5. How satisfied were you with the outcome? 6. If unsatisfied, how else have you tried to solve it? @uxceo @uxceo grace@QuickMVP.com
  • 33. Collect Data • Level of pain/frustration • Frequency of encounter with pain • Existing behavior to solve problem • Time/money spent searching for a solution @uxceo @uxceo grace@QuickMVP.com
  • 34. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. No reliable source Interview: 6/10 GET OUT OF THE BUILDING! 9/12 Persevere Friends. Classes. Paid UX designers hourly for help @uxceo
  • 35. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... Boot-strapped startup founders Getting UX feedback No reliable source Interview: 6/10 GET OUT OF THE BUILDING! Boot-strapped startup founders Getting UX feedback @uxceo
  • 36. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... Boot-strapped startup founders Getting UX feedback No reliable source Interview: 6/10 GET OUT OF THE BUILDING! Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 @uxceo
  • 38. No Backend @uxceo grace@QuickMVP.com @uxceo
  • 39. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. No reliable source Interview: 6/10 GET OUT OF THE BUILDING! Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap 9/12 Persevere Friends. Classes. Paid UX designers for help @uxceo
  • 40. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... Boot-strapped startup founders Getting UX feedback No reliable source Interview: 6/10 GET OUT OF THE BUILDING! Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting @uxceo
  • 41. Boot-strapped startup founders Getting UX feedback Boot-strapped startup founders Getting UX feedback No reliable source No reliable source Interview: 6/10 Interview: 6/10 Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... GET OUT OF THE BUILDING! Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 @uxceo
  • 43. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. No reliable source Interview: 6/10 GET OUT OF THE BUILDING! Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! 9/12 Persevere Friends. Classes. Paid UX designers for help @uxceo
  • 44. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. No reliable source Interview: 6/10 GET OUT OF THE BUILDING! Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! No! 5 yrs exp. Established 9/12 Persevere Friends. Classes. Paid UX designers for help @uxceo
  • 45. Boot-strapped startup founders Getting UX feedback Boot-strapped startup founders Getting UX feedback No reliable source No reliable source Interview: 6/10 Interview: 6/10 Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... GET OUT OF THE BUILDING! Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting @uxceo
  • 46. Boot-strapped startup founders Getting UX feedback Boot-strapped startup founders Getting UX feedback No reliable source No reliable source Interview: 6/10 Interview: 6/10 Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting Virtual UX feedback Give quick online feedback Pitch: 60% experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... GET OUT OF THE BUILDING! Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting Virtual UX feedback Give quick online feedback Pitch: 60% @uxceo
  • 47. Pitch @uxceo @uxceo grace@QuickMVP.com
  • 48. Google Ads @uxceo @nycuxpa #ngnycuxpa @uxceo
  • 50. Quick MVP @uxceo grace@QuickMVP.com @uxceo
  • 51. 3 Data Points @uxceo @uxceo @nycuxpa #ngnycuxpa
  • 52. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. No reliable source Interview: 6/10 GET OUT OF THE BUILDING! 8/10 Persevere Friends. Classes. 2 paid UX designers for help Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! No! 5 yrs exp. Established Give quick online feedback Pitch: 60% 37/184 emails Persevere Started referring friends @uxceo
  • 53. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... Boot-strapped startup founders Getting UX feedback No reliable source Interview: 6/10 GET OUT OF THE BUILDING! Boot-strapped startup founders Getting UX feedback Virtual UX feedback Pay for virtual UX feedback Pitch: 8/10 UX Designers Getting clients for quick UX consulting Virtual UX feedback Will consult virtually Pitch: 8/10 Recent grad UX designers Getting clients for quick UX consulting Virtual UX feedback Give quick online feedback Pitch: 60% Boot-strapped startup founders Getting UX feedback Virtual UX feedback Online platform is sufficient Concierge: 60% satisfied @uxceo
  • 54. Customer Submits Request UX Designer gets email and submits feedback Concierge @uxceo grace@QuickMVP.com @uxceo
  • 55. Customer Submits Request UX Designer gets email and submits feedback Manually @uxceo grace@QuickMVP.com @uxceo
  • 56. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. No reliable source Interview: 6/10 GET OUT OF THE BUILDING! 8/10 Persevere Friends. Classes. 2 paid UX designers for help Pay for virtual UX feedback Pitch: 8/10 10/10 Test 2nd side of market Don’t mind virtual at all. Price is cheap Will consult virtually Pitch: 8/10 0/10 Pivot! No! 5 yrs exp. Established Give quick online feedback Pitch: 60% 37/184 emails Persevere Started referring friends Online platform is sufficient Concierge: 60% satisfied 20% Iterate Wanted more function-ality @uxceo
  • 57. @uxceo High Frequency Low Pain High Pain Low Frequency Focus
  • 59. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic GET OUT OF THE BUILDING! @uxceo
  • 60. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic CMS Block GET OUT OF THE BUILDING! @uxceo
  • 61. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic Shoppers will buy GET OUT OF THE BUILDING! @uxceo CMS Block
  • 62. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic CMS Block Concierge: Purchase up 20% GET OUT OF THE BUILDING! @uxceo Shoppers will buy
  • 64. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. Shoppers will buy from CMS Concierge: Purchase up 20% GET OUT OF THE BUILDING! @uxceo $0 in Revenue No CT
  • 65. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. Shoppers will buy from CMS Concierge: Purchase up 20% GET OUT OF THE BUILDING! @uxceo $0 in Revenue No CT Shoppers don’t looks at the home feed, only emails
  • 66. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic CMS Block Shoppers will buy from CMS GET OUT OF THE BUILDING! @uxceo Concierge: Purchase up 20%
  • 67. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic CMS Block Shoppers will buy from CMS GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20%
  • 68. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic CMS Block Shoppers will buy from CMS GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20% Email messages
  • 69. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic CMS Block Shoppers will buy from CMS GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20% Email messages Shoppers will buy
  • 70. experiment. Experiments Customer Problem Solution Riskiest Assumption Success Criterion Result Decision 1 2 3 4 5 Time Limit: 5 Min Time Limit: 5 Min OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... OpenSky Shoppers Think curators not authentic CMS Block Shoppers will buy from CMS GET OUT OF THE BUILDING! Opensky Shoppers Not seeing curator messages @uxceo Concierge: Purchase up 20% Email messages Shoppers will buy Concierge: Purchase up 20%
  • 72. Success! 2x Open Rate 3x Purchases @uxceo
  • 73. Solution Riskiest Assumption Success Criterion Result Decision Learning OZVS]PUNTime Limit: 5 Min Time Limit: 10 Min Hypothesis: solution will result XHU[PÄHISLV[JVTL. Assumption: the least core to the hypothesis is... like: with # of expect a strong customers. Shoppers will buy from CMS Concierge: Purchase up 20% GET OUT OF THE BUILDING! $0 in Revenue No CT Shoppers don’t looks at the home feed, only emails Shoppers will buy Concierge: Purchase up 20% 300% on purchases Shoppers like videos, photos, from curator in email @uxceo
  • 75. 8 Weeks + 5 People -$77,000 @uxceo
  • 76. 2 Weeks + 2 People +$10,000 @uxceo
  • 77. 1. Form your hypothesis 2. Identify your riskiest assumption 3. Decide how you’ll test it 4. Define success 5. Analyze results and try again @uxceo
  • 78. Thanks! Download resources at Javelin.com @uxceo