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Design
with data
Objectives and metrics,
the drivers of experience strategy
About
Hello!
Data matters, d’oh!
Confidence (new products)
Sustainable outcomes (existing products)
Good metric
Metrics tree
Demo
9:00
:40
10:00
:40
:50
11:10
:40
:50
12:20
About digital products,
transferable elsewhere too
Slides and handouts
will be provided
Whatever you share here
stays here
Add your name to Post Its
I won’t call you out otherwise
Hello!
Jules’ day
1. Note challenges
2. Group them
3. Talk about the top one
Write down your
challenges
5 mins
Design
system
adoption
Impact
strategy
Group them in
common themes
Describe your
top challenge
2 mins each
Sketch out
your product
Include objectives
Data matters
Designers themselves have
been partly to blame in the
past: they have not always
embraced design metrics or
actively shown management
how their designs tie to
business goals.
mckinsey.com/business-functions/mckinsey-design/our-insights/the-business-value-of-design, October 2018
Quant
Analytics
Eye tracking
Tree tests
A/B/n tests
Surveys*
Qual
Interviews
Usability tests
Recordings
Surveys*
nngroup.com/articles/quant-research-practice
What are your
challenges with
metrics/data?
Purpose of data
Convince
Validate
Monitor
Convince
Validate
Monitor
Does your data
challenge fall into
“Convince” bucket?
Convince
Validate
Monitor
Antitheses
Antitheses
Seeking data for other solutions
that solve the same problem,
or data that rejects your
hypotheses
I don’t care
about the
result
I do care
about
specific
result
I do care
about
global
results
only
Convince
Validate
Monitor
Does your data
challenge fall into
“Validate” bucket?
Convince
Validate
Monitor
Hypotheses
By doing action
I expect outcome
Hypotheses
By doing _________,
I expect ____________
Available Results
Convince
Validate Indecisiveness
Monitor
Convince
Validate Disagreement
Monitor
Convince
Validate Conversation stopper
Monitor
Does your data
challenge fall into
“Monitor” bucket?
Convince
Validate
Monitor
Convince
Validate
Monitor
Predict
Predict
What happened/will happen
if a metric changes?
Repeat rate
Conversion
Purpose of data:
Convince, validate, monitor
Confidence
Remember any
prioritization
methods?
Kano model
Must-haves, performance, and
delighter features
Jared Spool’s Medium article
Mo-st have
Should have
Could have
Won’t have
productplan.com/glossary/moscow-prioritization
Potential
Impact
Ease
widerfunnel.com/pie-framework
(Reach)
Impact
Confidence
Ease
productplan.com/glossary/ice-scoring-model
3+1 questions:
Are you defining
what to build next?
Sketch how does
your org innovate
What is the next
thing you’d
like to pursue?
Big decision:
Merge products with similar goals?
Rate analysis
Performance
How confident
are you about
your strategy?
Confidence
0
10
Deploy
itamargilad.com/resources/confidence-meter-calculator
Confidence
0
10
My idea is
the best
Deploy
Confidence
10
OKRs
0
Confidence
10
0.5
OKRs
Confidence
10
1 Competitors/market
Confidence
10
3
I dig it
Me too!
Confidence
10
5
A/B tests
MVP light launch
Confidence
Monitor
Validate
Convince
Release
Are you familiar
with the local
maxima problem?
Good enough
Consider multiple directions
The approach that matters
Ideas you explored
Confidence
Stay two steps ahead with
Confidence tracking
Multiple strategies
Sustainable
outcomes
1. Conversion rate
2. % of users reached
3. Revenue potential
4. Page views
5. Trust
1. Users’ revenue
2. Travelers’ conversion
3. Traveler page views
4. Trust
What are the
measurable
outcomes of your
product?
Why not?
Net promoter score
Promoters
>35%
retently.com/blog/good-net-promoter-score
NPS survey interpretation,
measure of success
Promoters
NPS = % promoters - % detractors
Detractors
8
6
retently.com/blog/good-net-promoter-score
Why not?
Product/market fit
How would you feel if you could
no longer use the product?
Very
disappointed
Not
disappointed
Promoters
>40%
review.firstround.com/how-superhuman-built-an-engine-to-find-product-market-fit
Product/market fit survey
interpretation, measure of success
Very disappointed
review.firstround.com/how-superhuman-built-an-engine-to-find-product-market-fit
Promoters
Source: Internal report—please don’t share publicly
You are accountable
for these metrics
NOT
Prioritization
—how do you
participate?
Organizational priorities:
Objectives and key results
Vanity metrics
Bounce rate
Time
Team velocity
Page views
Users
Revenue
productplan.com/glossary/vanity-metrics
Principle:
Make it about the user success
Good metric
Return to your
previous exercise
and check for
these factors...
Log in
Dashboard
To detail
Take action
Behavior-based
Conversion funnel
1.
2.
3.
4.
Log in : take action
Ratio or percentage
Product view
Sat on it
per
Pulse
Per week
Per time frame
Plot on the timeline
Not enough traffic
Leading indicators
47 minutes
More than one metric
Visits
Product view
Login : calendar
Always more than one metric
Login : create
Login : invite
Login : duplicate
Login : view item
Behaviour
Ratio
Time-framed
More than one
Why… yes!
Conversion
Conversion
Affecting behavior, removing
Friction towards objective, is our job
60 838
12 40
15 190
...the system automatically
adds 30 business metrics to
each test, just to make sure
you don’t mess up anything
The well-known rumor about Booking.com
Yes again!
Satisfaction
Satisfaction
“CSat” monitors quality of service
qualtrics.com/uk/experience-management/customer/
measure-customer-satisfaction/
Overall, how satisfied are
you with “La Jolla Grove
restaurant”?
YES!
Attitudes
For example Google’s HaTS or relevant qual. research
Challenge: feature creep
Solution: attitudinal research
Attitudes
The highest goal of experience is to be
able to change the opinion of users
Google’s HaTS
Alright, yes!
Competitive UX comparison
Velocity
New users
Time spent
Features
Principle:
Make it about the user success
Users’ money made
Users’ phys. betterment
Users’ goals reached
...
Good metrics:
Documenting user success
Behaviors
Attitudes/satisfaction
People-centric framework, not yet copyrighted, by Jules
Metric tree
Increase
revenue
Decrease
costs
Increase
new business
Increase
existing business
Increase
shareholder value
Jared Spool: UX strategy means business
North star
Increase
revenue
Decrease
costs
Increase
new business
Increase
existing business
Increase
shareholder value
The north star metric can be… well... not exciting
Chair
Pick one Discover store
Sit on it Compare Walk in
Sell chairs
Product view Impression
Sat on it Comparisons Visits
Chairs sold
Think about the
North-Star metric
for your company
North star
Pick one Discover store
Sit on it Compare Walk in
Sell chairs
Pick one Discover store
Sit on it Walk in
Sell chairs
Fill in each next lane
with the behavioral
metrics leading into
previous row’s
metrics
Discussions matter
Appendix: Demo
Install Event tracking tracker extension
View on Chrome Store
Install GA debugger extension
View on Chrome Store
Event category
This is a product space, like
“ShoppingCart”
Disclaimer: This might differ from Partner Central
Shopping cart
Next
Event action
All the taps/clicks captured
User.Click.Cart.Next
1. Shopping cart
2x 3x
Next
Event label
Distinguish between same events
User.Click.Cart.Next label = step1
1. Shopping cart
2x 3x
Next
50$
Event value
Attach value to events
User.Click.Cart.Next step 1 value = 50
1. Shopping cart
2x 3x
Next
Event
Action: User.Click.Cart.Next
Label: User.Click.Cart.Next=step2
Value: User.Click.Cart.Next step 2 = 50
2. Checkout
Next
Insurance
+$10
Event action
Ticking the box action
User.Click.Cart.Insurance
2. Checkout
Next
Insurance
+$10
Event action
Ticking the box action
User.Click.Cart.Insurance
2. Checkout
Next
Insurance
+$10
Custom
dimension
Logs states as users do stuff
IsInsured = True
2. Checkout
Next
Insurance
+$10
3. Summary
2x 3x
Order $60
All together
Event category: Shopping.Cart
Event action: User.Click.Cart.Next
Event label: Step3
Event value: 60
Custom dimension: IsInsured=True
Remove all of these
Name your
exploration
Add user
segment
Add user
segment:
All...
A/B/n testing
Original Var A Var B Var C
Multivariate testing
Original Var A Var B Var C
Multivariate testing
NOT
Original Var A Var B
Var B
Factorial experiment
en.wikipedia.org/wiki/Factorial_experiment
Original Var A.1 Var A.2 Var B.1 Va
Other metric

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