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Designing with data
Lucinda Burtt - Fairfax Media
@LucindaBurtt
_
Intro
What makes great product design?
why what
want
Experience Design
Discern how the user will
interact with the product,
allow them to do what they
are trying to do
Visual Design
Make the interface
communicate what it can do
so the user wants to interact
with it
Research &
Optimisation
To discover who our users
are and ask: why would they
use our product?
Follow up: will they use it?
_
Why UX design and data?
Definitions & Lean UX
_
Facts or information used to
calculate, analyse or plan something
Merriam-Webster
data
“
Research is formalised curiosity.
It is poking and prying with a purpose
Zora Neale Hurston
A set of principles (not a process) for
creating digital experiences that are
valued by end users
The three foundations of Lean UX
● Design thinking
Innovation through observation
● Agile software development
Continuous delivery
● Build-Measure-Learn
Lean Startup feedback loop
Source: Lean UX (2013), Jeff Gothelf
Further reading: Stanford d.school
Source: Lean UX (2013), Jeff Gothelf
Principles of Lean UX
Aiming for
Early customer validation
Outcomes, not outputs
Collaborative design
Measuring KPIs
Applying appropriate tools
Further reading: ‘The Lean UX Manifesto’ - smashingmagazine.com, Anthony Viviano
Instead of
Releasing unknown end-user value
Working on the next ‘cool’ feature
Siloed product design & development
Undefined success metrics
Following a rigid plan
Early customer
validation
● Learning about real user
needs
● 360° view of the
customer
● Seeking customer
validation or early
failure
Surveys
User forms
Call centre
Usability tests
Card sorting
Support emails
Review sites
Analytics
Diary studies
Focus groups
Outbound calls
Outcomes, not
output
● What problem are we
trying to solve?
● Hypothesis statements:
we believe that...
● User stories/JTBD
Collaborative
design
● Design studio method:
create, pitch, critique
● Style guides and pattern
libraries
● Cross-functional:
product, business
analyst, design & dev
teams
Measuring KPIs
● Acquisitions
● Activation
● Retention
● Referral
● Revenue
Applying
appropriate tools
● Done, not perfect
● User personas
● Identifying assumptions
● Prototyping
_
Making meaning from data
What data to use?
Source: ‘When to use which UX methods’ - nngroup.com, Christian Rohrer
What data to collect?
Qualitative
The “why” and “how”
Understanding user logic
Provides perspective, direct
Looks like: usability testing, personas
Quantitative
The “how many/much” and “will they…”
Understanding user patterns
Provides tactical insight, indirect
Looks like: A/B testing, analytics
(heatmaps)
Phases of product
development
● Strategize
(Qualitative/Quantitative)
New ideas and opportunities
● Execute
(Qualitative)
“Go/No-Go” decisions
● Assess
(Quantitative)
Measurement of success
Source: ‘When to use which UX methods’ - nngroup.com, Christian Rohrer
Lean user testing
● Less users, more often
● Sketches validate value,
visual mockups test
brand effectiveness,
prototypes provide
direct insight
● Results fed straight into
development
User personas
● Fictional yet realistic,
data-based description
of a typical/target user
● Each persona
represents a cluster of
user behaviours/needs
● A tool to create
empathy between us
and the user
Heatmaps
● Graphical/visual
representation of data
● Insights into attention
and distraction metrics
● Identifying problem
areas
● Behavioural
A/B testing
● Testing intuitions and
assumptions
● Validating our qual
insights
● Understanding the wide
impact of design
decisions
● Tactical
What to A/B test first?
The PIE framework
● Potential
How much improvement can be
made?
● Importance
How valuable is the traffic to those
pages?
● Ease
How complex is the test to
implement?
Source: ‘How to prioritise [CRO] tests using PIE’ - widerfunnel.com, Chris Goward
Case Study
Newswell WOFFs
_
Moving to data informed design
Conclusion
“
If I had asked people what they wanted, they would
have said faster horses
Henry Ford
Data informed design
● Focus on key decisions
Testable, tactical
● Define your hypothesis
● Choose your KPIs wisely
Breadth of data
● Benchmark
Set a control, compare like-for-like
● Analyse & Apply
Design, collect, analyse, iterate
Further reading: ‘Data informed design’ - uxforthemasses.com, Neil Turner
_
Thank you!
16 June 2016
@LucindaBurtt

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CRO PROS - Data driven product design

  • 1. _ Designing with data Lucinda Burtt - Fairfax Media @LucindaBurtt
  • 2. _ Intro What makes great product design?
  • 4. Experience Design Discern how the user will interact with the product, allow them to do what they are trying to do
  • 5. Visual Design Make the interface communicate what it can do so the user wants to interact with it
  • 6. Research & Optimisation To discover who our users are and ask: why would they use our product? Follow up: will they use it?
  • 7. _ Why UX design and data? Definitions & Lean UX
  • 8. _ Facts or information used to calculate, analyse or plan something Merriam-Webster data
  • 9. “ Research is formalised curiosity. It is poking and prying with a purpose Zora Neale Hurston
  • 10. A set of principles (not a process) for creating digital experiences that are valued by end users The three foundations of Lean UX ● Design thinking Innovation through observation ● Agile software development Continuous delivery ● Build-Measure-Learn Lean Startup feedback loop Source: Lean UX (2013), Jeff Gothelf
  • 12. Source: Lean UX (2013), Jeff Gothelf
  • 13. Principles of Lean UX Aiming for Early customer validation Outcomes, not outputs Collaborative design Measuring KPIs Applying appropriate tools Further reading: ‘The Lean UX Manifesto’ - smashingmagazine.com, Anthony Viviano Instead of Releasing unknown end-user value Working on the next ‘cool’ feature Siloed product design & development Undefined success metrics Following a rigid plan
  • 14. Early customer validation ● Learning about real user needs ● 360° view of the customer ● Seeking customer validation or early failure Surveys User forms Call centre Usability tests Card sorting Support emails Review sites Analytics Diary studies Focus groups Outbound calls
  • 15. Outcomes, not output ● What problem are we trying to solve? ● Hypothesis statements: we believe that... ● User stories/JTBD
  • 16. Collaborative design ● Design studio method: create, pitch, critique ● Style guides and pattern libraries ● Cross-functional: product, business analyst, design & dev teams
  • 17. Measuring KPIs ● Acquisitions ● Activation ● Retention ● Referral ● Revenue
  • 18. Applying appropriate tools ● Done, not perfect ● User personas ● Identifying assumptions ● Prototyping
  • 19. _ Making meaning from data What data to use?
  • 20. Source: ‘When to use which UX methods’ - nngroup.com, Christian Rohrer
  • 21. What data to collect? Qualitative The “why” and “how” Understanding user logic Provides perspective, direct Looks like: usability testing, personas Quantitative The “how many/much” and “will they…” Understanding user patterns Provides tactical insight, indirect Looks like: A/B testing, analytics (heatmaps)
  • 22. Phases of product development ● Strategize (Qualitative/Quantitative) New ideas and opportunities ● Execute (Qualitative) “Go/No-Go” decisions ● Assess (Quantitative) Measurement of success Source: ‘When to use which UX methods’ - nngroup.com, Christian Rohrer
  • 23. Lean user testing ● Less users, more often ● Sketches validate value, visual mockups test brand effectiveness, prototypes provide direct insight ● Results fed straight into development
  • 24. User personas ● Fictional yet realistic, data-based description of a typical/target user ● Each persona represents a cluster of user behaviours/needs ● A tool to create empathy between us and the user
  • 25. Heatmaps ● Graphical/visual representation of data ● Insights into attention and distraction metrics ● Identifying problem areas ● Behavioural
  • 26. A/B testing ● Testing intuitions and assumptions ● Validating our qual insights ● Understanding the wide impact of design decisions ● Tactical
  • 27. What to A/B test first? The PIE framework ● Potential How much improvement can be made? ● Importance How valuable is the traffic to those pages? ● Ease How complex is the test to implement? Source: ‘How to prioritise [CRO] tests using PIE’ - widerfunnel.com, Chris Goward
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  • 31. _ Moving to data informed design Conclusion
  • 32. “ If I had asked people what they wanted, they would have said faster horses Henry Ford
  • 33. Data informed design ● Focus on key decisions Testable, tactical ● Define your hypothesis ● Choose your KPIs wisely Breadth of data ● Benchmark Set a control, compare like-for-like ● Analyse & Apply Design, collect, analyse, iterate Further reading: ‘Data informed design’ - uxforthemasses.com, Neil Turner
  • 34. _ Thank you! 16 June 2016 @LucindaBurtt