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Data-driven UX
What it takes and how do we get there?
Emmanuelle Boloix, Ph.D.
Who am I?
https://www.linkedin.com/in/eboloix/
• Design thinking workshops
• Creativity workshop
• Stakeholder interviews
• Quick user feedback
• Context mapping
• Communication mapping
• Participatory design
• Surveys…
Define Ideate Prototype DeliverUnderstand
• Usability testing
• User interviews
• Surveys
• User experience questionnaires
• SUS
• SUPR-Q
• NPS…
• User interviews
• Stakeholder interviews
• Contextual inquiries
• Observations
• Surveys
• Card sorting
• Eye tracking
• Heuristic evaluations…
User-Centered Design
Data-driven UX: Measuring UX at every phase
of the UCD process
“The good thing about data? It speaks for itself.”
Define Ideate Prototype DeliverUnderstand
• Measure and
understand the
various parts of
the ecosystem
• Cross-reference
and validate
insights
• Protect the
researchers against
their own biases
• Inform decision
• Strategize the
roadmap
• Benchmark solution UX
• Monitor UX health
• Identify areas and group
of adoption risk
• Predict user adoption
• Measure user adoption
Define Ideate Prototype DeliverUnderstand
Distribution tower
Responsible for planning and delivering materials
and personnel to the crews on the wellsite
Objective:
Rethink the distribution tower to unlock
potentialities
Define Ideate Prototype DeliverUnderstand
From user interviews and
observations to data
• 5 user roles identified
• Users have a capital support role for field operation: if
they fail, operations cannot run
• Major issues experienced by users are:
• Communication failures
• Poor handover between teams
• Software systems unfit to user needs
• Creation of shadow systems
Understand
Logging data is a key
part of the process
toward data-driven UX
It allows:
• Coding insights and discover invisible
patterns
• Preserve the integrity of the qualitative
data against researcher biases
(empathy bias, memory bias,
confirmation bias…)
Understand
Demo
What do the numbers tell us?
• Communication seem to fail for most user roles, and particularly for the user role 5  What is happening
exactly?
• Handover is a major issue to user roles 1 and 5  Why? How?
• Current systems seem to fail all user roles, and all user roles have created their own shadow systems
0
1
2
3
4
5
6
7
8
9
COMMUNICATION HANDOVER SYSTEM FAILURE SHADOW SYSTEM
NUMBEROFISSUES
User role 1
User role 2
User role 3
User role 4
User role 5
Understand
What does that tell us about the
solution?
Systems are unfit for purpose for all users
• Exploration of shadow system reveals that current modules for personnel
planning and materials planning are unfit for purpose and need to be
redesigned
Communication and handover
• Communication and handover between user roles are a big issue and raised
more questions
Define Ideate
Define Ideate Prototype DeliverUnderstand
Creativity workshops and
surveys can help
answering additional
questions
Define IdeateUnderstand
From maps to data
0 2 4 6 8 10 12 14
User role 2
User role 4
User role 5
User role 3
User role 1
Number of topic exchanged between user role 5 and
their main contacts
Communication mapping survey
User role 5 only pushes information to contact 1 User role 1 is dependent on user role 5 on a lot
of topics
0% 20% 40% 60% 80% 100%
User role 2
User role 4
User role 3
User role 5
User role 1
Communication direction between user role 5 and their
main contacts
To
From
Define Ideate
What does that tell us about the
solution?
Communication and handover
• Reorganize seating so that user role 1 and user role 5 are now sitting next to
each other: force communication and increase quality of information
handover
Systems and shadow systems
• Exploration of shadow system reveals that current modules for personnel
planning and materials planning are unfit for purpose and need to be
redesigned
Define Ideate
How can data
help the
stakeholders
strategize the
roadmap?
0%
20%
40%
60%
80%
100%
User roles affected Number of users
Materials planning Personnel planning
Define Ideate
Define Ideate Prototype DeliverUnderstand
Usability testing Prototype Deliver
What type of issues for users?
0%
2%
4%
6%
8%
10%
12%
14%
16%
History Materials
planning
Personnel
planning
Data History Materials
planning
Personnel
planning
Data History Materials
planning
Personnel
planning
LIKE Unmet need Usability
Percentageofissues
Prototype Deliver
Tracking UX issues and fixes Prototype Deliver
Usability testing issues tracking
0
5
10
15
20
25
30
35
40
FURTHER VERSION IN QUEUE NEED BUSINESS DECISION TRAINING
Unmet need
Usability
Prototype Deliver
Tracking issues across solution releases
Release 1 Release 2 Release 3
Tracking usability testing fixes across time
Evolution of “unmet needs” issues Evolution of “usability issues”
0
5
10
15
20
25
30
35
40
FURTHER RELEASE IN QUEUE NEED BUSINESS
DECISION
TRAINING
RELEASE 1 RELEASE 2 RELEASE 3
0
5
10
15
20
25
30
35
40
FURTHER RELEASE IN QUEUE NEED BUSINESS
DECISION
TRAINING
RELEASE 1 RELEASE 2 RELEASE 3
Benchmarking and predicting user adoption
Legacy system Release 1 Release 2 Release 3
0
20
40
60
80
100
User group 1 User group 2
Legacy system
Release 1
Benchmarking UX and predict adoption
Track the UX health of your solution
across groups
Track the UX health of your solution
over time
0
20
40
60
80
100
Legacy system Release 1 Release 2 Release 3
*
Every data you analyze is a piece of the puzzle
The major
obstacles to
data-driven UX
Limited access to users
Team/stakeholders need feedback right away
Limited amount of time: UX Unicorn working on
several project
Strong insights from few interviews
Insufficient training in data analysis
Thank you

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Data-Driven UX: Measuring UX at Every Phase

  • 1. Data-driven UX What it takes and how do we get there? Emmanuelle Boloix, Ph.D.
  • 3. • Design thinking workshops • Creativity workshop • Stakeholder interviews • Quick user feedback • Context mapping • Communication mapping • Participatory design • Surveys… Define Ideate Prototype DeliverUnderstand • Usability testing • User interviews • Surveys • User experience questionnaires • SUS • SUPR-Q • NPS… • User interviews • Stakeholder interviews • Contextual inquiries • Observations • Surveys • Card sorting • Eye tracking • Heuristic evaluations… User-Centered Design
  • 4. Data-driven UX: Measuring UX at every phase of the UCD process “The good thing about data? It speaks for itself.” Define Ideate Prototype DeliverUnderstand • Measure and understand the various parts of the ecosystem • Cross-reference and validate insights • Protect the researchers against their own biases • Inform decision • Strategize the roadmap • Benchmark solution UX • Monitor UX health • Identify areas and group of adoption risk • Predict user adoption • Measure user adoption Define Ideate Prototype DeliverUnderstand
  • 5. Distribution tower Responsible for planning and delivering materials and personnel to the crews on the wellsite Objective: Rethink the distribution tower to unlock potentialities
  • 6. Define Ideate Prototype DeliverUnderstand
  • 7. From user interviews and observations to data • 5 user roles identified • Users have a capital support role for field operation: if they fail, operations cannot run • Major issues experienced by users are: • Communication failures • Poor handover between teams • Software systems unfit to user needs • Creation of shadow systems Understand
  • 8. Logging data is a key part of the process toward data-driven UX It allows: • Coding insights and discover invisible patterns • Preserve the integrity of the qualitative data against researcher biases (empathy bias, memory bias, confirmation bias…) Understand
  • 10. What do the numbers tell us? • Communication seem to fail for most user roles, and particularly for the user role 5  What is happening exactly? • Handover is a major issue to user roles 1 and 5  Why? How? • Current systems seem to fail all user roles, and all user roles have created their own shadow systems 0 1 2 3 4 5 6 7 8 9 COMMUNICATION HANDOVER SYSTEM FAILURE SHADOW SYSTEM NUMBEROFISSUES User role 1 User role 2 User role 3 User role 4 User role 5 Understand
  • 11. What does that tell us about the solution? Systems are unfit for purpose for all users • Exploration of shadow system reveals that current modules for personnel planning and materials planning are unfit for purpose and need to be redesigned Communication and handover • Communication and handover between user roles are a big issue and raised more questions Define Ideate
  • 12. Define Ideate Prototype DeliverUnderstand
  • 13. Creativity workshops and surveys can help answering additional questions Define IdeateUnderstand
  • 14. From maps to data
  • 15. 0 2 4 6 8 10 12 14 User role 2 User role 4 User role 5 User role 3 User role 1 Number of topic exchanged between user role 5 and their main contacts Communication mapping survey User role 5 only pushes information to contact 1 User role 1 is dependent on user role 5 on a lot of topics 0% 20% 40% 60% 80% 100% User role 2 User role 4 User role 3 User role 5 User role 1 Communication direction between user role 5 and their main contacts To From Define Ideate
  • 16. What does that tell us about the solution? Communication and handover • Reorganize seating so that user role 1 and user role 5 are now sitting next to each other: force communication and increase quality of information handover Systems and shadow systems • Exploration of shadow system reveals that current modules for personnel planning and materials planning are unfit for purpose and need to be redesigned Define Ideate
  • 17. How can data help the stakeholders strategize the roadmap? 0% 20% 40% 60% 80% 100% User roles affected Number of users Materials planning Personnel planning Define Ideate
  • 18. Define Ideate Prototype DeliverUnderstand
  • 20. What type of issues for users? 0% 2% 4% 6% 8% 10% 12% 14% 16% History Materials planning Personnel planning Data History Materials planning Personnel planning Data History Materials planning Personnel planning LIKE Unmet need Usability Percentageofissues Prototype Deliver
  • 21. Tracking UX issues and fixes Prototype Deliver
  • 22. Usability testing issues tracking 0 5 10 15 20 25 30 35 40 FURTHER VERSION IN QUEUE NEED BUSINESS DECISION TRAINING Unmet need Usability Prototype Deliver
  • 23. Tracking issues across solution releases Release 1 Release 2 Release 3
  • 24. Tracking usability testing fixes across time Evolution of “unmet needs” issues Evolution of “usability issues” 0 5 10 15 20 25 30 35 40 FURTHER RELEASE IN QUEUE NEED BUSINESS DECISION TRAINING RELEASE 1 RELEASE 2 RELEASE 3 0 5 10 15 20 25 30 35 40 FURTHER RELEASE IN QUEUE NEED BUSINESS DECISION TRAINING RELEASE 1 RELEASE 2 RELEASE 3
  • 25. Benchmarking and predicting user adoption Legacy system Release 1 Release 2 Release 3
  • 26. 0 20 40 60 80 100 User group 1 User group 2 Legacy system Release 1 Benchmarking UX and predict adoption Track the UX health of your solution across groups Track the UX health of your solution over time 0 20 40 60 80 100 Legacy system Release 1 Release 2 Release 3 *
  • 27. Every data you analyze is a piece of the puzzle
  • 28. The major obstacles to data-driven UX Limited access to users Team/stakeholders need feedback right away Limited amount of time: UX Unicorn working on several project Strong insights from few interviews Insufficient training in data analysis