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Data > Insight
A design thinking approach to understanding
        data and what to do with it
Matt Mayfield

IIT Institute of Design
Graduate program in Design Research and Planning
Emphasis on methods to improve design thinking

Motorola Mobility (now a part of Google)
Mobile Devices and Services management
Emphasis on understanding the impact of mobility on daily life

Doblin Group (now a part of Monitor)
Innovation Strategy consulting
Emphasis on user-centered techniques for business innovation

Matt Mayfield - Oct 2011
Today


“Executives want better ways to communicate
complex insights so they can quickly absorb the
meaning of the data and take action.”
Big Data, Analytics and the Path From Insights to Value.
MIT Sloan Management review, winter 2011.




Matt Mayfield - Oct 2011
Drowning
 in Data
Portable People Meter   Nucleus Energy Manager
Aggregation to disaggregation

‘bazillion’-bytes



       petabytes



        terabytes


               bytes
                           individual activity   broad aggregation
 Matt Mayfield - Oct 2011
Aggregation to disaggregation

‘bazillion’-bytes

                                                                  Trends
       petabytes                                           Operations
                                                     Processes
        terabytes                                Devices
                                        Sensors
               bytes
                           individual activity             broad aggregation
 Matt Mayfield - Oct 2011
Aggregation to disaggregation

‘bazillion’-bytes
                                                        Public
                                                                        Trends
       petabytes                      Organizational
                                                                 Operations

                              Personal                 Processes
        terabytes                                Devices
                                         Sensors
               bytes
                           individual activity                   broad aggregation
 Matt Mayfield - Oct 2011
Data is dumb, we want insight




liposuction impacts property values?   Google Trends, Aug 2011



Matt Mayfield - Oct 2011
Visualization will save us?




Matt Mayfield - Oct 2011       Aaron Koblin
Interpretation
Affected by Bias
[bias] Anchoring
We are terribly bad at
revisiting our initial
assessment of a situation.
The initial framing of the
problem is hard to shake.




                          999-99-9999
Matt Mayfield - Oct 2011
[bias] Emotional tagging
We attach the emotions
and feelings associated with
remembered experiences
to the new situation. This
helps us decide if we should
deal with the situation or
not, and if so, what sorts of
things we might do.




Matt Mayfield - Oct 2011
[bias] Attribution
We tend to take credit for
positive outcomes but
attribute negative outcomes
to external factors. This
inclination is exaggerated by
our tendency to misperceive
the causes of events.


                                Politician


Matt Mayfield - Oct 2011
[bias] Complexity
“It is very difficult, if not
impossible, for an individual
decision maker to see an entire
complex system.”
G. Sargut and R. Gunther “Learning to Live With
Complexity” The Harvard Business Review,
September 2001.




Matt Mayfield - Oct 2011
[bias] Limited exposure
As our tools for finding
information try and predict what
we want, they begin to favor
what we “like”. This is in conflict
with our expectation that search
results are objective and
independent of our interests.
http://www.ted.com/talks/
eli_pariser_beware_online_filter_bubbles.html




Matt Mayfield - Oct 2011
Interpretation is
     Social
[social] Storytelling to understand




Matt Mayfield - Oct 2011
[social] Socializing improves insight
The process of transferring
knowledge requires both
socialization (person to
person) and externalization
(person to group).
Ikujiro Nonaka, Noboru Konno, The concept
of "Ba’: Building foundation for Knowledge
Creation. California Management Review
Vol 40, No.3 Spring 1998.




Matt Mayfield - Oct 2011
[social] Groupthink
Structural faults:
• insulation of the group
• lack of impartial leadership
• lack of norms requiring
  methodological procedures
• homogeneity of members' social
  backgrounds and ideology

Situational context:
• highly stressful external threats
• recent failures
• excessive difficulties on the
  decision-making task                      Kelly Blair, 2010, Wired Magazine
• moral dilemmas

Irving Janis, Victims of Groupthink, 1972
Matt Mayfield - Oct 2011
[social] Gathering people is not enough

Requires different workspaces and tools for different
collaboration stages.
Cheskin/Herman Miller Study, “Collaboration in Practice.” 2001.

Requires an organization and reward system that promote
team accomplishment rather than individualistic action.
Anne Donnellon, Team Talk, Harvard Business School Press, 1996

“Shared leadership” in complement with “vertical leadership.”
Craig L. Pearce, The Future of Leadership: Combining Vertical and Shared Leadership
to Transform Knowledge Work.




Matt Mayfield - Oct 2011
What can be done?
Increase diversity of thought
More perspectives and
views are better
                          Temperatures   Heat Index        Watches/Warnings
Deviant roles actually
can help...
                          Radar          Radar/satellite   Satellite




                          Jet Stream     RPM Forecast      Visibility




Matt Mayfield - Oct 2011   Wind speeds    Dew Point         Feels Like Temps
Make room for reflection




Matt Mayfield - Oct 2011
Seek out plausible alternatives

“The objective is not to get a more
accurate picture of the world around
us but to influence decision making
inside the mind of the decision
maker. The objective of good
scenarios is better decisions not
better predictions.”
Peter Schwartz, Co-Founder of Global Business Network,
The Business, 22/23 September 2002




Matt Mayfield - Oct 2011
Support collaboration
“[Collaboration is] the process of
creation: two or more individuals
with complementary skills interacting
to create a shared understanding that
none had previously possessed or
could have come to on their own.”
Michael Schrage, “No More Teams! Mastering the
Dynamics of Creative Collaboration.” Doubleday, New
York, 1995.




Matt Mayfield - Oct 2011
Use tools and methods
In an increasingly complex world, even
routine tasks have become so
complicated that mistakes are frequent.
Written guides that prevent them from
forgetting key steps in any complex
procedure.

Checklists help decentralize power: they
foster communication and teamwork
instead of relying on individual prowess.
The Checklists Manifesto: How to Get Things Right,
Atul Gawande.

Matt Mayfield - Oct 2011
Interpretation in
    Practice
   Data - Tools - Environments
Steelcase Leadership Community
“We are better leaders because
of this space.”
James Hacket, CEO, Steelcase Inc.

100 sq. ft. area, created in 1995 that
gathers the top 25 Steelcase executives.
Lots of informal meeting space, a large
central workspace with a “dashboard,”
shared private spaces on demand.

Results: increased communication
among leadership team, made top
executive faster in key processes and
in implementing changes.

Matt Mayfield - Oct 2011
Data > Insight
                    Insight is interpreted
                    Interpretation is affected by bias
                    Interpretation is socially improved
                    Tools and environments can help


Matt Mayfield - Oct 2011

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2011: The Role of Interpretation in Insight

  • 1. Data > Insight A design thinking approach to understanding data and what to do with it
  • 2. Matt Mayfield IIT Institute of Design Graduate program in Design Research and Planning Emphasis on methods to improve design thinking Motorola Mobility (now a part of Google) Mobile Devices and Services management Emphasis on understanding the impact of mobility on daily life Doblin Group (now a part of Monitor) Innovation Strategy consulting Emphasis on user-centered techniques for business innovation Matt Mayfield - Oct 2011
  • 3. Today “Executives want better ways to communicate complex insights so they can quickly absorb the meaning of the data and take action.” Big Data, Analytics and the Path From Insights to Value. MIT Sloan Management review, winter 2011. Matt Mayfield - Oct 2011
  • 5.
  • 6.
  • 7. Portable People Meter Nucleus Energy Manager
  • 8. Aggregation to disaggregation ‘bazillion’-bytes petabytes terabytes bytes individual activity broad aggregation Matt Mayfield - Oct 2011
  • 9. Aggregation to disaggregation ‘bazillion’-bytes Trends petabytes Operations Processes terabytes Devices Sensors bytes individual activity broad aggregation Matt Mayfield - Oct 2011
  • 10. Aggregation to disaggregation ‘bazillion’-bytes Public Trends petabytes Organizational Operations Personal Processes terabytes Devices Sensors bytes individual activity broad aggregation Matt Mayfield - Oct 2011
  • 11.
  • 12. Data is dumb, we want insight liposuction impacts property values? Google Trends, Aug 2011 Matt Mayfield - Oct 2011
  • 13. Visualization will save us? Matt Mayfield - Oct 2011 Aaron Koblin
  • 15. [bias] Anchoring We are terribly bad at revisiting our initial assessment of a situation. The initial framing of the problem is hard to shake. 999-99-9999 Matt Mayfield - Oct 2011
  • 16. [bias] Emotional tagging We attach the emotions and feelings associated with remembered experiences to the new situation. This helps us decide if we should deal with the situation or not, and if so, what sorts of things we might do. Matt Mayfield - Oct 2011
  • 17. [bias] Attribution We tend to take credit for positive outcomes but attribute negative outcomes to external factors. This inclination is exaggerated by our tendency to misperceive the causes of events. Politician Matt Mayfield - Oct 2011
  • 18. [bias] Complexity “It is very difficult, if not impossible, for an individual decision maker to see an entire complex system.” G. Sargut and R. Gunther “Learning to Live With Complexity” The Harvard Business Review, September 2001. Matt Mayfield - Oct 2011
  • 19. [bias] Limited exposure As our tools for finding information try and predict what we want, they begin to favor what we “like”. This is in conflict with our expectation that search results are objective and independent of our interests. http://www.ted.com/talks/ eli_pariser_beware_online_filter_bubbles.html Matt Mayfield - Oct 2011
  • 21. [social] Storytelling to understand Matt Mayfield - Oct 2011
  • 22. [social] Socializing improves insight The process of transferring knowledge requires both socialization (person to person) and externalization (person to group). Ikujiro Nonaka, Noboru Konno, The concept of "Ba’: Building foundation for Knowledge Creation. California Management Review Vol 40, No.3 Spring 1998. Matt Mayfield - Oct 2011
  • 23. [social] Groupthink Structural faults: • insulation of the group • lack of impartial leadership • lack of norms requiring methodological procedures • homogeneity of members' social backgrounds and ideology Situational context: • highly stressful external threats • recent failures • excessive difficulties on the decision-making task Kelly Blair, 2010, Wired Magazine • moral dilemmas Irving Janis, Victims of Groupthink, 1972 Matt Mayfield - Oct 2011
  • 24. [social] Gathering people is not enough Requires different workspaces and tools for different collaboration stages. Cheskin/Herman Miller Study, “Collaboration in Practice.” 2001. Requires an organization and reward system that promote team accomplishment rather than individualistic action. Anne Donnellon, Team Talk, Harvard Business School Press, 1996 “Shared leadership” in complement with “vertical leadership.” Craig L. Pearce, The Future of Leadership: Combining Vertical and Shared Leadership to Transform Knowledge Work. Matt Mayfield - Oct 2011
  • 25. What can be done?
  • 26. Increase diversity of thought More perspectives and views are better Temperatures Heat Index Watches/Warnings Deviant roles actually can help... Radar Radar/satellite Satellite Jet Stream RPM Forecast Visibility Matt Mayfield - Oct 2011 Wind speeds Dew Point Feels Like Temps
  • 27. Make room for reflection Matt Mayfield - Oct 2011
  • 28. Seek out plausible alternatives “The objective is not to get a more accurate picture of the world around us but to influence decision making inside the mind of the decision maker. The objective of good scenarios is better decisions not better predictions.” Peter Schwartz, Co-Founder of Global Business Network, The Business, 22/23 September 2002 Matt Mayfield - Oct 2011
  • 29. Support collaboration “[Collaboration is] the process of creation: two or more individuals with complementary skills interacting to create a shared understanding that none had previously possessed or could have come to on their own.” Michael Schrage, “No More Teams! Mastering the Dynamics of Creative Collaboration.” Doubleday, New York, 1995. Matt Mayfield - Oct 2011
  • 30. Use tools and methods In an increasingly complex world, even routine tasks have become so complicated that mistakes are frequent. Written guides that prevent them from forgetting key steps in any complex procedure. Checklists help decentralize power: they foster communication and teamwork instead of relying on individual prowess. The Checklists Manifesto: How to Get Things Right, Atul Gawande. Matt Mayfield - Oct 2011
  • 31. Interpretation in Practice Data - Tools - Environments
  • 32.
  • 33.
  • 34. Steelcase Leadership Community “We are better leaders because of this space.” James Hacket, CEO, Steelcase Inc. 100 sq. ft. area, created in 1995 that gathers the top 25 Steelcase executives. Lots of informal meeting space, a large central workspace with a “dashboard,” shared private spaces on demand. Results: increased communication among leadership team, made top executive faster in key processes and in implementing changes. Matt Mayfield - Oct 2011
  • 35.
  • 36.
  • 37. Data > Insight Insight is interpreted Interpretation is affected by bias Interpretation is socially improved Tools and environments can help Matt Mayfield - Oct 2011