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from Big Data
to Big Understanding
Big Data & Data Visualizations
Big Data
Big Data
Big Data != Lots of Data

THE THREE V'S

Volume

Velocity

Variety
Big Data
Big Data != Lots of Data

THE THREE V'S

Volume

- OK, Big Data = Lots of Data (sometimes)
- No objective size at which this is a problem
Big Data != Lots of Data

THE THREE V'S

Velocity

- Real-Time?

- TPM (Tweets Per Minute)
Big Data != Lots of Data

THE THREE V'S

Variety

- Data coming in from a variety of sources
- Internal, External
- Different Formats
Data Visualization
Why should we be interested in visualization? Because the
 human visual system is a pattern seeker of enormous power
 and subtlety. The eye and the visual cortex of the brain form
 a massively parallel processor that provides the highest-
 bandwidth channel into human cognitive centers. At higher
 levels of processing, perception and cognition are closely
 interrelated, which is the        reason why the words
 “understanding” and “seeing” are synonymous.

- Colin Ware, 2000
Visualization Defined
"the use of interactive visual representations of
  abstract data to amplify cognition" - Colin Ware,
  2004

"the use of computer-supported, interactive, visual
  representations of abstract data to amplify
  cognition" -Ben Schneiderman , U of Maryland,
  1999
Big Data & Visualization – Use Caution
“Unquestioning empiricists” - trust analysis over judgment
“visceral decision makers” - go exclusively with their gut
“Informed skeptics”—the employees best equipped to make
   good decisions—effectively balance judgment and analysis,
   possess strong analytic skills, and listen to others’ opinions
   but are willing to dissent. They’re the kind of data-savvy
   workers every company should try to cultivate. However, we
   found that only 38% of employees, and 50% of senior
   managers, fall into this group.

- Shvetank Shah, Andrew Horne, and Jaime Capellá for Harvard Business Review
Big Data Visualization
Volume: How do we visualize all this data?

Schniederman's Mantra:
"Overview First, Zoom & Filter,
 then Details-on-Demand“

e.g. http://internet-map.net/
Big Data Visualization
Velocity: How do we deliver changing data?

Real-Time Visualization
http://tweetping.net/

Dashboards
http://chartbeat.com/demo/
Big Data Visualization
Variety: How do we deal with all these dimensions?
Multivariate Visualization
- encode as much as possible: placement, size,
   color, shape, direction
- use the right chart: some chart types (parallel
   coordinates) are naturally suited for multivariate
   visualization
- don't forget small multiples - sometimes the best
   chart is more charts
Big Data Visualization - Variety
Interactivity & Dashboards
http://pmbi4.cldpromorphics.com:8080/dashboards/DashboardPortal1.htm

Visualizations as Portals
http://clearcongressproject.com/


Metrics != Data
Metrics > Data

Understanding...
Big Understanding
data != understanding
Elon Musk vs The New York Times

Visualization gets us part way there
BUT people are the key

Specialists
--------------------> Literacy
-------------------------------------------> Culture
Big Thanks
Thanks for listening!

email: tgibes@promorphics.com
twitter: @tomgibes

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Big Data & Visualizations

  • 1. from Big Data to Big Understanding Big Data & Data Visualizations
  • 4. Big Data != Lots of Data THE THREE V'S Volume Velocity Variety
  • 6. Big Data != Lots of Data THE THREE V'S Volume - OK, Big Data = Lots of Data (sometimes) - No objective size at which this is a problem
  • 7. Big Data != Lots of Data THE THREE V'S Velocity - Real-Time? - TPM (Tweets Per Minute)
  • 8. Big Data != Lots of Data THE THREE V'S Variety - Data coming in from a variety of sources - Internal, External - Different Formats
  • 9. Data Visualization Why should we be interested in visualization? Because the human visual system is a pattern seeker of enormous power and subtlety. The eye and the visual cortex of the brain form a massively parallel processor that provides the highest- bandwidth channel into human cognitive centers. At higher levels of processing, perception and cognition are closely interrelated, which is the reason why the words “understanding” and “seeing” are synonymous. - Colin Ware, 2000
  • 10. Visualization Defined "the use of interactive visual representations of abstract data to amplify cognition" - Colin Ware, 2004 "the use of computer-supported, interactive, visual representations of abstract data to amplify cognition" -Ben Schneiderman , U of Maryland, 1999
  • 11. Big Data & Visualization – Use Caution “Unquestioning empiricists” - trust analysis over judgment “visceral decision makers” - go exclusively with their gut “Informed skeptics”—the employees best equipped to make good decisions—effectively balance judgment and analysis, possess strong analytic skills, and listen to others’ opinions but are willing to dissent. They’re the kind of data-savvy workers every company should try to cultivate. However, we found that only 38% of employees, and 50% of senior managers, fall into this group. - Shvetank Shah, Andrew Horne, and Jaime Capellá for Harvard Business Review
  • 12. Big Data Visualization Volume: How do we visualize all this data? Schniederman's Mantra: "Overview First, Zoom & Filter, then Details-on-Demand“ e.g. http://internet-map.net/
  • 13. Big Data Visualization Velocity: How do we deliver changing data? Real-Time Visualization http://tweetping.net/ Dashboards http://chartbeat.com/demo/
  • 14. Big Data Visualization Variety: How do we deal with all these dimensions? Multivariate Visualization - encode as much as possible: placement, size, color, shape, direction - use the right chart: some chart types (parallel coordinates) are naturally suited for multivariate visualization - don't forget small multiples - sometimes the best chart is more charts
  • 15. Big Data Visualization - Variety Interactivity & Dashboards http://pmbi4.cldpromorphics.com:8080/dashboards/DashboardPortal1.htm Visualizations as Portals http://clearcongressproject.com/ Metrics != Data Metrics > Data Understanding...
  • 16. Big Understanding data != understanding Elon Musk vs The New York Times Visualization gets us part way there BUT people are the key Specialists --------------------> Literacy -------------------------------------------> Culture
  • 17. Big Thanks Thanks for listening! email: tgibes@promorphics.com twitter: @tomgibes