SlideShare a Scribd company logo
1 of 18
WHAT IS DATA
ANALYSIS?
VISUAL ANALYTICS
WHAT IS THIS?
HOW MANY 8s?
    10    8   10   9   10    7   8     6
          6   8    8    8    6   8     5
    13    7   13   8   13   12   8     7

     9    8   9    8    9    7   8     8

    11    8   11   9   11    7   8     8
    14    9   14   8   14    8   8     7
     6    7   6    6    6    6   8     5
     4    4   4    3    4    5   19   12
    12   10   12   9   12    8   8     5

     7    4   7    7    7    6   8     7

     5    5   5    4    5    5   8     6
HOW MANY 8s?
    10   8    10   9   10   7    8    6
         6    8    8   8    6    8    5
    13   7    13   8   13   12   8    7
    9    8    9    8   9    7    8    8
    11   8    11   9   11   7    8    8
    14   9    14   8   14   8    8    7
    6    7    6    6   6    6    8    5
    4    4    4    3   4    5    19   12
    12   10   12   9   12   8    8    5
    7    4    7    7   7    6    8    7
    5    5    5    4   5    5    8    6
PRE-ATTENTIVE
ATTRIBUTES
OF VISUAL PERCEPTION
⠿ Form
 ⠕ Length
 ⠕ Width
 ⠕ Orientation
 ⠕ Size
 ⠕ Shape
 ⠕ Curvature
 ⠕ Enclosure
 ⠕ Spatial Grouping
 ⠕ Blur
PRE-ATTENTIVE
ATTRIBUTES
OF VISUAL PERCEPTION
⠿ Color
  ⠕ Hue

  ⠕ Intensity

⠿Spatial Position
  ⠕ 2D Position

⠿Motion
  ⠕ Direction
VISUAL ANALYSIS
 MIGHT SAVE YOUR JOB!
                                  I                  II                 III                  IV
                           x           y      x           y      x             y      x           y
                           10.0        8.04   10.0        9.14   10.0          7.46    8.0            6.58
                            8.0        6.95    8.0        8.14    8.0          6.77    8.0            5.76
                           13.0        7.58   13.0        8.74   13.0         12.74    8.0            7.71
                            9.0        8.81    9.0        8.77    9.0          7.11    8.0            8.84
                           11.0        8.33   11.0        9.26   11.0          7.81    8.0            8.47
                           14.0        9.96   14.0        8.10   14.0          8.84    8.0            7.04
                            6.0        7.24    6.0        6.13    6.0          6.08    8.0            5.25
                            4.0        4.26    4.0        3.10    4.0          5.39   19.0        12.50
                           12.0       10.84   12.0        9.13   12.0          8.15    8.0            5.56
                            7.0        4.82    7.0        7.26    7.0          6.42    8.0            7.91
                            5.0        5.68    5.0        4.74    5.0          5.73    8.0            6.89


the mean of the x values is 9.0,
mean of y values is 7.5,
they all have nearly identical variances, correlations, and regression
ANSCOMBE’S QUARTET




   ANSCOMBE’S QUARTET
CYCLE OF VISUAL
  ANALYSIS

  Incremental
  Expressive
  Unified Direct




Copyright 2003, Tableau Software, INC.
INCREMENTAL
PROVIDE THE OPPORTUNITY TO CHANGE THE DATA
PRESENTED FOR ANALYSIS AND CHANGE THE LEVEL OF
DETAIL
EXPRESSIVE
THERE IS NO SINGLE CORRECT VIEW FOR ALL TASKS AND
ALL DATA
UNIFIED
STAY IN THE FLOW OF THE CYCLE OF VISUAL
ANALYSIS.

NEW QUESTIONS, NEW DATA, NEW VIEWS, BUT STAY IN THE
FLOW OF THE WORK
DIRECT
GENERATE EFFECTIVE
VIEWS OF DATA
⠿Communicate all of the data
⠿Communicate only the data
⠿Leverage the human perceptual system
⠿Be understandable
⠿Be interpretable
THANK YOU

More Related Content

Similar to Powerhouse Factories, Data Analysis

Visual Analytics Best Practices
Visual Analytics Best PracticesVisual Analytics Best Practices
Visual Analytics Best PracticesTableau Software
 
Humanizing Data Analysis
Humanizing Data AnalysisHumanizing Data Analysis
Humanizing Data AnalysisJan Aerts
 
Information Visualization: See Patterns, Gain Insights & Make Decisions
Information Visualization: See Patterns, Gain Insights & Make DecisionsInformation Visualization: See Patterns, Gain Insights & Make Decisions
Information Visualization: See Patterns, Gain Insights & Make DecisionsUniversity of Maryland
 
Info vis 4-22-2013-dc-vis-meetup-shneiderman
Info vis 4-22-2013-dc-vis-meetup-shneidermanInfo vis 4-22-2013-dc-vis-meetup-shneiderman
Info vis 4-22-2013-dc-vis-meetup-shneidermanUniversity of Maryland
 
MICE Midtern results 1/2553 (PSU TRANG)
MICE Midtern results 1/2553 (PSU TRANG)MICE Midtern results 1/2553 (PSU TRANG)
MICE Midtern results 1/2553 (PSU TRANG)Pavit Tansakul
 
Information Visualization for Knowledge Discovery
Information Visualization for Knowledge DiscoveryInformation Visualization for Knowledge Discovery
Information Visualization for Knowledge DiscoveryUniversity of Maryland
 
Information Visualization for Medical Informatics
Information Visualization for Medical Informatics Information Visualization for Medical Informatics
Information Visualization for Medical Informatics University of Maryland
 
Healthcare Quality Improvement Tools
Healthcare Quality Improvement ToolsHealthcare Quality Improvement Tools
Healthcare Quality Improvement ToolsMac Pro
 
Atlanta SQL Saturday
Atlanta SQL SaturdayAtlanta SQL Saturday
Atlanta SQL SaturdayDaniel Murray
 
Comparativo estudios de_opinion
Comparativo estudios de_opinionComparativo estudios de_opinion
Comparativo estudios de_opinionMartin Triana
 
Best Practices for Killer Data Visualization
Best Practices for Killer Data VisualizationBest Practices for Killer Data Visualization
Best Practices for Killer Data VisualizationQualtrics
 
Sft wfh girls_z_2_5
Sft wfh girls_z_2_5Sft wfh girls_z_2_5
Sft wfh girls_z_2_5cmml0702
 
NAG - Jefferson Township SD General Data
NAG - Jefferson Township SD General DataNAG - Jefferson Township SD General Data
NAG - Jefferson Township SD General DataCarole Rafferty
 
Result sensex valuation october 2011
Result sensex valuation october 2011Result sensex valuation october 2011
Result sensex valuation october 2011Tanesh Gagnani
 

Similar to Powerhouse Factories, Data Analysis (20)

Visual Analytics Best Practices
Visual Analytics Best PracticesVisual Analytics Best Practices
Visual Analytics Best Practices
 
Humanizing Data Analysis
Humanizing Data AnalysisHumanizing Data Analysis
Humanizing Data Analysis
 
Google nyc-6-3-2011
Google nyc-6-3-2011Google nyc-6-3-2011
Google nyc-6-3-2011
 
Information Visualization: See Patterns, Gain Insights & Make Decisions
Information Visualization: See Patterns, Gain Insights & Make DecisionsInformation Visualization: See Patterns, Gain Insights & Make Decisions
Information Visualization: See Patterns, Gain Insights & Make Decisions
 
Info vis 4-22-2013-dc-vis-meetup-shneiderman
Info vis 4-22-2013-dc-vis-meetup-shneidermanInfo vis 4-22-2013-dc-vis-meetup-shneiderman
Info vis 4-22-2013-dc-vis-meetup-shneiderman
 
MICE Midtern results 1/2553 (PSU TRANG)
MICE Midtern results 1/2553 (PSU TRANG)MICE Midtern results 1/2553 (PSU TRANG)
MICE Midtern results 1/2553 (PSU TRANG)
 
Info vis 12-2012-v17-shneiderman
Info vis 12-2012-v17-shneidermanInfo vis 12-2012-v17-shneiderman
Info vis 12-2012-v17-shneiderman
 
Information Visualization for Knowledge Discovery
Information Visualization for Knowledge DiscoveryInformation Visualization for Knowledge Discovery
Information Visualization for Knowledge Discovery
 
Information Visualization for Medical Informatics
Information Visualization for Medical Informatics Information Visualization for Medical Informatics
Information Visualization for Medical Informatics
 
Healthcare Quality Improvement Tools
Healthcare Quality Improvement ToolsHealthcare Quality Improvement Tools
Healthcare Quality Improvement Tools
 
Atlanta SQL Saturday
Atlanta SQL SaturdayAtlanta SQL Saturday
Atlanta SQL Saturday
 
Reporte Notas
Reporte NotasReporte Notas
Reporte Notas
 
Comparativo estudios de_opinion
Comparativo estudios de_opinionComparativo estudios de_opinion
Comparativo estudios de_opinion
 
Geospatial visual analytics
Geospatial visual analyticsGeospatial visual analytics
Geospatial visual analytics
 
Best Practices for Killer Data Visualization
Best Practices for Killer Data VisualizationBest Practices for Killer Data Visualization
Best Practices for Killer Data Visualization
 
Malhotra15
Malhotra15Malhotra15
Malhotra15
 
Sft wfh girls_z_2_5
Sft wfh girls_z_2_5Sft wfh girls_z_2_5
Sft wfh girls_z_2_5
 
NAG - Jefferson Township SD General Data
NAG - Jefferson Township SD General DataNAG - Jefferson Township SD General Data
NAG - Jefferson Township SD General Data
 
Result sensex valuation october 2011
Result sensex valuation october 2011Result sensex valuation october 2011
Result sensex valuation october 2011
 
Carrier Rate Change 2013
Carrier Rate Change 2013Carrier Rate Change 2013
Carrier Rate Change 2013
 

Recently uploaded

Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communicationskarancommunications
 
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...Dave Litwiller
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdfRenandantas16
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxAndy Lambert
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayNZSG
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLSeo
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Delhi Call girls
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsP&CO
 
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsCash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsApsara Of India
 
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurVIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurSuhani Kapoor
 
GD Birla and his contribution in management
GD Birla and his contribution in managementGD Birla and his contribution in management
GD Birla and his contribution in managementchhavia330
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation SlidesKeppelCorporation
 
M.C Lodges -- Guest House in Jhang.
M.C Lodges --  Guest House in Jhang.M.C Lodges --  Guest House in Jhang.
M.C Lodges -- Guest House in Jhang.Aaiza Hassan
 
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Tina Ji
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear RegressionRavindra Nath Shukla
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfPaul Menig
 
HONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael HawkinsHONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael HawkinsMichael W. Hawkins
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMANIlamathiKannappan
 

Recently uploaded (20)

Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communications
 
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptx
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 May
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and pains
 
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsCash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
 
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurVIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
 
GD Birla and his contribution in management
GD Birla and his contribution in managementGD Birla and his contribution in management
GD Birla and his contribution in management
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
 
M.C Lodges -- Guest House in Jhang.
M.C Lodges --  Guest House in Jhang.M.C Lodges --  Guest House in Jhang.
M.C Lodges -- Guest House in Jhang.
 
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
 
Nepali Escort Girl Kakori \ 9548273370 Indian Call Girls Service Lucknow ₹,9517
Nepali Escort Girl Kakori \ 9548273370 Indian Call Girls Service Lucknow ₹,9517Nepali Escort Girl Kakori \ 9548273370 Indian Call Girls Service Lucknow ₹,9517
Nepali Escort Girl Kakori \ 9548273370 Indian Call Girls Service Lucknow ₹,9517
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear Regression
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdf
 
HONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael HawkinsHONOR Veterans Event Keynote by Michael Hawkins
HONOR Veterans Event Keynote by Michael Hawkins
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMAN
 

Powerhouse Factories, Data Analysis

  • 1.
  • 5. HOW MANY 8s? 10 8 10 9 10 7 8 6 6 8 8 8 6 8 5 13 7 13 8 13 12 8 7 9 8 9 8 9 7 8 8 11 8 11 9 11 7 8 8 14 9 14 8 14 8 8 7 6 7 6 6 6 6 8 5 4 4 4 3 4 5 19 12 12 10 12 9 12 8 8 5 7 4 7 7 7 6 8 7 5 5 5 4 5 5 8 6
  • 6. HOW MANY 8s? 10 8 10 9 10 7 8 6 6 8 8 8 6 8 5 13 7 13 8 13 12 8 7 9 8 9 8 9 7 8 8 11 8 11 9 11 7 8 8 14 9 14 8 14 8 8 7 6 7 6 6 6 6 8 5 4 4 4 3 4 5 19 12 12 10 12 9 12 8 8 5 7 4 7 7 7 6 8 7 5 5 5 4 5 5 8 6
  • 7. PRE-ATTENTIVE ATTRIBUTES OF VISUAL PERCEPTION ⠿ Form ⠕ Length ⠕ Width ⠕ Orientation ⠕ Size ⠕ Shape ⠕ Curvature ⠕ Enclosure ⠕ Spatial Grouping ⠕ Blur
  • 8. PRE-ATTENTIVE ATTRIBUTES OF VISUAL PERCEPTION ⠿ Color ⠕ Hue ⠕ Intensity ⠿Spatial Position ⠕ 2D Position ⠿Motion ⠕ Direction
  • 9. VISUAL ANALYSIS MIGHT SAVE YOUR JOB! I II III IV x y x y x y x y 10.0 8.04 10.0 9.14 10.0 7.46 8.0 6.58 8.0 6.95 8.0 8.14 8.0 6.77 8.0 5.76 13.0 7.58 13.0 8.74 13.0 12.74 8.0 7.71 9.0 8.81 9.0 8.77 9.0 7.11 8.0 8.84 11.0 8.33 11.0 9.26 11.0 7.81 8.0 8.47 14.0 9.96 14.0 8.10 14.0 8.84 8.0 7.04 6.0 7.24 6.0 6.13 6.0 6.08 8.0 5.25 4.0 4.26 4.0 3.10 4.0 5.39 19.0 12.50 12.0 10.84 12.0 9.13 12.0 8.15 8.0 5.56 7.0 4.82 7.0 7.26 7.0 6.42 8.0 7.91 5.0 5.68 5.0 4.74 5.0 5.73 8.0 6.89 the mean of the x values is 9.0, mean of y values is 7.5, they all have nearly identical variances, correlations, and regression
  • 10. ANSCOMBE’S QUARTET ANSCOMBE’S QUARTET
  • 11. CYCLE OF VISUAL ANALYSIS Incremental Expressive Unified Direct Copyright 2003, Tableau Software, INC.
  • 12. INCREMENTAL PROVIDE THE OPPORTUNITY TO CHANGE THE DATA PRESENTED FOR ANALYSIS AND CHANGE THE LEVEL OF DETAIL
  • 13. EXPRESSIVE THERE IS NO SINGLE CORRECT VIEW FOR ALL TASKS AND ALL DATA
  • 14. UNIFIED STAY IN THE FLOW OF THE CYCLE OF VISUAL ANALYSIS. NEW QUESTIONS, NEW DATA, NEW VIEWS, BUT STAY IN THE FLOW OF THE WORK
  • 16. GENERATE EFFECTIVE VIEWS OF DATA ⠿Communicate all of the data ⠿Communicate only the data ⠿Leverage the human perceptual system ⠿Be understandable ⠿Be interpretable
  • 17.

Editor's Notes

  1. Provide the opportunity to change the data presented for analysis and change the level of detail
  2. There is no single correct view for all tasks and all data.