SlideShare ist ein Scribd-Unternehmen logo
1 von 31
Downloaden Sie, um offline zu lesen
Principles of Analytical
          Design



Nicolas Garcia Belmonte - @philogb - Sept. 2011
I use Web Standards to create Data Visualizations.
I’m the author of two JavaScript data visualization
                   frameworks.



    PhiloGL                  JavaScript InfoVis Toolkit
Fundamental Principles of
     Analytical Design (Tufte)

1 - Comparisons
2 - Causality, mechanism, structure, explanation
3 - Multivariate analysis
4 - Integration of evidence
5 - Documentation
6 - Content counts most of all
                  Source: Edward Tufte - Beautiful Evidence
1 - Show comparisons, contrasts, differences.
Source: Randall Munroe - http://xkcd.com/
Source: Randall Munroe - http://xkcd.com/
Lie Factor

“The representation of numbers, as physically measured on
    the surface of the graphic itself, should be directly
       proportional to the quantities represented.”




                         Source: Tufte 1991
Lie Factor




1985: the line representing 27.5 m/g is 5.3 inches long
1978: the line representing 18.0 m/g is 0.6 inches long
             Lie Factor: 783 / 53 = 14.8!
                      Source: The New York Times
Sometimes it’s useful to emphasize something.
2 - Show causality, mechanism, explanation, systematic
                      structure.
Source: Semiology of
Graphics - Jacques Bertin
Charles Minard’s data-map describes the successive losses
in men of the French army during the French invasion of
                     Russia in 1812
                     Source: Edward Tufte - Beautiful Evidence
3 - Show multivariate data; that is, show more than 1 or 2
                        variables.
Channel Ranking vs. Data Type

Quantitative                                           Ordinal                                          Nominal

   Position                                          Position                                          Position
    Length                                           Density                                              Hue
    Angle                                           Saturation                                         Texture
     Slope                                              Hue                                          Connection
     Area                                            Texture                                         Containment
   Volume                                          Connection                                          Density
   Density                                         Containment                                        Saturation
  Saturation                                          Length                                            Shape
      Hue                                             Angle                                             Length
   Texture                                             Slope                                            Angle
 Connection                                            Area                                              Slope
 Containment                                         Volume                                              Area
    Shape                                             Shape                                            Volume



Source: Tamara Munzner. Chapter 27, p 675-707, of Fundamentals of Graphics, Third Edition, by Peter Shirley et al. AK Peters, 2009
Maps for height, hair color and
 cephalic index distribution



        Source: Semiology of Graphics - Jacques Bertin
Map for height, hair color and
 cephalic index distribution
       Source: Semiology of Graphics - Jacques Bertin
Source: Reddit.com
4 - Completely integrate words, numbers, images, diagrams.
Source:Vancouver Map
Source: Carmel Map
Source: Zurich Map
Source: The Hague Map
Source: Paris Bus Map
5 - Thoroughly describe the evidence. Provide a detailed
title, indicate the authors and sponsors, document the data
   sources, show complete measurement scales, point out
                        relevant issues.
Source: Beautiful Evidence - Edward Tufte
6 - Analytical presentations ultimately stand or fall
depending on the quality, relevance and integrity of their
                         content.
Source: Wikipedia
Other Useful Principles


 6 - Interactivity
 7 - Personalization / Identification
 8 - Aesthetic value
Other Useful Principles




        Source: The New York Times
Thanks!


    Nicolas Garcia Belmonte



@philogb      http://philogb.github.com/

Weitere ähnliche Inhalte

Andere mochten auch

CASE CONTROL STUDY
CASE CONTROL STUDYCASE CONTROL STUDY
CASE CONTROL STUDYVineetha K
 
Leaving Flatland: Getting Started with WebGL- SXSW 2012
Leaving Flatland: Getting Started with WebGL- SXSW 2012Leaving Flatland: Getting Started with WebGL- SXSW 2012
Leaving Flatland: Getting Started with WebGL- SXSW 2012philogb
 
UX Analytics for Data-driven Product Development
UX Analytics for Data-driven Product DevelopmentUX Analytics for Data-driven Product Development
UX Analytics for Data-driven Product DevelopmentTrieu Nguyen
 
Analytical study designs case control study
Analytical study designs case control studyAnalytical study designs case control study
Analytical study designs case control studyjarati
 
Lessons From Edward Tufte
Lessons From Edward TufteLessons From Edward Tufte
Lessons From Edward TufteMika Aldaba
 
Choosing your study design
Choosing your study designChoosing your study design
Choosing your study designAzmi Mohd Tamil
 
Educational Research 102: Selecting the Best Study Design for your Research Q...
Educational Research 102: Selecting the Best Study Design for your Research Q...Educational Research 102: Selecting the Best Study Design for your Research Q...
Educational Research 102: Selecting the Best Study Design for your Research Q...fnuthalapaty
 
Experimental research design
Experimental research designExperimental research design
Experimental research designjasleenbrar03
 
Health system functions and structure
Health system functions  and structure Health system functions  and structure
Health system functions and structure Ahmed-Refat Refat
 
Experimental research design
Experimental research designExperimental research design
Experimental research designNursing Path
 

Andere mochten auch (12)

CASE CONTROL STUDY
CASE CONTROL STUDYCASE CONTROL STUDY
CASE CONTROL STUDY
 
Leaving Flatland: Getting Started with WebGL- SXSW 2012
Leaving Flatland: Getting Started with WebGL- SXSW 2012Leaving Flatland: Getting Started with WebGL- SXSW 2012
Leaving Flatland: Getting Started with WebGL- SXSW 2012
 
UX Analytics for Data-driven Product Development
UX Analytics for Data-driven Product DevelopmentUX Analytics for Data-driven Product Development
UX Analytics for Data-driven Product Development
 
Analytical study designs case control study
Analytical study designs case control studyAnalytical study designs case control study
Analytical study designs case control study
 
Lessons From Edward Tufte
Lessons From Edward TufteLessons From Edward Tufte
Lessons From Edward Tufte
 
Choosing your study design
Choosing your study designChoosing your study design
Choosing your study design
 
Educational Research 102: Selecting the Best Study Design for your Research Q...
Educational Research 102: Selecting the Best Study Design for your Research Q...Educational Research 102: Selecting the Best Study Design for your Research Q...
Educational Research 102: Selecting the Best Study Design for your Research Q...
 
Experimental research design
Experimental research designExperimental research design
Experimental research design
 
Cohort Study
Cohort StudyCohort Study
Cohort Study
 
Health system functions and structure
Health system functions  and structure Health system functions  and structure
Health system functions and structure
 
Experimental research design
Experimental research designExperimental research design
Experimental research design
 
Types of Research Designs RS Mehta
Types of Research Designs RS MehtaTypes of Research Designs RS Mehta
Types of Research Designs RS Mehta
 

Mehr von philogb

From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...
From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...
From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...philogb
 
The Geography of Tweets - BBC Developer Conference
The Geography of Tweets - BBC Developer ConferenceThe Geography of Tweets - BBC Developer Conference
The Geography of Tweets - BBC Developer Conferencephilogb
 
Hacking public-facing data visualizations at Twitter
Hacking public-facing data visualizations at TwitterHacking public-facing data visualizations at Twitter
Hacking public-facing data visualizations at Twitterphilogb
 
#interactives at Twitter
#interactives at Twitter#interactives at Twitter
#interactives at Twitterphilogb
 
#interactives at Twitter
#interactives at Twitter#interactives at Twitter
#interactives at Twitterphilogb
 
La visualisation de données comme outil pour découvrir et partager des idées ...
La visualisation de données comme outil pour découvrir et partager des idées ...La visualisation de données comme outil pour découvrir et partager des idées ...
La visualisation de données comme outil pour découvrir et partager des idées ...philogb
 
Exploring Web standards for data visualization
Exploring Web standards for data visualizationExploring Web standards for data visualization
Exploring Web standards for data visualizationphilogb
 
JavaScript para Graficos y Visualizacion de Datos - BogotaJS
JavaScript para Graficos y Visualizacion de Datos - BogotaJSJavaScript para Graficos y Visualizacion de Datos - BogotaJS
JavaScript para Graficos y Visualizacion de Datos - BogotaJSphilogb
 
JavaScript para Graficos y Visualizacion de Datos
JavaScript para Graficos y Visualizacion de DatosJavaScript para Graficos y Visualizacion de Datos
JavaScript para Graficos y Visualizacion de Datosphilogb
 
Una web todos los dispositivos.
Una web todos los dispositivos.Una web todos los dispositivos.
Una web todos los dispositivos.philogb
 
Nuevas herramientas de visualizacion en JavaScript
Nuevas herramientas de visualizacion en JavaScript Nuevas herramientas de visualizacion en JavaScript
Nuevas herramientas de visualizacion en JavaScript philogb
 
New Tools for Visualization in JavaScript - Sept. 2011
New Tools for Visualization in JavaScript - Sept. 2011New Tools for Visualization in JavaScript - Sept. 2011
New Tools for Visualization in JavaScript - Sept. 2011philogb
 
PhiloGL - WebGLCamp Google HQs - June 2011
PhiloGL - WebGLCamp Google HQs - June 2011PhiloGL - WebGLCamp Google HQs - June 2011
PhiloGL - WebGLCamp Google HQs - June 2011philogb
 
Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...
Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...
Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...philogb
 
JavaScript InfoVis Toolkit - Create interactive data visualizations for the web
JavaScript InfoVis Toolkit - Create interactive data visualizations for the webJavaScript InfoVis Toolkit - Create interactive data visualizations for the web
JavaScript InfoVis Toolkit - Create interactive data visualizations for the webphilogb
 
JavaScript InfoVis Toolkit Overview
JavaScript InfoVis Toolkit OverviewJavaScript InfoVis Toolkit Overview
JavaScript InfoVis Toolkit Overviewphilogb
 
Using Web Standards to create Interactive Data Visualizations for the Web
Using Web Standards to create Interactive Data Visualizations for the WebUsing Web Standards to create Interactive Data Visualizations for the Web
Using Web Standards to create Interactive Data Visualizations for the Webphilogb
 

Mehr von philogb (17)

From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...
From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...
From Data Journalism to Data Illustration - Visualizing Data with JavaScript ...
 
The Geography of Tweets - BBC Developer Conference
The Geography of Tweets - BBC Developer ConferenceThe Geography of Tweets - BBC Developer Conference
The Geography of Tweets - BBC Developer Conference
 
Hacking public-facing data visualizations at Twitter
Hacking public-facing data visualizations at TwitterHacking public-facing data visualizations at Twitter
Hacking public-facing data visualizations at Twitter
 
#interactives at Twitter
#interactives at Twitter#interactives at Twitter
#interactives at Twitter
 
#interactives at Twitter
#interactives at Twitter#interactives at Twitter
#interactives at Twitter
 
La visualisation de données comme outil pour découvrir et partager des idées ...
La visualisation de données comme outil pour découvrir et partager des idées ...La visualisation de données comme outil pour découvrir et partager des idées ...
La visualisation de données comme outil pour découvrir et partager des idées ...
 
Exploring Web standards for data visualization
Exploring Web standards for data visualizationExploring Web standards for data visualization
Exploring Web standards for data visualization
 
JavaScript para Graficos y Visualizacion de Datos - BogotaJS
JavaScript para Graficos y Visualizacion de Datos - BogotaJSJavaScript para Graficos y Visualizacion de Datos - BogotaJS
JavaScript para Graficos y Visualizacion de Datos - BogotaJS
 
JavaScript para Graficos y Visualizacion de Datos
JavaScript para Graficos y Visualizacion de DatosJavaScript para Graficos y Visualizacion de Datos
JavaScript para Graficos y Visualizacion de Datos
 
Una web todos los dispositivos.
Una web todos los dispositivos.Una web todos los dispositivos.
Una web todos los dispositivos.
 
Nuevas herramientas de visualizacion en JavaScript
Nuevas herramientas de visualizacion en JavaScript Nuevas herramientas de visualizacion en JavaScript
Nuevas herramientas de visualizacion en JavaScript
 
New Tools for Visualization in JavaScript - Sept. 2011
New Tools for Visualization in JavaScript - Sept. 2011New Tools for Visualization in JavaScript - Sept. 2011
New Tools for Visualization in JavaScript - Sept. 2011
 
PhiloGL - WebGLCamp Google HQs - June 2011
PhiloGL - WebGLCamp Google HQs - June 2011PhiloGL - WebGLCamp Google HQs - June 2011
PhiloGL - WebGLCamp Google HQs - June 2011
 
Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...
Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...
Creating Interactive Data Visualizations for the Web - YOW! Developer Confere...
 
JavaScript InfoVis Toolkit - Create interactive data visualizations for the web
JavaScript InfoVis Toolkit - Create interactive data visualizations for the webJavaScript InfoVis Toolkit - Create interactive data visualizations for the web
JavaScript InfoVis Toolkit - Create interactive data visualizations for the web
 
JavaScript InfoVis Toolkit Overview
JavaScript InfoVis Toolkit OverviewJavaScript InfoVis Toolkit Overview
JavaScript InfoVis Toolkit Overview
 
Using Web Standards to create Interactive Data Visualizations for the Web
Using Web Standards to create Interactive Data Visualizations for the WebUsing Web Standards to create Interactive Data Visualizations for the Web
Using Web Standards to create Interactive Data Visualizations for the Web
 

Kürzlich hochgeladen

Cyberprint. Dark Pink Apt Group [EN].pdf
Cyberprint. Dark Pink Apt Group [EN].pdfCyberprint. Dark Pink Apt Group [EN].pdf
Cyberprint. Dark Pink Apt Group [EN].pdfOverkill Security
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdfSandro Moreira
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...apidays
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024The Digital Insurer
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024The Digital Insurer
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Victor Rentea
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 

Kürzlich hochgeladen (20)

Cyberprint. Dark Pink Apt Group [EN].pdf
Cyberprint. Dark Pink Apt Group [EN].pdfCyberprint. Dark Pink Apt Group [EN].pdf
Cyberprint. Dark Pink Apt Group [EN].pdf
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 

Principles of Analytical Design - Visually Meetup - Sept. 2011