SlideShare ist ein Scribd-Unternehmen logo
1 von 1
Figure 3. Navigation bar example.
Figure 4. Details on demand example.
Figure 5. Small multiples example.
Figure 6. Additional visualization options example.
Contact Information:
• Matthew C. Doyle: mdoyle@oswego.edu
• Roger S. Taylor: roger.taylor@oswego.edu
Overview
Problem:
• Challenge of interpreting large astronomical data sets
(e.g., Large Synoptic Sky Survey).
Potential Solution:
• Utilization of data visualization software.
This Study:
• Critique Caltech/JPL iViz data visualization software.
Method
Participants
• Participants for the walkthrough consisted of 14 SUNY
Oswego undergraduate students.
Procedure
• Cognitive walkthroughs of scenarios and tasks for
goals of researchers investigating large synoptic
surveys.
• Specific metrics (accuracy, duration, non-critical errors)
of interface and visualization capabilities.
Interface Cognitive Walkthrough
• Scenarios
• Supernovae Identification, Kepler Object
Identification, RR Lyrae Classification
• Task
• Users identified different types of stellar objects
(e.g., RR Lyraes) and retrieve specific attributes
(e.g., amplitude).
Visualization Cognitive Walkthrough
• Scenario
• Eclipsing Binary & RR Lyrae Identification
• Task
• Users created visualization to help classify the data
points into Eclipsing Binary or RR Lyrae.
Evaluation of Data Visualization Software for Large Astronomical Data Sets
Matthew C. Doyle, Roger S. Taylor, Shashi Kanbur, Damian Schofield
SUNY Oswego
S. G. Djorgovski, Ciro Donalek
California Institute of Technology
Scott Davidoff
Jet Propulsion Laboratory
Critique: Visualization
Figure 2. Visualization to distinguish between RR Lyrae & W UMa.
Flexibility of Use
• Heuristic: system should satisfy range of skillsets.
• Recommendation: Providing wider range of visualizations
can assist needs of both novice and expert users.
Filtering
• Heuristic: Users should have efficient means of interactive
filtering.
• Recommendation: Relocating search function for more
efficient filtering.
Details on Demand
• Heuristic: Providing details on demand regarding a
specific data point allows user to make informed decisions
about the possible grouping of data.
• Recommendation: Details on demand should show users
descriptive statistics of the data point and allow users to
create lists of outliers.
Small Multiples
• Heuristic: Small multiples allow user to visualize same
data across multiple linked visualizations.
• Recommendation: Users would benefit from ability to
visualize linked datasets of outliers for additional insights
into relationships and trends in data.
Critique: Interface
Figure 1. Screen for assigning data variables to specific
visualization parameter slots.
Spatial Organization
• Heuristic: Important buttons or icons that drive core
functionality should be visible to users when necessary.
• iViz: Buttons, search function, and system status were
hard to locate for users.
Aesthetics & Minimalistic Design
• Heuristic: Unnecessary design items should be eliminated
because they may distract the user from core functionality.
• iViz: Application displays some unnecessary information
when prompting the user to visualize variables (see Figure
1).
Visibility of System Status
• Heuristic: User should be able to view the system status
at all times.
• iViz: System status should be moved to the top of screen.
Consistency & Standards
• Heuristic: Interface should conform to current design
standards and be consistent with other platform
conventions.
• iViz: Sprocket icon has two different functions (see Figure
2).
Mock-up of Recommended
Visualizations

Weitere ähnliche Inhalte

Ähnlich wie Poster Presented at the American Astronomical Society 227th Meeting

ImageHubExplorerPosterReduced
ImageHubExplorerPosterReducedImageHubExplorerPosterReduced
ImageHubExplorerPosterReducedNenad Toma?ev
 
Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...
Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...
Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...Roman Atachiants
 
Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)
Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)
Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)Christian Kehl
 
CIS375 Interaction Designs Chapter15
CIS375 Interaction Designs Chapter15CIS375 Interaction Designs Chapter15
CIS375 Interaction Designs Chapter15Dr. Ahmed Al Zaidy
 
Facets and Pivoting for Flexible and Usable Linked Data Exploration
Facets and Pivoting for Flexible and Usable Linked Data ExplorationFacets and Pivoting for Flexible and Usable Linked Data Exploration
Facets and Pivoting for Flexible and Usable Linked Data ExplorationRoberto García
 
Using Contextual Information to Understand Searching and Browsing Behavior
Using Contextual Information to Understand Searching and Browsing BehaviorUsing Contextual Information to Understand Searching and Browsing Behavior
Using Contextual Information to Understand Searching and Browsing BehaviorJulia Kiseleva
 
ACRL 2011 Data-Driven Library Web Design
ACRL 2011 Data-Driven Library Web DesignACRL 2011 Data-Driven Library Web Design
ACRL 2011 Data-Driven Library Web DesignAmanda Dinscore
 
Challenges Faced by Novices While Developing and Designing the Visualization ...
Challenges Faced by Novices While Developing and Designing the Visualization ...Challenges Faced by Novices While Developing and Designing the Visualization ...
Challenges Faced by Novices While Developing and Designing the Visualization ...IRJET Journal
 
Data Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptxData Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptxsumitkumar600840
 
Asteroid Observations - Real Time Operational Intelligence Series
Asteroid Observations - Real Time Operational Intelligence SeriesAsteroid Observations - Real Time Operational Intelligence Series
Asteroid Observations - Real Time Operational Intelligence SeriesStormBourne, LLC
 
Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...
Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...
Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...SEAD
 
Introduction to Data Visualization
Introduction to Data Visualization Introduction to Data Visualization
Introduction to Data Visualization Ana Jofre
 
MGT5419 User Experience Design.docx
MGT5419 User Experience Design.docxMGT5419 User Experience Design.docx
MGT5419 User Experience Design.docxstirlingvwriters
 
CORE Analytics Dashboard
CORE Analytics DashboardCORE Analytics Dashboard
CORE Analytics Dashboardpetrknoth
 

Ähnlich wie Poster Presented at the American Astronomical Society 227th Meeting (20)

ImageHubExplorerPosterReduced
ImageHubExplorerPosterReducedImageHubExplorerPosterReduced
ImageHubExplorerPosterReduced
 
Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...
Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...
Master Thesis: The Design of a Rich Internet Application for Exploratory Sear...
 
Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)
Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)
Efficient Navigation in Temporal, Multi-Dimensional Point Sets (April 2013)
 
CIS375 Interaction Designs Chapter15
CIS375 Interaction Designs Chapter15CIS375 Interaction Designs Chapter15
CIS375 Interaction Designs Chapter15
 
Facets and Pivoting for Flexible and Usable Linked Data Exploration
Facets and Pivoting for Flexible and Usable Linked Data ExplorationFacets and Pivoting for Flexible and Usable Linked Data Exploration
Facets and Pivoting for Flexible and Usable Linked Data Exploration
 
[0122]seunghyeong
[0122]seunghyeong[0122]seunghyeong
[0122]seunghyeong
 
Using Contextual Information to Understand Searching and Browsing Behavior
Using Contextual Information to Understand Searching and Browsing BehaviorUsing Contextual Information to Understand Searching and Browsing Behavior
Using Contextual Information to Understand Searching and Browsing Behavior
 
ACRL 2011 Data-Driven Library Web Design
ACRL 2011 Data-Driven Library Web DesignACRL 2011 Data-Driven Library Web Design
ACRL 2011 Data-Driven Library Web Design
 
Challenges Faced by Novices While Developing and Designing the Visualization ...
Challenges Faced by Novices While Developing and Designing the Visualization ...Challenges Faced by Novices While Developing and Designing the Visualization ...
Challenges Faced by Novices While Developing and Designing the Visualization ...
 
Lecture2 (1).ppt
Lecture2 (1).pptLecture2 (1).ppt
Lecture2 (1).ppt
 
Data Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptxData Science Introduction: Concepts, lifecycle, applications.pptx
Data Science Introduction: Concepts, lifecycle, applications.pptx
 
Asteroid Observations - Real Time Operational Intelligence Series
Asteroid Observations - Real Time Operational Intelligence SeriesAsteroid Observations - Real Time Operational Intelligence Series
Asteroid Observations - Real Time Operational Intelligence Series
 
Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...
Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...
Changing the Curation Equation: A Data Lifecycle Approach to Lowering Costs a...
 
Introduction to Data Visualization
Introduction to Data Visualization Introduction to Data Visualization
Introduction to Data Visualization
 
MGT5419 User Experience Design.docx
MGT5419 User Experience Design.docxMGT5419 User Experience Design.docx
MGT5419 User Experience Design.docx
 
CORE Analytics Dashboard
CORE Analytics DashboardCORE Analytics Dashboard
CORE Analytics Dashboard
 
Ch 3
Ch   3Ch   3
Ch 3
 
redpill Forensics
redpill Forensicsredpill Forensics
redpill Forensics
 
Toward supporting decision-making under uncertainty in digital humanities wit...
Toward supporting decision-making under uncertainty in digital humanities wit...Toward supporting decision-making under uncertainty in digital humanities wit...
Toward supporting decision-making under uncertainty in digital humanities wit...
 
The Genopolis Microarray database
The Genopolis Microarray databaseThe Genopolis Microarray database
The Genopolis Microarray database
 

Mehr von Matthew Doyle

Virtual Reality Usability Guidelines
Virtual Reality Usability GuidelinesVirtual Reality Usability Guidelines
Virtual Reality Usability GuidelinesMatthew Doyle
 
History of Virtual Reality
History of Virtual RealityHistory of Virtual Reality
History of Virtual RealityMatthew Doyle
 
Robotic Telepresence for the Terraformation of Mars
Robotic Telepresence for the Terraformation of MarsRobotic Telepresence for the Terraformation of Mars
Robotic Telepresence for the Terraformation of MarsMatthew Doyle
 
Immersive Cognitive Walkthrough Steam VR
Immersive Cognitive Walkthrough Steam VRImmersive Cognitive Walkthrough Steam VR
Immersive Cognitive Walkthrough Steam VRMatthew Doyle
 
Terrapresence Application
Terrapresence ApplicationTerrapresence Application
Terrapresence ApplicationMatthew Doyle
 
SummerInternPoster_MatthewDoyle
SummerInternPoster_MatthewDoyleSummerInternPoster_MatthewDoyle
SummerInternPoster_MatthewDoyleMatthew Doyle
 
FutureM Boston Presentation: The Future of Marketing Through Google Glass
FutureM Boston Presentation:  The Future of Marketing Through Google GlassFutureM Boston Presentation:  The Future of Marketing Through Google Glass
FutureM Boston Presentation: The Future of Marketing Through Google GlassMatthew Doyle
 
Technology Education Fall Conference 2013
Technology Education Fall Conference 2013Technology Education Fall Conference 2013
Technology Education Fall Conference 2013Matthew Doyle
 
Quest 2014 Presentation
Quest 2014 PresentationQuest 2014 Presentation
Quest 2014 PresentationMatthew Doyle
 

Mehr von Matthew Doyle (12)

CV
CVCV
CV
 
Virtual Reality Usability Guidelines
Virtual Reality Usability GuidelinesVirtual Reality Usability Guidelines
Virtual Reality Usability Guidelines
 
History of Virtual Reality
History of Virtual RealityHistory of Virtual Reality
History of Virtual Reality
 
Robotic Telepresence for the Terraformation of Mars
Robotic Telepresence for the Terraformation of MarsRobotic Telepresence for the Terraformation of Mars
Robotic Telepresence for the Terraformation of Mars
 
Immersive Cognitive Walkthrough Steam VR
Immersive Cognitive Walkthrough Steam VRImmersive Cognitive Walkthrough Steam VR
Immersive Cognitive Walkthrough Steam VR
 
Terrapresence Application
Terrapresence ApplicationTerrapresence Application
Terrapresence Application
 
SummerInternPoster_MatthewDoyle
SummerInternPoster_MatthewDoyleSummerInternPoster_MatthewDoyle
SummerInternPoster_MatthewDoyle
 
Hmd ar presentation
Hmd ar presentationHmd ar presentation
Hmd ar presentation
 
FutureM Boston Presentation: The Future of Marketing Through Google Glass
FutureM Boston Presentation:  The Future of Marketing Through Google GlassFutureM Boston Presentation:  The Future of Marketing Through Google Glass
FutureM Boston Presentation: The Future of Marketing Through Google Glass
 
Technology Education Fall Conference 2013
Technology Education Fall Conference 2013Technology Education Fall Conference 2013
Technology Education Fall Conference 2013
 
Quest 2014 Presentation
Quest 2014 PresentationQuest 2014 Presentation
Quest 2014 Presentation
 
Motorola internship
Motorola internshipMotorola internship
Motorola internship
 

Kürzlich hochgeladen

Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDThiyagu K
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpinRaunakKeshri1
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024Janet Corral
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room servicediscovermytutordmt
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...Sapna Thakur
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...PsychoTech Services
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajanpragatimahajan3
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfJayanti Pande
 

Kürzlich hochgeladen (20)

Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room service
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajan
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 

Poster Presented at the American Astronomical Society 227th Meeting

  • 1. Figure 3. Navigation bar example. Figure 4. Details on demand example. Figure 5. Small multiples example. Figure 6. Additional visualization options example. Contact Information: • Matthew C. Doyle: mdoyle@oswego.edu • Roger S. Taylor: roger.taylor@oswego.edu Overview Problem: • Challenge of interpreting large astronomical data sets (e.g., Large Synoptic Sky Survey). Potential Solution: • Utilization of data visualization software. This Study: • Critique Caltech/JPL iViz data visualization software. Method Participants • Participants for the walkthrough consisted of 14 SUNY Oswego undergraduate students. Procedure • Cognitive walkthroughs of scenarios and tasks for goals of researchers investigating large synoptic surveys. • Specific metrics (accuracy, duration, non-critical errors) of interface and visualization capabilities. Interface Cognitive Walkthrough • Scenarios • Supernovae Identification, Kepler Object Identification, RR Lyrae Classification • Task • Users identified different types of stellar objects (e.g., RR Lyraes) and retrieve specific attributes (e.g., amplitude). Visualization Cognitive Walkthrough • Scenario • Eclipsing Binary & RR Lyrae Identification • Task • Users created visualization to help classify the data points into Eclipsing Binary or RR Lyrae. Evaluation of Data Visualization Software for Large Astronomical Data Sets Matthew C. Doyle, Roger S. Taylor, Shashi Kanbur, Damian Schofield SUNY Oswego S. G. Djorgovski, Ciro Donalek California Institute of Technology Scott Davidoff Jet Propulsion Laboratory Critique: Visualization Figure 2. Visualization to distinguish between RR Lyrae & W UMa. Flexibility of Use • Heuristic: system should satisfy range of skillsets. • Recommendation: Providing wider range of visualizations can assist needs of both novice and expert users. Filtering • Heuristic: Users should have efficient means of interactive filtering. • Recommendation: Relocating search function for more efficient filtering. Details on Demand • Heuristic: Providing details on demand regarding a specific data point allows user to make informed decisions about the possible grouping of data. • Recommendation: Details on demand should show users descriptive statistics of the data point and allow users to create lists of outliers. Small Multiples • Heuristic: Small multiples allow user to visualize same data across multiple linked visualizations. • Recommendation: Users would benefit from ability to visualize linked datasets of outliers for additional insights into relationships and trends in data. Critique: Interface Figure 1. Screen for assigning data variables to specific visualization parameter slots. Spatial Organization • Heuristic: Important buttons or icons that drive core functionality should be visible to users when necessary. • iViz: Buttons, search function, and system status were hard to locate for users. Aesthetics & Minimalistic Design • Heuristic: Unnecessary design items should be eliminated because they may distract the user from core functionality. • iViz: Application displays some unnecessary information when prompting the user to visualize variables (see Figure 1). Visibility of System Status • Heuristic: User should be able to view the system status at all times. • iViz: System status should be moved to the top of screen. Consistency & Standards • Heuristic: Interface should conform to current design standards and be consistent with other platform conventions. • iViz: Sprocket icon has two different functions (see Figure 2). Mock-up of Recommended Visualizations