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A Usability Analysis System for
            e-Learning Authoring Tools




                                                        Manuel Freire Morán
eMadrid seminar on Adaptive Systems - 7 October 2011   manuel.freire@fdi.ucm.es
Presentation

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                                 1/20
Introduction: authoring & tool evaluation

Contents
                              System adoption requires content
   Introduction

   Story-line authoring           authoring
   Ratings and outcomes           reuse
   Time-lapse visualization

   Future work                Better authoring requires creativity support
   Concluding remarks
                                  imagine, create, play, share, reflect
                                    creative thinking spiral - Resnick, 2008
                                  low threshold, high ceiling, wide walls
                                  make it as simple as possible - and maybe simpler
                                    Shneiderman et al, 2006
                                  evaluate your tools


                                                     2/20
Story-line authoring: adventure game authoring

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                              3/20
Story-line authoring: Weev

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                                        4/20
Story-line authoring: initial question

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                                          5/20
Ratings and outcomes: a-b testing with ratings

Contents
                              A-B testing: very popular in web usability
   Introduction

   Story-line authoring           Split participants randomly into two groups
   Ratings and outcomes           Each group uses an interface variant (A and B)
   Time-lapse visualization
                                  Outcomes of each group are compared
   Future work

   Concluding remarks
                              Outcome of a creative task?
                                  Objective measures: correctness, completeness
                                  Subjective measures: questionnaires (author
                                  satisfaction), ratings (comparative quality)



                                              6/20
Ratings and outcomes: evaluating ratings

Contents
                              N users are requested to rate M users each
   Introduction

   Story-line authoring          All users rated same number of times
   Ratings and outcomes          No user rated twice by same rater
   Time-lapse visualization
                                 No user rates self
   Future work

   Concluding remarks
                              Unknown individual rating distribution. How
                               to determine if results are significant?
                                 H0: count(A rated better than B) is a fair coin toss
                                 one-sided binomial distribution


                                              7/20
Ratings and outcomes: statistical treatment

Contents
                                                      1x b>a
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization   5/10         4/10        7/10       8/10       6/10
                                     a            b           a          a          b
   Future work

   Concluding remarks



                                                      4 x a>b




                                         8/20
Ratings and outcomes: experiment

Contents
                              Experiment with
   Introduction

   Story-line authoring          20 users (first-time Weev users)
   Ratings and outcomes          5-minute tutorial on tool use (applicable to A&B)
   Time-lapse visualization
                                 "Little Red Riding-Hood" script and resources
   Future work

   Concluding remarks
                                 1 hour's time; after editing, rating screen

                              Outcome
                                 70 total A vs B comparisons; in 40, B > A
                                 p-value: 0.141: does not reject null hypothesis


                                              9/20
Ratings and outcomes: simulations

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                                       10/20
Ratings and outcomes: more simulations
                                                         Increase ratings-per-user
Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks


                              Increase number of users




                                           11/20
Ratings and outcomes: increasing ratings

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                                   12/20
Ratings and outcomes: increasing users

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                                   13/20
Time-lapse visualization: idea

Contents
                              UI instrumentation sends data to server
   Introduction

   Story-line authoring          server timestamps records for each user
   Ratings and outcomes             UI screen captures
   Time-lapse visualization
                                    Action logs
   Future work

   Concluding remarks
                                 last screen capture sample used for rating
                                 ratings-file is just one more record type

                              How do you begin to analyze this data?
                                 Build videos from screen-captures
                                 Visualization tool to scan time-lapse data
                                             14/20
Time-lapse visualization: interface

                              user / record
Contents                      selection         time-lapse view of
   Introduction                                 records for first
                                                selected user
   Story-line authoring
                                                                     time-lapse view for
   Ratings and outcomes                                              next selected user

   Time-lapse visualization

   Future work

   Concluding remarks
                                                                                detail /
                                                                                difference view




                                              15/20
Time-lapse visualization: insights
                                User is stuck
Contents
   Introduction

   Story-line authoring

   Ratings and outcomes         Creative flow
   Time-lapse visualization

   Future work

   Concluding remarks

                                                Rectangular placement




                                                   16/20
Time-lapse visualization: tasks and directions

Contents
                               Tasks for UI evaluation
   Introduction

   Story-line authoring          What did this user do?
   Ratings and outcomes
                                  - glance at timeline
   Time-lapse visualization       What happened between here and there?
   Future work                    - use difference function
   Concluding remarks

                               Still missing
                                  Variable-length time lapses ("time zoom")
                                  Graphical display of textual log data
                                  Filter & Sort

                                              17/20
Future work: next experiment

Contents
                               Server
   Introduction

   Story-line authoring           Finer-grained data collection
   Ratings and outcomes           Better rating distributions, more ratings
   Time-lapse visualization
                                  Support for experimenter note-taking
   Future work

   Concluding remarks
                               Analysis tool improvements

                               Test new automatic layout assistant
                                  Do people use it?
                                  Do people rate "automatically-improved"
                                  storylines as better than-before?
                                              18/20
Concluding remarks

Contents
                              A/B usability testing methodology for
   Introduction

   Story-line authoring
                               creative/aesthetic tasks
   Ratings and outcomes
                              Reusable server
   Time-lapse visualization

   Future work                    Collects images, logs, rating results
   Concluding remarks             Configurable rating, allows real-time monitoring

                              Reusable client
                                  Specific handling for each record-type (ie.: logs)



                                              19/20
Questions or comments?

Contents
   Introduction

   Story-line authoring

   Ratings and outcomes

   Time-lapse visualization

   Future work

   Concluding remarks




                                      20/20

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2011 10 07 (uam) emadrid mfreire ucm sistema analisis usabilidad herramientas autoria contenidos e learning

  • 1. A Usability Analysis System for e-Learning Authoring Tools Manuel Freire Morán eMadrid seminar on Adaptive Systems - 7 October 2011 manuel.freire@fdi.ucm.es
  • 2. Presentation Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 1/20
  • 3. Introduction: authoring & tool evaluation Contents System adoption requires content Introduction Story-line authoring  authoring Ratings and outcomes  reuse Time-lapse visualization Future work Better authoring requires creativity support Concluding remarks  imagine, create, play, share, reflect creative thinking spiral - Resnick, 2008  low threshold, high ceiling, wide walls  make it as simple as possible - and maybe simpler Shneiderman et al, 2006  evaluate your tools 2/20
  • 4. Story-line authoring: adventure game authoring Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 3/20
  • 5. Story-line authoring: Weev Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 4/20
  • 6. Story-line authoring: initial question Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 5/20
  • 7. Ratings and outcomes: a-b testing with ratings Contents A-B testing: very popular in web usability Introduction Story-line authoring  Split participants randomly into two groups Ratings and outcomes  Each group uses an interface variant (A and B) Time-lapse visualization  Outcomes of each group are compared Future work Concluding remarks Outcome of a creative task?  Objective measures: correctness, completeness  Subjective measures: questionnaires (author satisfaction), ratings (comparative quality) 6/20
  • 8. Ratings and outcomes: evaluating ratings Contents N users are requested to rate M users each Introduction Story-line authoring  All users rated same number of times Ratings and outcomes  No user rated twice by same rater Time-lapse visualization  No user rates self Future work Concluding remarks Unknown individual rating distribution. How to determine if results are significant?  H0: count(A rated better than B) is a fair coin toss  one-sided binomial distribution 7/20
  • 9. Ratings and outcomes: statistical treatment Contents 1x b>a Introduction Story-line authoring Ratings and outcomes Time-lapse visualization 5/10 4/10 7/10 8/10 6/10 a b a a b Future work Concluding remarks 4 x a>b 8/20
  • 10. Ratings and outcomes: experiment Contents Experiment with Introduction Story-line authoring  20 users (first-time Weev users) Ratings and outcomes  5-minute tutorial on tool use (applicable to A&B) Time-lapse visualization  "Little Red Riding-Hood" script and resources Future work Concluding remarks  1 hour's time; after editing, rating screen Outcome  70 total A vs B comparisons; in 40, B > A  p-value: 0.141: does not reject null hypothesis 9/20
  • 11. Ratings and outcomes: simulations Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 10/20
  • 12. Ratings and outcomes: more simulations Increase ratings-per-user Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks Increase number of users 11/20
  • 13. Ratings and outcomes: increasing ratings Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 12/20
  • 14. Ratings and outcomes: increasing users Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 13/20
  • 15. Time-lapse visualization: idea Contents UI instrumentation sends data to server Introduction Story-line authoring  server timestamps records for each user Ratings and outcomes  UI screen captures Time-lapse visualization  Action logs Future work Concluding remarks  last screen capture sample used for rating  ratings-file is just one more record type How do you begin to analyze this data?  Build videos from screen-captures  Visualization tool to scan time-lapse data 14/20
  • 16. Time-lapse visualization: interface user / record Contents selection time-lapse view of Introduction records for first selected user Story-line authoring time-lapse view for Ratings and outcomes next selected user Time-lapse visualization Future work Concluding remarks detail / difference view 15/20
  • 17. Time-lapse visualization: insights User is stuck Contents Introduction Story-line authoring Ratings and outcomes Creative flow Time-lapse visualization Future work Concluding remarks Rectangular placement 16/20
  • 18. Time-lapse visualization: tasks and directions Contents  Tasks for UI evaluation Introduction Story-line authoring What did this user do? Ratings and outcomes - glance at timeline Time-lapse visualization  What happened between here and there? Future work - use difference function Concluding remarks  Still missing  Variable-length time lapses ("time zoom")  Graphical display of textual log data  Filter & Sort 17/20
  • 19. Future work: next experiment Contents  Server Introduction Story-line authoring  Finer-grained data collection Ratings and outcomes  Better rating distributions, more ratings Time-lapse visualization  Support for experimenter note-taking Future work Concluding remarks  Analysis tool improvements  Test new automatic layout assistant  Do people use it?  Do people rate "automatically-improved" storylines as better than-before? 18/20
  • 20. Concluding remarks Contents A/B usability testing methodology for Introduction Story-line authoring creative/aesthetic tasks Ratings and outcomes Reusable server Time-lapse visualization Future work  Collects images, logs, rating results Concluding remarks  Configurable rating, allows real-time monitoring Reusable client  Specific handling for each record-type (ie.: logs) 19/20
  • 21. Questions or comments? Contents Introduction Story-line authoring Ratings and outcomes Time-lapse visualization Future work Concluding remarks 20/20