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Data Science | Design | Technology
(May 1, 2018)
https://www.meetup.com/DSDTMTL
1
Agenda
5:45 - 6:00: Welcome
6:00 - 6:15: News & Introduction
6:15 - 7:00: The value of applied research in
human-system interaction
6:15 - 7:00: Panel CHI 2018
7:30 - 8:00: Networking + Q&A
2
Innovation in Human-Machine
Interaction
Other
events…….
• May 7: Montreal-Python meetup (Burning Yeti)
• May 14: Kubernetes meetup
• May 14: HackerNest Montreal
….. And much more…
• June 5: Next DSDT meetup
• Artificial Intelligence
• Guest speaker: Ubisoft La Forge
3
Prof. Pierre-Majorique Léger, Ph.D..
Titulaire de la Chaire de recherche industrielle
CRSNG-Prompt en expérience utilisateur
Co-directeur Tech3Lab, Directeur ERPsim Lab
The value of applied
research in human-system
interaction in B2B environment
Innovation in Human-Machine Interaction
Meetup, JDA Labs, Tuesday May 1st, 2018, Montréal, Canada
© Copyright Léger (2018)
Prof. Pierre-Majorique Léger, Ph.D.
Full Profess0r
Director ERPsim Lab
Co-direct0r Tech3Lab
pml@hec.ca
Graduate studies
Post-Doctorate
Laboratories & chairs Financial support
Guest Professor
Lab Serious games to learn
enterprise systems and
business analytics
https://www.researchgate.net/profile/Pierre-Majorique_Leger
í
P
í
P
í
P
í
P
© Copyright Léger (2018)
© Copyright Léger (2018)
cognition
attention
Émotions
1 Gb/hour
encyclopedia
encyclopedia
encyclopedia
encyclopedia
encyclopedia
encyclopedia
encyclopedia
encyclopedia
© Copyright Léger (2018)
Using neurophysiological data
to optimize user experience (UX)
cognition
attention
emotions
Eyetracking
Neurophysiological measures
1 Gb/participant per hour
Help designers
Autoadapt interface
A B
© Copyright Léger (2018)© Copyright Léger et al.(2018)
Powered by:
Powered by:
© Copyright Léger et al.(2018)
Powered by:
© Copyright Léger et al.(2018)
Powered by:
© Copyright Léger et al.(2018)
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
est fier partenaire de
SEVERAL RESEARCH GRANTS
FOR ALL ACADEMICS LEVELS:
chaire_ux.hec.ca
SUBSCRIBE NOW AS PARTICIPANTS
IN OUR RESEARCH PROJECTS:
panel.hec.ca
Proud Partner of
Powered by: Funding Organisations:
FINANCING.
TECHNOLOGICAL INNOVATION.
PARTNERSHIPS.
© Copyright Léger (2018)
Please
test!
© Copyright Léger (2018)
© Copyright Léger (2018)
Ease of use?
© Copyright Léger (2018)
3 of 5
Ease of use?
© Copyright Léger (2018)
Conclusion?
?
© Copyright Léger (2018)
© Copyright Léger (2017)
© Copyright Léger (2018)
frontalis
Corrugator
Zygomaticus
© Copyright Léger (2018)
NEUTRAL
HAPPY
SAD
DISCUSTED
ANGRY
SURPRISED
SCARED
© Copyright Léger (2018)
NEUTRAL
HAPPY
SAD
ANGRY
SURPRISED
SCARED
DISCUSTED
© Copyright Léger (2018)
© Copyright Léger (2018)
© Copyright Léger (2018)
© Copyright Léger (2018)
© Copyright Léger (2018)
Tobii EyeTracker X60
© Copyright Tech3Lab 2016
© Copyright Léger (2018)
densité de la
fixation oculaire
© Copyright Léger (2018)
Émotions positives
Émotions négatives
© Copyright Léger (2018)
Testing, testing,
1, 2, 3 !
100x
© Copyright Tech3Lab 2016
If you are going to fail,
fail fast. But learn quickly!
© Copyright Léger (2018)
MOOC Gratuit en Mai 2017 :
Introduction à l'expérience utilisateur
Début 15 mai 2018
Plus d'information :
https://cours.edulib.org/courses/course-v1:HEC+UX-101.1+P2018/about
© Copyright Léger (2018)
To Trust or Not to Trust
the Recommendation Agents?
í
P
Objectives
Determine the extent to which the
visual representations of a recommendation
agent influence the perceptions and behaviors
of retail professionals in assortment
planning decision.
© Copyright Léger (2018)
Experimental
Design Task 1 Task 2
Task 3
Richness
Effort
low
low
high
high
Image (I)
Attributes (A)
Score (S) Name (N) Sales (SA)
© Copyright Léger (2018)
Task 1
Low Richness
and Low Effort
Image (I)
Score (S) Name (N)
© Copyright Léger (2018)
Task 2
high Richness
and Low Effort
Attributes (A)
Image (I)
Score (S) Name (N)
© Copyright Léger (2018)
Task 3 high Richness and high Effort
Image (I)
Score (S) Name (N)
Sales (SA)
© Copyright Léger (2018)
Experimental protocol
Total time: 120 minutes
í
P
Behavioral Measures
Visual attention
(Eye tracking – Smart Eye Pro)
▪▪ Number and duration
of ocular fixations 
© Copyright Léger (2018)
Area of Interest
© Copyright Léger (2018)
Psychometric Measures
Credibility of the
recommendation agent
(Ohanian, 1990)
▪▪ Trustworthiness
▪▪ Expertise
Satisfaction
(Sirdeshmukh et al., 2002)
▪▪ Highly satisfactory – Highly
satisfactory 
▪▪ Very unpleasant – Very pleasant
▪▪ Terrible – Delightful
Type of future usage
(Komiak and Benbasat, 2006)
▪▪ Delegated Agent
▪▪ Decision Aid
© Copyright Léger (2018)
Experimental Setup
© Copyright Léger (2018)
Experimental Setup
© Copyright Léger (2018)
3.1
3.8
3.7
0 1 2 3 4 5 6 7
Task 1
Task 2
Task 3
Average Credibility per Task
Results
Credibility
Ohanian, 1990 Task 3
Task 2
Task 1
Ohanian (1990)
*Significantly different
*
*
© Copyright Léger (2018)
2.7
3.5
3.2
0 1 2 3 4 5 6 7
Task 1
Task 2
Task 3
Average of the Intention to Adopt the RA as a
DelegatedAgent per Task
Results
Type of future usage
Komiak and Benbasat, 2006
Komiak and Benbasat (2006)
Task 1
Task 2
Task 3
4.4
5.5
5.4
0 1 2 3 4 5 6 7
Average of the Intention to Adopt the RA as a
Decision Aid per Task
*Significantly different
*
*
*
*
© Copyright Léger (2018)
Results
Satisfaction
Sirdeshmukh et al., 2002 Task 3
Task 2
Task 1
Sirdeshmukh et al., 2002
5.9
6.5
6.4
0 1 2 3 4 5 6 7 8 9 10
Task 1
Task 2
Task 3
Average Satisfactionper Task
*Significantly different
*
*
© Copyright Léger (2018)
945
247
64
1833
1129
115
63
1193
232
103
2862
0 500 1000 1500 2000 2500 3000 3500
Image
Name
Score
Attributes
Image
Name
Score
Image
Name
Score
Sales
123
Duration(sec)
Total Durationper AOI Type and Task
Task 1
Task 2
Task 3
Results
Eye Tracking
*Significantly different
1890
126
47
561
2011
70
38
2351
129
71
514
0 500 1000 1500 2000 2500 3000 3500
Numberof Fixations
Total Count per AOI Type and Task
*
*
*
*
*
*
*
*
*
© Copyright Léger (2018)
Results
Eye Tracking
*Significantly different
1.9
0.6
0.9
2.7
2.2
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0
Attributes
Image
Name
Score
Sales
Duration(sec)
Average Durationper AOI Type
*
*
**
* *
*
*
0.6
1.2
0.6
1.8
0.4
0.0 0.5 1.0 1.5 2.0 2.5
Numberof Fixations
Average Count per AOI Type
*
**
* *
*
© Copyright Léger (2018)
Results
Eye Tracking
*Significantly different
553
214
904
676
222
150
46
77
821
374
0 200 400 600 800 1000
First
Last
First
Last
First
Last
First
Last
First
Last
AttributesImageNameScoreSales
Duration(sec)
ComparisonTotal DurationBetween the Firstand Last 1/4 Period per AOI Type
*
*
*
153
74
1727
1207
98
62
36
43
151
90
0 200 400 600 800 1000 1200 1400 1600 1800 2000
Numberof Fixations
ComparisonTotal Count Between the Firstand Last 1/4 Period per AOI Type
*
*
í
P
Conclusion
Retail Professionals' Perceptions
▪▪ The effort required to access the additional
information does not have an impact on users’
perceptions.
▪▪ Information richness positively affects users’
perceptions.
▪▪ Users are more willing to adopt the RA as a 
decision aid than as a delegated agent for all
three conditions. 
Retail Professionals' Behaviors
▪▪ Users are referring more to the additional
information at the beginning of their
decision-making process.
▪▪ When additional information is available,
users consult more frequently the information
easily accessible.
© Copyright Léger (2018)
Thank you!
Merci / Thank You
1
@jdalabsmtl
Data Science | Design | Technology
(Check for next DSDT meetup at https://www.meetup.com/DSDTMTL)

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DSDT Meetup May 2018

  • 1. Data Science | Design | Technology (May 1, 2018) https://www.meetup.com/DSDTMTL 1
  • 2. Agenda 5:45 - 6:00: Welcome 6:00 - 6:15: News & Introduction 6:15 - 7:00: The value of applied research in human-system interaction 6:15 - 7:00: Panel CHI 2018 7:30 - 8:00: Networking + Q&A 2 Innovation in Human-Machine Interaction
  • 3. Other events……. • May 7: Montreal-Python meetup (Burning Yeti) • May 14: Kubernetes meetup • May 14: HackerNest Montreal ….. And much more… • June 5: Next DSDT meetup • Artificial Intelligence • Guest speaker: Ubisoft La Forge 3
  • 4. Prof. Pierre-Majorique Léger, Ph.D.. Titulaire de la Chaire de recherche industrielle CRSNG-Prompt en expérience utilisateur Co-directeur Tech3Lab, Directeur ERPsim Lab The value of applied research in human-system interaction in B2B environment Innovation in Human-Machine Interaction Meetup, JDA Labs, Tuesday May 1st, 2018, Montréal, Canada
  • 5. © Copyright Léger (2018) Prof. Pierre-Majorique Léger, Ph.D. Full Profess0r Director ERPsim Lab Co-direct0r Tech3Lab pml@hec.ca Graduate studies Post-Doctorate Laboratories & chairs Financial support Guest Professor Lab Serious games to learn enterprise systems and business analytics https://www.researchgate.net/profile/Pierre-Majorique_Leger
  • 11. © Copyright Léger (2018) cognition attention Émotions 1 Gb/hour encyclopedia encyclopedia encyclopedia encyclopedia encyclopedia encyclopedia encyclopedia encyclopedia
  • 12. © Copyright Léger (2018) Using neurophysiological data to optimize user experience (UX) cognition attention emotions Eyetracking Neurophysiological measures 1 Gb/participant per hour Help designers Autoadapt interface A B
  • 13. © Copyright Léger (2018)© Copyright Léger et al.(2018) Powered by:
  • 14. Powered by: © Copyright Léger et al.(2018)
  • 15. Powered by: © Copyright Léger et al.(2018)
  • 16. Powered by: © Copyright Léger et al.(2018)
  • 17. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 18. SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 19. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 20. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 21. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations: SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 22. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 23. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 24. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations:
  • 25. est fier partenaire de SEVERAL RESEARCH GRANTS FOR ALL ACADEMICS LEVELS: chaire_ux.hec.ca SUBSCRIBE NOW AS PARTICIPANTS IN OUR RESEARCH PROJECTS: panel.hec.ca Proud Partner of Powered by: Funding Organisations: FINANCING. TECHNOLOGICAL INNOVATION. PARTNERSHIPS.
  • 26. © Copyright Léger (2018) Please test!
  • 28. © Copyright Léger (2018) Ease of use?
  • 29. © Copyright Léger (2018) 3 of 5 Ease of use?
  • 30. © Copyright Léger (2018) Conclusion? ?
  • 33.
  • 34.
  • 35. © Copyright Léger (2018) frontalis Corrugator Zygomaticus
  • 36. © Copyright Léger (2018) NEUTRAL HAPPY SAD DISCUSTED ANGRY SURPRISED SCARED
  • 37. © Copyright Léger (2018) NEUTRAL HAPPY SAD ANGRY SURPRISED SCARED DISCUSTED
  • 42. © Copyright Léger (2018) Tobii EyeTracker X60 © Copyright Tech3Lab 2016
  • 43. © Copyright Léger (2018) densité de la fixation oculaire
  • 44. © Copyright Léger (2018) Émotions positives Émotions négatives
  • 46.
  • 48. 100x
  • 49. © Copyright Tech3Lab 2016 If you are going to fail, fail fast. But learn quickly!
  • 50. © Copyright Léger (2018) MOOC Gratuit en Mai 2017 : Introduction à l'expérience utilisateur Début 15 mai 2018 Plus d'information : https://cours.edulib.org/courses/course-v1:HEC+UX-101.1+P2018/about
  • 51.
  • 53.
  • 54. To Trust or Not to Trust the Recommendation Agents?
  • 55. í P Objectives Determine the extent to which the visual representations of a recommendation agent influence the perceptions and behaviors of retail professionals in assortment planning decision.
  • 56. © Copyright Léger (2018) Experimental Design Task 1 Task 2 Task 3 Richness Effort low low high high Image (I) Attributes (A) Score (S) Name (N) Sales (SA)
  • 57. © Copyright Léger (2018) Task 1 Low Richness and Low Effort Image (I) Score (S) Name (N)
  • 58. © Copyright Léger (2018) Task 2 high Richness and Low Effort Attributes (A) Image (I) Score (S) Name (N)
  • 59. © Copyright Léger (2018) Task 3 high Richness and high Effort Image (I) Score (S) Name (N) Sales (SA)
  • 60. © Copyright Léger (2018) Experimental protocol Total time: 120 minutes
  • 61. í P Behavioral Measures Visual attention (Eye tracking – Smart Eye Pro) ▪▪ Number and duration of ocular fixations 
  • 62. © Copyright Léger (2018) Area of Interest
  • 63. © Copyright Léger (2018) Psychometric Measures Credibility of the recommendation agent (Ohanian, 1990) ▪▪ Trustworthiness ▪▪ Expertise Satisfaction (Sirdeshmukh et al., 2002) ▪▪ Highly satisfactory – Highly satisfactory  ▪▪ Very unpleasant – Very pleasant ▪▪ Terrible – Delightful Type of future usage (Komiak and Benbasat, 2006) ▪▪ Delegated Agent ▪▪ Decision Aid
  • 64. © Copyright Léger (2018) Experimental Setup
  • 65. © Copyright Léger (2018) Experimental Setup
  • 66. © Copyright Léger (2018) 3.1 3.8 3.7 0 1 2 3 4 5 6 7 Task 1 Task 2 Task 3 Average Credibility per Task Results Credibility Ohanian, 1990 Task 3 Task 2 Task 1 Ohanian (1990) *Significantly different * *
  • 67. © Copyright Léger (2018) 2.7 3.5 3.2 0 1 2 3 4 5 6 7 Task 1 Task 2 Task 3 Average of the Intention to Adopt the RA as a DelegatedAgent per Task Results Type of future usage Komiak and Benbasat, 2006 Komiak and Benbasat (2006) Task 1 Task 2 Task 3 4.4 5.5 5.4 0 1 2 3 4 5 6 7 Average of the Intention to Adopt the RA as a Decision Aid per Task *Significantly different * * * *
  • 68. © Copyright Léger (2018) Results Satisfaction Sirdeshmukh et al., 2002 Task 3 Task 2 Task 1 Sirdeshmukh et al., 2002 5.9 6.5 6.4 0 1 2 3 4 5 6 7 8 9 10 Task 1 Task 2 Task 3 Average Satisfactionper Task *Significantly different * *
  • 69. © Copyright Léger (2018) 945 247 64 1833 1129 115 63 1193 232 103 2862 0 500 1000 1500 2000 2500 3000 3500 Image Name Score Attributes Image Name Score Image Name Score Sales 123 Duration(sec) Total Durationper AOI Type and Task Task 1 Task 2 Task 3 Results Eye Tracking *Significantly different 1890 126 47 561 2011 70 38 2351 129 71 514 0 500 1000 1500 2000 2500 3000 3500 Numberof Fixations Total Count per AOI Type and Task * * * * * * * * *
  • 70. © Copyright Léger (2018) Results Eye Tracking *Significantly different 1.9 0.6 0.9 2.7 2.2 0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0 Attributes Image Name Score Sales Duration(sec) Average Durationper AOI Type * * ** * * * * 0.6 1.2 0.6 1.8 0.4 0.0 0.5 1.0 1.5 2.0 2.5 Numberof Fixations Average Count per AOI Type * ** * * *
  • 71. © Copyright Léger (2018) Results Eye Tracking *Significantly different 553 214 904 676 222 150 46 77 821 374 0 200 400 600 800 1000 First Last First Last First Last First Last First Last AttributesImageNameScoreSales Duration(sec) ComparisonTotal DurationBetween the Firstand Last 1/4 Period per AOI Type * * * 153 74 1727 1207 98 62 36 43 151 90 0 200 400 600 800 1000 1200 1400 1600 1800 2000 Numberof Fixations ComparisonTotal Count Between the Firstand Last 1/4 Period per AOI Type * *
  • 72. í P Conclusion Retail Professionals' Perceptions ▪▪ The effort required to access the additional information does not have an impact on users’ perceptions. ▪▪ Information richness positively affects users’ perceptions. ▪▪ Users are more willing to adopt the RA as a  decision aid than as a delegated agent for all three conditions.  Retail Professionals' Behaviors ▪▪ Users are referring more to the additional information at the beginning of their decision-making process. ▪▪ When additional information is available, users consult more frequently the information easily accessible.
  • 73. © Copyright Léger (2018) Thank you!
  • 74. Merci / Thank You 1 @jdalabsmtl Data Science | Design | Technology (Check for next DSDT meetup at https://www.meetup.com/DSDTMTL)