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Bill Albert Executive Director User Experience Center Bentley University Is That Really Me? A Case Study in Measuring Emotional Engagement of Customers using a Virtual Dressing Room in an e-Commerce Website Jessica Marriott Research Associate User Experience Center Bentley University
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Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

May 28, 2020

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Page 1: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Bill AlbertExecutive Director

User Experience CenterBentley University

Is That Really Me? A Case Study in Measuring Emotional

Engagement of Customers using a Virtual

Dressing Room in an e-Commerce Website

Jessica MarriottResearch Associate

User Experience CenterBentley University

Page 2: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

2Six dimensions of the emotional UX

Emotional UX

Engagement

Stress

Joy

Frustration

Trust

Confidence

Page 3: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

3

Arousal Valence

Happy:

calm excited

calm excited

Tense:

negative positive

negative positive

Page 4: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

4Measuring Emotions

Research Method /

Technology

Emotion(s)

Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration,

stress, engagement, others)

Eye Tracking Engagement (visual)

Facial Expressions Joy, engagement, sadness, fear,

anger, surprise, disgust, and contempt

GSR (Skin Conductance) Stress (arousal w/o valence)

Behavioral Observation Engagement, Stress

Page 5: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

5Emotions are fleeting

Page 6: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

6Highly contextual

Reluctant Participant

Does not like

feeling “under

the microscope”

Just had a bad

day at work

Page 7: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

7Weak signals

⮚ Roller coaster ride

⮚ Being on a great first date

⮚ Team winning the “big game”

⮚ Watching a scary movie

⮚ Friend telling a funny story

⮚ Critical error on software

⮚ Frustrated with a website

⮚ Enjoying a new app

High Emotional Intensity

Low Emotional Intensity

Page 8: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

8Driven by content

“$1.3 million looks good to

me, oh and the software looks great too.”

Page 9: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

9Noisy Data

Plutchik’s Wheel of Emotions

Page 10: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

10Virtual Dressing Rooms

Page 11: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

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Case Study

Page 12: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

● Gain deeper insight into the emotional user experience

● Understand the value of biometric data, beyond traditional

user research methods

● Develop best practices for collecting and analyzing

biometric data

12Goals

Page 13: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

● 3 virtual dressing rooms

● Scenario: Find a dress to wear for a friend’s wedding

● In-person sessions with 10 participants (female only)

● iMotions software (eye tracking, facial expressions, and

GSR), and survey responses

13Method

Page 14: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

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Page 15: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Qualitative Findings: Verbatims

● Small preference

for Metail

● No statistical

significance

● Glamstorm had

most negative

comments

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Page 16: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Qualitative Findings: Survey

● Overall low

scores

● Metail had

slightly higher

scores

● No statistical

significance

between sites

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Page 17: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Biometric Findings 17

Page 18: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Overall - Valence 18

Page 19: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Overall - Engagement/Attention 19

Page 20: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Overall - Joy 20

Page 21: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Disgust & Contempt 21

Page 22: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Segments

Introduction

● Engagement

● Attention

22

Edit

● Joy

● Disgust

● Engagement

● Attention

Try

● Contempt

● Engagement

● Attention

All metrics were significantly higher in

Glamstorm and Virtual Outfits than Metail.

Page 23: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Edit Segment - Mix of Emotions 23

Page 24: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Eye Tracking 24

Page 25: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

GSR (Galvanic Skin Response) 25

Page 26: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

Overall Findings

Qualitative Data

● No significant difference

between the sites

○ Positive/negative

comments

○ Survey responses

● Slight preference for Metail

● UX not great overall

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Biometric Data

● Stronger emotional

experience in Glamstorm

and Virtual Outfits

○ Positive emotions

○ Attention

○ Engagement

○ Joy

○ Disgust

Why?

Page 27: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

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Moving Forward

Page 28: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

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• Minimal interaction with the participant - Use retrospective

think-aloud (RTA)

• What does a smile really mean?

• Consistent context and control exposure time

• Still exploring the value of GSR

• Utilize other data sources - verbal expressions, survey data,

etc.

Lessons Learned

Page 29: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

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• What emotions are relevant for your organization?

• What methods/technologies will you use to collect data about the emotional UX?

• How will you use the data to inform your design or product strategy?

Things to Consider

Page 30: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

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• Use more than one metric to measure a single emotion

• Try to capture a variety of emotional metrics

• Don’t take too thin of a slice - look at broader experience

• Try to understand “why” behind the biometrics

Tips for Success

Page 31: Is That Really Me?...Measuring Emotions 4 Research Method / Technology Emotion(s) Self-Report / Verbatim Analysis All (trust, confidence, joy, frustration, stress, engagement, others)

THANK YOU

Bill Albert, PhD

Executive Director, Bentley UXC

[email protected]

www.bentley.edu/uxc

@UXMetrics | @BentleyUXC

Jessica Marriott

Research Associate

Bentley UXC

[email protected]