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PRODUCT RESEARCH
STRATEGY
Inspired by Emotion
PAUL SAS
MOTIVATION ENGINEERS
QUANTIFIED
EMOTIONS
PAUL SAS
AUG 23, 2018
2 © Motivation Engineers
AGENDA
OBJECTIVES DEFINED
Learn current state of psychological insight into emotion1
Deepen insight into scoping the questions that will help your design strategy2
Develop methods to analyze your progress as prototypes become products3
Stay close to our feelings throughout!
Understanding the Minds (& Hearts) of Customers
The Elephant & the Rider metaphor (back to Buddha)
The Elephant:
	 Strong
	 Persistent
	 Emotional
	 Impulsive power
The Rider:
	 Strategic
	 Planning
	 Rational
	 Relatively puny
Elephant & Rider translated to Behavioral Economics
Two systems operate in tandem
System 1 –
Automatic, intuitive, effortless
System 2-
Deliberate, demands attention, effortful
Most marketing primarily speaks to the conscious/planning rational
decision maker.
Emotional/impulsive/automatic (System 1) overrides
Rational System 2
What sounds more attractive?
	 90% fat free 	 	 vs 		 10% fat
Emotional/impulsive/automatic (System 1) overrides
Rational System 2
What sounds more attractive?
	 90% fat free 	 	 vs 		 10% fat
	 90% survive	 	 vs 		 10% die
©2010DiamondManagement&TechnologyConsultants,Inc.
!7Principles of Behavioral Economics
Behavioral Economics Analysis Framework
Decision Shortcuts
Value Assessments
Emotional Impacts
Social Impacts
Consumer decisions are far more complex than they appear.
Consumers use mental "shortcuts" to guide them to what they
feel is the right decision. Understanding these shortcuts can
help companies guide consumers to the "right" decision.
Emotions get the better of people. Emotional impacts can
drive someone to or away from what would be considered the
"rational" economic decision. Appealing to these emotional
impacts can be more powerful than a price reduction in driving
demand.
Value is a relative concept. Is a television "worth" $300 or $400?
Is a warranty "worth" $29.99? In assessing the "value" of a
product or service consumers often use seemingly "irrational"
metrics and concepts to guide their behavior.
People are social. Consumers take into account behaviors
of fellow consumers and social norms to guide them to
what they believe is the "right" decision.
Relative Choices
Attribute Priming
Power of Defaults
Mental Accounting
Dominated Alternatives
Rules of Thumb
Choice Overload
Love of Free
Anchoring
Endowment Effect
Hyperbolic Discounting
Presentation Paradox
Social / Financial
Domains
Cheating Bandwagon Effect
Signaling
Risk Aversion
Loss Aversion
Hot vs. Cold States
Self Control Facilitation
Over Confidence
Labor Illusion
A
B
C
D
Framing
Peak & End Rule
Evelyn Gosnell, from Irrational Labs, may’ve introduced you to an overview of this
7 © Motivation Engineers
WHEN YOU FEEL IT,
EMOTION RESEARCH REVIEW
YOU (USUALLY) KNOW & SHOW IT
Emotions
are complex,
multi-dimensional,
and hugely
important
Attention
compels, focuses,
resists intentional override
Cognitive
awareness, attributions,
goals, interpretations
Self-awareness of
motor expression
Personality
Type
Unconscious
perception
Motor expression
face, body, voice
Autonomic
hormonal and visceral
Memories
Cultural Appropriateness
WEIRD - Western, Educated,
Industrialized, Rich, Democratic
©2010DiamondManagement&TechnologyConsultants,Inc.
!9
Exemplars of Emotional Engagement
Great Movies
My Music
Architecture with Feng Shui
Delicious/fine/comfort meals
Live performances
Dancing together
Zen Garden
Holiday Rituals (Thanksgiving)
Morning Coffee
Hanging out with friends (Cheers)
Personal trainer
Being Thanked/Recognized
Forest (Muir Woods)
InstructionalVideo
Your Music
Greyhound Bus Station
Jack in the Box
Bad Karaoke
Jr High School Dance
Tokyo Street Din
Death Marches/Fire Drills
Morning commute in traffic
Networking Events (Hi I'm…
24 Hour Fitness Sisyphus
Rudeness/Inconsideration
Mosquitoes & Flies
Story
Song
Space
Food
Communal art
Dance
Safe space
Ritual
Daily rhythm
Friendship
Coaching
Recognition
Primeval space
10 © Motivation Engineers
EMOTION RESEARCH
EXPERIMENTAL PARADIGMS
EXERCISE 1 - TEN MINUTES
Write down the first emotion that comes up when you use your 

most relied upon app/social media
Add any other emotions that are frequently evoked when you use your 

most relied upon app/social media
11 © Motivation Engineers
MULTIPLE WAYS TO MODEL
EMOTION RESEARCH REVIEW
Ekman’s 6 Basic Emotions
Happy Sad Fear
Anger Surprise Disgust
12 © Motivation Engineers
Intensity & Valence
EMOTION RESEARCH REVIEW
13 © Motivation Engineers
EMOTION RESEARCH REVIEW
COGNITIVE APPRAISAL
Responsibility
Who is to blame?
Control
Am I the Boss?
Cope by seeking slivers of
control over outcomes
Legitimacy
Am I getting what
I'm owed?
Fair/deserved or unfair
Effort
How hard do I
have to work?
Energy demand minimized to
dodge an unpleasant emotion
Attention
Attention attracted
over time.
Focusing Illusion
Pleasantness
How good do I
feel right now?
Pleasing, attractive aspects
Obstacle
Is anything frustrating
my will?
Blocking goals
interpreted as personal
Certainty
Confidence
about outcome
14 © Motivation Engineers
Emotions Are Goal-Oriented
EMOTION RESEARCH REVIEW
EVENT
Yes
Emotion
Goal
Relevant?
Ego
Involvement?
Yes
Positive Emotion
Happiness
Pride
Love
Not
Relevant
Boosts
self-esteem
Mutual
Affection
Negative Emotion
Anger,
Shame
Fear/ Anxiety
Sadness
Damages
self-esteem
Threat
to self
Loss
to self
No No Emotion
Goal
Congruent?
No
15 © Motivation Engineers
MARKETING GOAL MAP
EMOTION RESEARCH REVIEW
Adventure
Popularity/
Connection
Discipline/
Competence
Security
Stimulation Autonomy
16 © Motivation Engineers
FLOW IMPACTS EMOTION
EMOTION RESEARCH REVIEW
SKILL
17 © Motivation Engineers
FLOW IMPACTS EMOTION
EMOTION RESEARCH REVIEW
18 © Motivation Engineers
2 PUBLISHED SCALES TO
MEASURE FLOW
EMOTION RESEARCH REVIEW
On the Measurement and Conceptualization of Flow —
Giovanni B. Moneta
The Manual for the Flow Scales - Jackson, Eklund, & Martin
19 © Motivation Engineers
6 QUESTIONS TO MEASURE FLOW
EMOTION RESEARCH REVIEW
I	felt	just	the	right	amount	of	challenge
My thoughts/actions ran fluidly and smoothly
I	did	not	no4ce	4me	passing
The	right	thoughts/ac4ons	occurred	of	their	own	accord
I	knew	what	I	had	to	do	each	step	of	the	way
I	felt	that	I	had	everything	under	control
Please	rate	the	extent	to	which	each	statement	below	characterizes	your	experience	
while	comple6ng	the	task.
Recommendation: Never ask more questions than necessary
Estimate Importance* to identify point of diminishing returns
*Estimators of Relative Importance in Linear Regression Based on Variance Decomposition

Ulrike Gromping The American Statistician, May 2007, Vol. 61, No. 2
©2010DiamondManagement&TechnologyConsultants,Inc.
!20
20
Kano Model of Product Innovation
EMOTION RESEARCH REVIEW
©2010DiamondManagement&TechnologyConsultants,Inc.
!21
Delight conceptualized
21
22 © Motivation Engineers
CIRCUIT OF EMOTIONS THOUGHTS BEHAVIOR
EMOTION RESEARCH REVIEW
E B
T
T H O U G H T S
What we THINK affects
how we act and feel
E M OT I O N S
How we FEEL affects
what we think and do
B E H AV I O R
What we DO affects
how we think and feel
24 © Motivation Engineers
Self-reports (Many Different Instruments)
Participants rate overall experience
Second by second changes might using rating dial
Subjective crowdsourced ratings
Workers (e.g., MechTurk) can identify/measure/rank emotion in content
AI / Machine Learning for text
Large data sets can be trained to recognize
Pupil dilation
Changes in pupil size show cognitive demand
Facial coding
Automatic coding of facial responses
Voice
Expressive
Analyze words used, and voice pitch and volume
Heart rate
Measure changes in heart beat rate
Skin response
Measure changes in skin conductivity (sweating)
1
2
3
4
5
6
7
8
METHODS FOR MEASURING EMOTIONS
24 © Motivation Engineers
METHODS FOR MEASURING EMOTIONS
Self Report Instruments respondents assess feelings on multiple dimensions
PANAS (Positive & Negative Affect Scale) - Likert rating used in academic studies
The words listed below describe different feelings and emotions. Read each item and then, in the space next to that word,
indicate the extent to which you feel that way.
Very slightly
or not at all
A little Moderately Quite a bit Extremely
1 2 3 4 5
Interested
Distressed
Excited
Upset
Strong
Guilty
Scared
Hostile
Enthusiastic
Proud
Very slightly
or not at all
A little Moderately Quite a bit Extremely
1 2 3 4 5
Irritable
Alert
Ashamed
Inspired
Nervous
Determined
Attentive
Jittery
Active
Afraid
25 © Motivation Engineers
METHODS FOR MEASURING EMOTIONS
Self-assessment Manikin (1980) on 3 dimensions
Pleasure
Arousal
Dominance
26 © Motivation Engineers
METHODS FOR MEASURING EMOTIONS
PrEmo Self Report
PrEmo portrays 14 emotions, each with an animation of dynamic facial, bodily, and
vocal expressions
Scales developed for responses to cars, so emotions include lust, love, worship
Requires a license from SuSa group
“The use of short animations is insightful for the emotion. Cartoons with sound makes
these powerful descriptions of the depicted state. - Don Norman”
http://www.premotool.com/
27 © Motivation Engineers
EMOTION RESEARCH
EXPERIMENTAL PARADIGMS
EXERCISE 2 - TEN MINUTES
Rate, using the PANAS scale, what emotions are evoked when you use your 

most relied upon app/social media
28 © Motivation Engineers
EMOTION RESEARCH
EXPERIMENTAL PARADIGMS
EXERCISE 2
Tag Emotions Using Specific Instruments
Positive and Negative Affect ScaleE X A M P L E : PA N A S
The words listed below describe different feelings and emotions. Read each item and then, in the space next to that word,
indicate the extent to which you feel that way.
Very slightly
or not at all
A little Moderately Quite a bit Extremely
1 2 3 4 5
Interested
Distressed
Excited
Upset
Strong
Guilty
Scared
Hostile
Enthusiastic
Proud
Very slightly
or not at all
A little Moderately Quite a bit Extremely
1 2 3 4 5
Irritable
Alert
Ashamed
Inspired
Nervous
Determined
Attentive
Jittery
Active
Afraid
©2010DiamondManagement&TechnologyConsultants,Inc.
!29
At Intuit, they care a great deal
about Designing for Delight
©2010DiamondManagement&TechnologyConsultants,Inc.
!30
In 2012, I began to work on a quantitative model to predict
customer delight
!31 9
Examples of Behavioral Measures
Behavioral	Attributes		
Available to Analytics Data	Type
Migrated	from	Classic/Desktop Yes/No
Length	on	current	version/edition #	months
Stretcher	(switched	to	next	product	level) Yes/No
Time	spent	in	QBO Minutes
Number	of	pages	visited #
Number	of	log	ins #
Invoice	created Yes/No
(Number	of)	Vendors	paid Yes	#/No
Create/Import	a	vendor Yes/No
Number	of	vendors	created #
Create/Import	an	invoice Yes/No
Number	of	invoices	created #
Promo Yes/No
Free	trial Yes/No
Set	up	payroll Yes/No
Number	of	transaction #
Ran	a	custom	report Yes/No
(Number	of)	Watched	videos Yes/No
Minutes	spent	watching	videos Minutes
Tax	form	type Type
Mobile Yes/No
Behavioral	Attributes		
Available with Panelists
Time	on	Task	to	Create	Invoice
Time	on	Task	to	Setup	Employee
Time	on	Task	(Other	Actions)
Success	rate	Create	Invoice
Success	rate	Setup	Employee
Success	(Other	Actions)
Abandonment	rate	Invoice
Abandonment	rate	Payroll
Abandonment	rate	Other	Actions
Create/Import	an	invoice
Number	of	invoices	created
Set	up	payroll
(Number	of)	Watched	videos
Minutes	spent	watching	videos
©2010DiamondManagement&TechnologyConsultants,Inc.
!32
These 3 categories are also used
at Facebook (by Julie Zhuo) and at
Forrester Research
©2010DiamondManagement&TechnologyConsultants,Inc.
!33
3 factors could reliably predict
customer delight
Three	factors	predict	/	explain	71%		of	the	
variance	in	Net	Promoter	(NPS)	
27%
23%
21%
Three	Questions	to	Ask
How	easy	was	it	to	do	your	task?	
(5	point	pole-labeled	scale:	Not	at	all	Easy	to	Extremely	Easy)	
How	satisfied	are	you	with		_____'s	
ability	to	meet	your	specific	needs?	
(5	point	pole-labeled	scale:	Not	at	all	Satisfied	to	Extremely	Satisfied)	
How	delightful	was	your	interaction	
with	_______?

	(5	point	pole-labeled	scale:	Not	at	all	Delightful	to	Extremely	Delightful)
35 © Motivation Engineers
EMOTION RESEARCH
EXPERIMENTAL PARADIGMS
EXERCISE 3
Rate, using the 3 questions, how you feel about your most relied upon
app/social media
36 © Motivation Engineers
EMOTION
EXPERIMENTAL COSTS & TRADEOFFS
Methodological considerations
How reliable is the
particular signal
collected?
How expensive is it
to collect that?
What does it cost to
accept the loss (in
reduced accuracy) of the
cheaper signal detector?
1 2 3
37 © Motivation Engineers
EMOTION
EXPERIMENTAL COSTS & TRADEOFFS
C O N S I D E R A N A LO GY O F B M I
Simple charts calculate with just
Height & Weight as inputs
Hydrostatic Body Fat Test float
in a precise lab setting ($50 to
$150/test)
Adiposity doesn’t even require a
scale, uses only a tape measure to
compare hip size to height
Customer Based Brand Equity Model
!38
Keller's Customer Based Brand Equity CBBE
Emotional Dimensions of CBBE Model
!39
EMOTIONAL
attributes
Keller's Customer Based Brand Equity CBBE
Attachment	Attitudes:	Love/Like	Brand;	Proud	
	Community:	Affiliation	
	Active	engagement:	Seek	deeper	connection	
(Like	FB	page,	want	more	info,	join	clubs)
Resonance
Congruence with psycho-demographic
segments
Popularity
Actual vs Aspirational
Personality: Aaker's 5 Brand Personalities
History: Nostalgia + Memories
Imagery
Feelings (acc to Keller)
Warmth, Fun, Excitement, Security, Social
Approval, Self-Respect
Why Ads work: Psychology of Mere Exposure
Mere Exposure defined: An item is rated as more favorably if the rater has been previously
exposed to that item. The increased favorability ratings occur without consciousness
1- Awareness isn't necessary to change favorability (subliminal exposures work)

2- Subjects deny familiarity, but liking is good discriminant of exposure
Typical question on Likeability used 5-point scale

3- Meta-analysis of 208 experiments show mere-exposure effect is robust (effect size of r=0.26)
4- Liking seems to achieve a maximum at 10–20 exposures
!40
© Motivation Engineers
Obtainability might be viewed in terms of
Aspirational contrasts -
Time horizon, Reward (hedonic),Demographic Affiliation
MAYA - most advanced (desire), yet acceptable (obtainability)
Feelings
Excitement, Social Approval, Self-Respect, Warmth, Fun, Security
Surprised Excited Attracted Inspired Confident Proud Content Affection
Hatred Repulsed Annoyed Inadequate Disappointed Guilty Unimpressed Sad
Imagery associations
Demographic congruence (& exclusion)
Personality esp Sincerity , Excitement, Sophistication
History/nostalgia associations
Judgment - Credibility, Pricing as Signal
Resonance -
Attachment
Loyalty (esp for luxury brands)
Methods for Measuring Attachment
!41
Desire measured in Implicit, Explicit and Intensive & Extensive Dimensions of Strength
Revealed - implicit choices without verbally expressed preference
Make trade-offs for X
Spend extra time searching for X
Do work for X / Cease doing work earlier if X absent
Game-based lab experimental economics
WTA (willingness to accept) - If you get less preferred Brand B, what do you have to be paid
to accept that substitute?
WTP (willingness to pay) - You get Brand B for free; how much to switch to preferred
Crucial fact - WTA can be 10X WTP
Expressed Purchase intent
Attachment
Loyalty
Methods for Measuring Desire
!42
1- For emotion, measure Pleasantness + Arousal (intensity)
2- For pleasantness, independently probe
Positive (Attracted/Pleased) + Negative (Irritated/Bored)
3- Adapt measures of Customer Based Brand Equity (CBBE) 6 feelings
Warmth, Fun, Excitement, Security, Social Approval, Self-Respect
4- Consider adapting Aaker's 5 Brand personalities for further emotional insight
Sincerity (down-to-earth, honest, wholesome, cheerful)
Excitement (daring, spirited, imaginative, up-to-date)
Competence (reliable, intelligent, successful)
Sophistication (upper-class, charming)
Ruggedness (outdoorsy, tough)
Recommended approach to experiments
!43
45 © Motivation Engineers
PHILOSOPHY & EMOTIONAL DESIGN
STEPPING THROUGH WHAT WE’VE LEARNED
ONTOLOGY: What are emotions1
EPISTEMOLOGY: How can we measure emotions?2
ESTHETICS: What are the most desirable emotions to evoke?3
ETHICS: What emotions SHOULD we evoke?4
© Motivation Engineers
AGENDA REVIEW
OBJECTIVES DEFINED
Learn current state of psychological insight into emotion1
Deepen insight into scoping the questions that will help your design strategy2
Develop methods to analyze your progress as prototypes become products3
46 © Motivation Engineers
Single best summation: Thinking Fast & Slow
Most Enjoyable: Dan Ariely’s first 2 books
Predictably Irrational +
Upside of Irrationality
How Emotions are Made - Lisa Feldman Barrett
Also worthwhile: Art of Choice (Iyengar);
Why Axis (Gneezy); Nudge (Thaler & Sunstein)
References for further reading

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Inspired by emotions -

  • 1. PRODUCT RESEARCH STRATEGY Inspired by Emotion PAUL SAS MOTIVATION ENGINEERS QUANTIFIED EMOTIONS PAUL SAS AUG 23, 2018
  • 2. 2 © Motivation Engineers AGENDA OBJECTIVES DEFINED Learn current state of psychological insight into emotion1 Deepen insight into scoping the questions that will help your design strategy2 Develop methods to analyze your progress as prototypes become products3 Stay close to our feelings throughout!
  • 3. Understanding the Minds (& Hearts) of Customers The Elephant & the Rider metaphor (back to Buddha) The Elephant: Strong Persistent Emotional Impulsive power The Rider: Strategic Planning Rational Relatively puny
  • 4. Elephant & Rider translated to Behavioral Economics Two systems operate in tandem System 1 – Automatic, intuitive, effortless System 2- Deliberate, demands attention, effortful Most marketing primarily speaks to the conscious/planning rational decision maker.
  • 5. Emotional/impulsive/automatic (System 1) overrides Rational System 2 What sounds more attractive? 90% fat free vs 10% fat
  • 6. Emotional/impulsive/automatic (System 1) overrides Rational System 2 What sounds more attractive? 90% fat free vs 10% fat 90% survive vs 10% die
  • 7. ©2010DiamondManagement&TechnologyConsultants,Inc. !7Principles of Behavioral Economics Behavioral Economics Analysis Framework Decision Shortcuts Value Assessments Emotional Impacts Social Impacts Consumer decisions are far more complex than they appear. Consumers use mental "shortcuts" to guide them to what they feel is the right decision. Understanding these shortcuts can help companies guide consumers to the "right" decision. Emotions get the better of people. Emotional impacts can drive someone to or away from what would be considered the "rational" economic decision. Appealing to these emotional impacts can be more powerful than a price reduction in driving demand. Value is a relative concept. Is a television "worth" $300 or $400? Is a warranty "worth" $29.99? In assessing the "value" of a product or service consumers often use seemingly "irrational" metrics and concepts to guide their behavior. People are social. Consumers take into account behaviors of fellow consumers and social norms to guide them to what they believe is the "right" decision. Relative Choices Attribute Priming Power of Defaults Mental Accounting Dominated Alternatives Rules of Thumb Choice Overload Love of Free Anchoring Endowment Effect Hyperbolic Discounting Presentation Paradox Social / Financial Domains Cheating Bandwagon Effect Signaling Risk Aversion Loss Aversion Hot vs. Cold States Self Control Facilitation Over Confidence Labor Illusion A B C D Framing Peak & End Rule Evelyn Gosnell, from Irrational Labs, may’ve introduced you to an overview of this
  • 8. 7 © Motivation Engineers WHEN YOU FEEL IT, EMOTION RESEARCH REVIEW YOU (USUALLY) KNOW & SHOW IT Emotions are complex, multi-dimensional, and hugely important Attention compels, focuses, resists intentional override Cognitive awareness, attributions, goals, interpretations Self-awareness of motor expression Personality Type Unconscious perception Motor expression face, body, voice Autonomic hormonal and visceral Memories Cultural Appropriateness WEIRD - Western, Educated, Industrialized, Rich, Democratic
  • 9. ©2010DiamondManagement&TechnologyConsultants,Inc. !9 Exemplars of Emotional Engagement Great Movies My Music Architecture with Feng Shui Delicious/fine/comfort meals Live performances Dancing together Zen Garden Holiday Rituals (Thanksgiving) Morning Coffee Hanging out with friends (Cheers) Personal trainer Being Thanked/Recognized Forest (Muir Woods) InstructionalVideo Your Music Greyhound Bus Station Jack in the Box Bad Karaoke Jr High School Dance Tokyo Street Din Death Marches/Fire Drills Morning commute in traffic Networking Events (Hi I'm… 24 Hour Fitness Sisyphus Rudeness/Inconsideration Mosquitoes & Flies Story Song Space Food Communal art Dance Safe space Ritual Daily rhythm Friendship Coaching Recognition Primeval space
  • 10. 10 © Motivation Engineers EMOTION RESEARCH EXPERIMENTAL PARADIGMS EXERCISE 1 - TEN MINUTES Write down the first emotion that comes up when you use your 
 most relied upon app/social media Add any other emotions that are frequently evoked when you use your 
 most relied upon app/social media
  • 11. 11 © Motivation Engineers MULTIPLE WAYS TO MODEL EMOTION RESEARCH REVIEW Ekman’s 6 Basic Emotions Happy Sad Fear Anger Surprise Disgust
  • 12. 12 © Motivation Engineers Intensity & Valence EMOTION RESEARCH REVIEW
  • 13. 13 © Motivation Engineers EMOTION RESEARCH REVIEW COGNITIVE APPRAISAL Responsibility Who is to blame? Control Am I the Boss? Cope by seeking slivers of control over outcomes Legitimacy Am I getting what I'm owed? Fair/deserved or unfair Effort How hard do I have to work? Energy demand minimized to dodge an unpleasant emotion Attention Attention attracted over time. Focusing Illusion Pleasantness How good do I feel right now? Pleasing, attractive aspects Obstacle Is anything frustrating my will? Blocking goals interpreted as personal Certainty Confidence about outcome
  • 14. 14 © Motivation Engineers Emotions Are Goal-Oriented EMOTION RESEARCH REVIEW EVENT Yes Emotion Goal Relevant? Ego Involvement? Yes Positive Emotion Happiness Pride Love Not Relevant Boosts self-esteem Mutual Affection Negative Emotion Anger, Shame Fear/ Anxiety Sadness Damages self-esteem Threat to self Loss to self No No Emotion Goal Congruent? No
  • 15. 15 © Motivation Engineers MARKETING GOAL MAP EMOTION RESEARCH REVIEW Adventure Popularity/ Connection Discipline/ Competence Security Stimulation Autonomy
  • 16. 16 © Motivation Engineers FLOW IMPACTS EMOTION EMOTION RESEARCH REVIEW SKILL
  • 17. 17 © Motivation Engineers FLOW IMPACTS EMOTION EMOTION RESEARCH REVIEW
  • 18. 18 © Motivation Engineers 2 PUBLISHED SCALES TO MEASURE FLOW EMOTION RESEARCH REVIEW On the Measurement and Conceptualization of Flow — Giovanni B. Moneta The Manual for the Flow Scales - Jackson, Eklund, & Martin
  • 19. 19 © Motivation Engineers 6 QUESTIONS TO MEASURE FLOW EMOTION RESEARCH REVIEW I felt just the right amount of challenge My thoughts/actions ran fluidly and smoothly I did not no4ce 4me passing The right thoughts/ac4ons occurred of their own accord I knew what I had to do each step of the way I felt that I had everything under control Please rate the extent to which each statement below characterizes your experience while comple6ng the task. Recommendation: Never ask more questions than necessary Estimate Importance* to identify point of diminishing returns *Estimators of Relative Importance in Linear Regression Based on Variance Decomposition
 Ulrike Gromping The American Statistician, May 2007, Vol. 61, No. 2
  • 22. 22 © Motivation Engineers CIRCUIT OF EMOTIONS THOUGHTS BEHAVIOR EMOTION RESEARCH REVIEW E B T T H O U G H T S What we THINK affects how we act and feel E M OT I O N S How we FEEL affects what we think and do B E H AV I O R What we DO affects how we think and feel
  • 23. 24 © Motivation Engineers Self-reports (Many Different Instruments) Participants rate overall experience Second by second changes might using rating dial Subjective crowdsourced ratings Workers (e.g., MechTurk) can identify/measure/rank emotion in content AI / Machine Learning for text Large data sets can be trained to recognize Pupil dilation Changes in pupil size show cognitive demand Facial coding Automatic coding of facial responses Voice Expressive Analyze words used, and voice pitch and volume Heart rate Measure changes in heart beat rate Skin response Measure changes in skin conductivity (sweating) 1 2 3 4 5 6 7 8 METHODS FOR MEASURING EMOTIONS
  • 24. 24 © Motivation Engineers METHODS FOR MEASURING EMOTIONS Self Report Instruments respondents assess feelings on multiple dimensions PANAS (Positive & Negative Affect Scale) - Likert rating used in academic studies The words listed below describe different feelings and emotions. Read each item and then, in the space next to that word, indicate the extent to which you feel that way. Very slightly or not at all A little Moderately Quite a bit Extremely 1 2 3 4 5 Interested Distressed Excited Upset Strong Guilty Scared Hostile Enthusiastic Proud Very slightly or not at all A little Moderately Quite a bit Extremely 1 2 3 4 5 Irritable Alert Ashamed Inspired Nervous Determined Attentive Jittery Active Afraid
  • 25. 25 © Motivation Engineers METHODS FOR MEASURING EMOTIONS Self-assessment Manikin (1980) on 3 dimensions Pleasure Arousal Dominance
  • 26. 26 © Motivation Engineers METHODS FOR MEASURING EMOTIONS PrEmo Self Report PrEmo portrays 14 emotions, each with an animation of dynamic facial, bodily, and vocal expressions Scales developed for responses to cars, so emotions include lust, love, worship Requires a license from SuSa group “The use of short animations is insightful for the emotion. Cartoons with sound makes these powerful descriptions of the depicted state. - Don Norman” http://www.premotool.com/
  • 27. 27 © Motivation Engineers EMOTION RESEARCH EXPERIMENTAL PARADIGMS EXERCISE 2 - TEN MINUTES Rate, using the PANAS scale, what emotions are evoked when you use your 
 most relied upon app/social media
  • 28. 28 © Motivation Engineers EMOTION RESEARCH EXPERIMENTAL PARADIGMS EXERCISE 2 Tag Emotions Using Specific Instruments Positive and Negative Affect ScaleE X A M P L E : PA N A S The words listed below describe different feelings and emotions. Read each item and then, in the space next to that word, indicate the extent to which you feel that way. Very slightly or not at all A little Moderately Quite a bit Extremely 1 2 3 4 5 Interested Distressed Excited Upset Strong Guilty Scared Hostile Enthusiastic Proud Very slightly or not at all A little Moderately Quite a bit Extremely 1 2 3 4 5 Irritable Alert Ashamed Inspired Nervous Determined Attentive Jittery Active Afraid
  • 29. ©2010DiamondManagement&TechnologyConsultants,Inc. !29 At Intuit, they care a great deal about Designing for Delight
  • 30. ©2010DiamondManagement&TechnologyConsultants,Inc. !30 In 2012, I began to work on a quantitative model to predict customer delight
  • 31. !31 9 Examples of Behavioral Measures Behavioral Attributes Available to Analytics Data Type Migrated from Classic/Desktop Yes/No Length on current version/edition # months Stretcher (switched to next product level) Yes/No Time spent in QBO Minutes Number of pages visited # Number of log ins # Invoice created Yes/No (Number of) Vendors paid Yes #/No Create/Import a vendor Yes/No Number of vendors created # Create/Import an invoice Yes/No Number of invoices created # Promo Yes/No Free trial Yes/No Set up payroll Yes/No Number of transaction # Ran a custom report Yes/No (Number of) Watched videos Yes/No Minutes spent watching videos Minutes Tax form type Type Mobile Yes/No Behavioral Attributes Available with Panelists Time on Task to Create Invoice Time on Task to Setup Employee Time on Task (Other Actions) Success rate Create Invoice Success rate Setup Employee Success (Other Actions) Abandonment rate Invoice Abandonment rate Payroll Abandonment rate Other Actions Create/Import an invoice Number of invoices created Set up payroll (Number of) Watched videos Minutes spent watching videos
  • 32. ©2010DiamondManagement&TechnologyConsultants,Inc. !32 These 3 categories are also used at Facebook (by Julie Zhuo) and at Forrester Research
  • 33. ©2010DiamondManagement&TechnologyConsultants,Inc. !33 3 factors could reliably predict customer delight Three factors predict / explain 71% of the variance in Net Promoter (NPS) 27% 23% 21%
  • 35. 35 © Motivation Engineers EMOTION RESEARCH EXPERIMENTAL PARADIGMS EXERCISE 3 Rate, using the 3 questions, how you feel about your most relied upon app/social media
  • 36. 36 © Motivation Engineers EMOTION EXPERIMENTAL COSTS & TRADEOFFS Methodological considerations How reliable is the particular signal collected? How expensive is it to collect that? What does it cost to accept the loss (in reduced accuracy) of the cheaper signal detector? 1 2 3
  • 37. 37 © Motivation Engineers EMOTION EXPERIMENTAL COSTS & TRADEOFFS C O N S I D E R A N A LO GY O F B M I Simple charts calculate with just Height & Weight as inputs Hydrostatic Body Fat Test float in a precise lab setting ($50 to $150/test) Adiposity doesn’t even require a scale, uses only a tape measure to compare hip size to height
  • 38. Customer Based Brand Equity Model !38 Keller's Customer Based Brand Equity CBBE
  • 39. Emotional Dimensions of CBBE Model !39 EMOTIONAL attributes Keller's Customer Based Brand Equity CBBE Attachment Attitudes: Love/Like Brand; Proud Community: Affiliation Active engagement: Seek deeper connection (Like FB page, want more info, join clubs) Resonance Congruence with psycho-demographic segments Popularity Actual vs Aspirational Personality: Aaker's 5 Brand Personalities History: Nostalgia + Memories Imagery Feelings (acc to Keller) Warmth, Fun, Excitement, Security, Social Approval, Self-Respect
  • 40. Why Ads work: Psychology of Mere Exposure Mere Exposure defined: An item is rated as more favorably if the rater has been previously exposed to that item. The increased favorability ratings occur without consciousness 1- Awareness isn't necessary to change favorability (subliminal exposures work)
 2- Subjects deny familiarity, but liking is good discriminant of exposure Typical question on Likeability used 5-point scale
 3- Meta-analysis of 208 experiments show mere-exposure effect is robust (effect size of r=0.26) 4- Liking seems to achieve a maximum at 10–20 exposures !40 © Motivation Engineers
  • 41. Obtainability might be viewed in terms of Aspirational contrasts - Time horizon, Reward (hedonic),Demographic Affiliation MAYA - most advanced (desire), yet acceptable (obtainability) Feelings Excitement, Social Approval, Self-Respect, Warmth, Fun, Security Surprised Excited Attracted Inspired Confident Proud Content Affection Hatred Repulsed Annoyed Inadequate Disappointed Guilty Unimpressed Sad Imagery associations Demographic congruence (& exclusion) Personality esp Sincerity , Excitement, Sophistication History/nostalgia associations Judgment - Credibility, Pricing as Signal Resonance - Attachment Loyalty (esp for luxury brands) Methods for Measuring Attachment !41
  • 42. Desire measured in Implicit, Explicit and Intensive & Extensive Dimensions of Strength Revealed - implicit choices without verbally expressed preference Make trade-offs for X Spend extra time searching for X Do work for X / Cease doing work earlier if X absent Game-based lab experimental economics WTA (willingness to accept) - If you get less preferred Brand B, what do you have to be paid to accept that substitute? WTP (willingness to pay) - You get Brand B for free; how much to switch to preferred Crucial fact - WTA can be 10X WTP Expressed Purchase intent Attachment Loyalty Methods for Measuring Desire !42
  • 43. 1- For emotion, measure Pleasantness + Arousal (intensity) 2- For pleasantness, independently probe Positive (Attracted/Pleased) + Negative (Irritated/Bored) 3- Adapt measures of Customer Based Brand Equity (CBBE) 6 feelings Warmth, Fun, Excitement, Security, Social Approval, Self-Respect 4- Consider adapting Aaker's 5 Brand personalities for further emotional insight Sincerity (down-to-earth, honest, wholesome, cheerful) Excitement (daring, spirited, imaginative, up-to-date) Competence (reliable, intelligent, successful) Sophistication (upper-class, charming) Ruggedness (outdoorsy, tough) Recommended approach to experiments !43
  • 44. 45 © Motivation Engineers PHILOSOPHY & EMOTIONAL DESIGN STEPPING THROUGH WHAT WE’VE LEARNED ONTOLOGY: What are emotions1 EPISTEMOLOGY: How can we measure emotions?2 ESTHETICS: What are the most desirable emotions to evoke?3 ETHICS: What emotions SHOULD we evoke?4
  • 45. © Motivation Engineers AGENDA REVIEW OBJECTIVES DEFINED Learn current state of psychological insight into emotion1 Deepen insight into scoping the questions that will help your design strategy2 Develop methods to analyze your progress as prototypes become products3
  • 46. 46 © Motivation Engineers Single best summation: Thinking Fast & Slow Most Enjoyable: Dan Ariely’s first 2 books Predictably Irrational + Upside of Irrationality How Emotions are Made - Lisa Feldman Barrett Also worthwhile: Art of Choice (Iyengar); Why Axis (Gneezy); Nudge (Thaler & Sunstein) References for further reading