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Jinhua Zhao
Massachusetts Institute of Technology
Emotional Travel
Role of Social Psychology in Shaping Mobility Decisions
BRT COE Webinar
How to change behavior?
2
3
Laziness knows no boundaries…
Subconscious	mind
Conscious	mind
homo econ vs. homo sapiens
• Behavioral deviation
– loss aversion
– overweighing small probability
– mental accounting
– hyberbolic discounting
– framing effects
– altruism
– price saliency
5
Behavioral
Science
Transportation
Engineering~
Is Travel Social?
Is Travel Emotional?
Is Travel Time Absolute?
7
Is Travel Social?
Is Travel Emotional?
Is Travel Time Absolute?
8
On-demand service
Shared mobility
Autonomous vehicles
What does this mean?
Is travel social?
9
10
Why ants don’t run into traffic jam,
while people do?
1. Why ants don’t get into traffic jam?
2. Doing good or doing well
3. Do we make our own decision?
4. Mingle while traveling
11
Psychology of Cooperation
Intrinsic and Extrinsic Motivations
Social Norm and Peer Pressure
Transportation as Social Space
How is travel social?
Shared Mobility
12
13
Physics
15
Santi, Paolo, et al 2013, Taxi pooling in New York City: a network-based
approach to social sharing problems
Santi, Paolo, et al 2014 Quantifying the benefits of vehicle pooling with
share-ability networks.
Psychology
Two persons vs. two boxes
18
modes of social interaction
Meeting Room Bathroom
Intensity Spontaneity
20
Norman Foster + Steve Jobs, Apple Headquarter, 13,000 people
“serendipitous encounters”
Meeting Room Bathroom
Intensity Spontaneity
23
Impromptuness + Intensity
Ride sharing
24
25
26
Impromptuness
+
Intensity
+
Intimacy
Ride sharing
27
a new mode of social interaction
28
Network Efficiency
+
Preference for Social Interaction
Q1: Matching Algorithm
29
0 100 200 300 400 500 600 700 800 900
Number of shareable trips
10
0
10
1
102
103
Rankofpairedpassengerinpreferencelist
0
200
400
600
800
1,000
1,200
1,400
Frequency
Max. card. 5-95%tile
Pref.-based 5-95%tile
Max. weight 5-95%tile Degree dist.
Hongmou Zhang and Jinhua Zhao (2016) Ridesharing with Preferences The Tradeoff Between
Efficiency and Travel Experience 
30
50 100 150 200 250 300
∆t
0
0.5
1
1.5
2
Frequency ×104
Maximum Cardinality Matching
Maximum Weight Matching (approx.)
Stable-preference Matching
31
100 extra seconds for a better
conversation?
32
33
Q2. Social Prejudice
&
Racial Biases
Consumer Discrimination
Q3: Autonomous Vehicles
34
No-supervision of the driver
Is Travel Social?
Social Mobility Sharing: Faceless Efficiency
or Emerging Mode of Human Interaction
Is Travel Emotional?
37
Beijing 2010
38
Source: Wang Wenlan, Wen’s Lens, http://www.chinadaily.com.cn/photo/wangwenlan/2009-12/07/
content_9128656.htm
Beijing 1982
3
0%
18%
35%
53%
70%
1986 2000 2005 2009 2010
16%
20%
30%
39%
63%
Bicycle Mode Share in Beijing
Kingdom of Bicycles
Underlining Factors
• built	environment	
• income	growth	
• policy	and	regulation	
• bicycle	industry		
• social	and	attitudinal
Bicycle Decline
“I would rather cry in a BMW than 

smile on your bike.” – Ma Nuo




Bicycle as Failure of Life
Bike is perceived as for
• the migrants
• the delivery men
• the students
• the poor
• …
Bicycle as a Symbol of Modernity
• Urban	Elite	
• Luxury	
• Open	
• Modern
Bicycle as a Symbol of Women Liberation
• Freedom	
• Active	
• Fashionabl
e
Mentality shift: what defines a successful life?
Modernity Failure Active lifestyle
Historical Cycle of Attitudes Toward Bicycles
Early	Adoption Steady	Growth Rapid	Growth Rapid	Decline
1910-1949 1949-1978 1978-1990s 1990s-Now
Upper	class	
	fancies
Upper	middle	
class	goal
Average	family		
necessities	
Failure	of	life	
Revival
?
Active	lifestyle	
Pro-environ	
Cool	person
Cars in China
15 years ago
Cars in
North America
Cars in China
now
"A man who, beyond the age of 26, finds himself on a bus
can count himself a failure." – Lady Margaret Thatcher
1986
“No other man-made device since the shields and lances
of ancient knights fulfills a man’s ego like an automobile.”
—Lord Rootes
48
Car Pride:
Psychological Structure and
Behavioral Implications
Zhan Zhao and Jinhua Zhao (2016) Car Pride: Psychological Structure and Behavioral
Implications
I would own a car, even if I don't
need it to travel.
50
Yes,%51%%
No,%49%%
I feel proud of owning a car
51
0%#
10%#
20%#
30%#
40%#
50%#
Strongly#agree# Partially#agree# Neutral# Partially#disagree# Strongly#disagree#
52
No
No
Identity-Goal Congruence
Having a Car (idea)
Symbolization
Identity-Goal Relevance
Yes
Yes
Yes
No
Negative Self-
Representation
Positive Self-
Representation
Process of Self-Representation
No Self-
Representation
(Car Neutral) (Car Shame) (Car Pride)
53
Is travel a mundane daily chore or
does it have a higher meaning attached to it?
54
Food, clothing, sheltering, traveling:
all have an element of utility and an element of vanity
Car Pride and AV
• Car pride exalts private ownership
• Hold back shared mode of AV deployment
55
Broader Impact on Policy
• Higher pride reduces price elasticity
–Undermining congestion charging
• Car restriction policy —> more exclusive
–Perverse behavioral response
56
Is Travel Time Absolute?
In Newtonian physics
Time is linear, one-directional, and absolute.
58
In transportation
Travel time is wasted, of negative utility, and to be reduced.
59
60The Persistence of Memory, Salvador Dalí, 1931
1.Artist’s view
2.Einstein’s view
3.Psychologist’s view
4.Transportation view
61
Re-interpreting Travel Time
Dali
Time Dilation
Cognitive Time
+/- Utility of Travel
Theory of Behavior Choice
62
Perceptions
Preferences
Process Choices
Memory
Information
Reality
Time and
Money
Constraints
Experiences
History (space and time)
Behavior
Affect
Sources: McFadden, Simon, Khaneman, Thaler, Tversky, Ariely,…
Perception of travel time
and
Information manipulation
63
1.	How	does	that	information	affect	travel	
decisions?	
2.	Could	we	use	a	metro	map	as	a	planning	
tool?		
London	Case
Washington	DC	Case
Zhan Guo, Jinhua Zhao, Chris Whong, Prachee Mishra, Lance
Wyman (2016) Redesigning Subway Map to Mitigate Bottleneck
Congestion TR-A, under review
Guo, Z. (2011). Mind the map! The impact of transit maps on path
choice in public transit. Transportation Research Part A: Policy and
Practice, 45(7), 625-639.
Re-design Subway Maps to Reduce
Crowding in the D.C. Metro
Zhan Guo, Jinhua Zhao, Chris Whong, Prachee Mishra, Lance Wyman
(2016) Redesigning Subway Map to Mitigate Bottleneck Congestion TR-A, under review
Washington DC Metro Map Redesign
Map A (Current Map) vs. Map B
5.65	%
Map A vs. Map C
1.88	%
Map A vs. Map E
9.45	%
53
B			3.6 C			3.6
D					3.6 E			4.2
F				3.41
G			2.68
Map	A:	Blue	Line	length	=	0.5531,	Ratio	of	Route	Lengths	=	3.0	
0.6637 0.6637
0.6637 0.7738
0.5531
0.5406
Preliminary Results
Lance Wyman: Metro Map Designer
Enlarged	the	ratio	
between	Blue	and	
Yellow	Line	by	4	
percentage	point
• Information affects behavior
• We can manipulate information to influence
behavior
Methods
74
Subconscious	mind
Conscious	mind
76
Implicit Association
Car
or
Positive Social
Status
Bus
or
Negative Social
Status
I feel proud of owning a car
77
0%#
10%#
20%#
30%#
40%#
50%#
Strongly#agree# Partially#agree# Neutral# Partially#disagree# Strongly#disagree#
LatentVariables: Psychometric Measurement
Indicator Statements
Personal Pride
Proud* I feel proud of owning a car
Self_esteem* Driving meets my self-esteem to some extent.
Achievement* I have a sense of accomplishment after buying a car
Social Pride
Image_fit* Using travel modes other than driving does not suit my personal image
Status* Car is a status symbol
Social_image* Having a car is connected with one’s social image
79
EEG
Neuro-headset
80
Implicit Association Test (IAT):
Congruent
shorter
response time
Car
or
Positive Social Status
Bus
or
Negative Social Status
Implicit Association Test (IAT):
Incongruent
longer
response time
Car
or
Negative Social Status
Bus
or
Positive Social Status
IAT D-Score
Lincongruent − Lcongruent
stotal
Two-Part Design
IAT + Survey
Travel Attributes
Sociodemographic
Characteristics
Social Status Bias
Measures
Likert
{CarPos, CarNeg,
BusPos, BusNeg}
1. Is there a difference in the explicit and implicit
measures for social status bias for mode choice?
Implicit and explicit measures for social
status bias are largely independent
2. Which measure influences actual behavior
Mode choice model:
implicit (IAT) > explicit (Likert)
86
Social psychological factors
• Environmental consciousness
• Social equity
• Racial bias
• Gender
• Car pride
• Car dependence
87
Implicit Association
Car
or
Positive Social
Status
Bus
or
Negative Social
Status
Closing remarks
88
Is Travel Social?
Is Travel Emotional?
Is Travel Time Absolute?
89
Is Travel Social?
Is Travel Emotional?
Is Travel Time Absolute?
90
On-demand service
Shared mobility
Autonomous vehicles
What does this mean?
Emotional Travel
• “sensing” behavior
• “understanding” behavior
• “nudging” behavior
• “regulating” behavior
91
Jinhua Zhao
Massachusetts Institute of Technology
Emotional Travel
Role of Social Psychology in Shaping Mobility Decisions
MITEI Mobility of the Future Workshop

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