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Experience sampling system via smartphone
platform
Collection and delivery of information on subjective
travel experience.
Trials will feedback information to individuals
their own experiences
those of others
Do these interventions change behaviour?
2
Reduce travel emissions through behavioural change.
Experienced utility vs. decision utility
Does reflection on experience cause people to think
differently about the journeys
… does this promote behaviour change
Motivated by own wellbeing (optimal time-use), not
environmental issues per se.
3
Theories
Behavioural economics
Psychology
Technology acceptance
Existing evidence
Transport behaviour change
Measuring subjective wellbeing
App development and piloting
Ethics approval
homo economicus:-
vs.
homo (Homer!!) sapiens:-
5
Habit Seminar
“Researchers came together from across the UK and Europe to discuss habits at the Institute of Health & Society at Newcastle University on Monday 23rd April 2012”
Kassinen (2005) adapted TAM for mobile use:
Literature review: measuring subjective well-being
To this ...
‘smileys ‘ vs. ‘sliders’ vs. ‘numeric’
And problems that hadn’t occurred to us before ...
Automatic mode detection
• Iterativedevelopment of app to improve usability
• Add/ remove features
• Recognise issues
• Ensure all problems in pilot have been solved
• What is the impact of feeding back own info?
• Develop app to suit use better
• What is the impact of feeding back strangers info?
• Develop app to suit use better
• What is the impact of feeding back friends info?
PILOT TRIAL 1 TRIAL 2 TRIAL 3
• The user on his/ her own
• Interested in change?
• The user on his/ her own
• Interested in change?
• The user interacting with persons notknown to them
• Interested in change?
• The user interacting with persons known to them
• Interested and uninterested in change?
vision
visionSampling Traveller Experiences
Toolkit Architecture
Question
ManagerDatabase
(Trigger
Scripts,
Sampled
Data)
Data
Handler
(UI)
Rules/Conditi
ons Manager
Network
Interface
Mobile
Reflect Server
Display/Question
Question ManagerCallback Handler
Network
Interface
Context ManagerUser
Prefs
Aggregator Aggregator
Sensor A Sensor B Sensor C
(2) Deploy
survey XML
scripts to
chosen user
devices
(5) Send
experience
responses
(1) Researcher
Configures
experience
survey
(3) Context
matches survey
trigger condition
(e.g. arrived at a
specific
location)
(4) Appropriate question notification is displayed in-situ &
response collected
Presented at “RCUK Digital Economy All Hands event”:
Future Work ...
Develop a common platform for storing journey data from participants for two EPSRC
projects and two TSB projects.
• build-up a repository of sensed data (GPS trajectories, journey times, journey experience samples, user-
generated content) for travel applications
• Minimise ‘cold-start’ problem for future participatory sensing & crowd-sourcing applications
• Added-value for existing silos of sensed data
Open Platform
REFLECT
Driving Tutor
Currently debating …
feedback of journey experience
www.thereflectproject.org