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Activity Self-Tracking with Smart
Phones: How to Approach Odd
Measurements?
Gabriela Villalobos-Zúñiga

Mauro Cherubini
A Short Workshop on Next Steps Towards Long Term Self Tracking
4th Risk Factor
For global
Mortality
Lack of exercise
causes
3.2 Million
deaths worldwide
annually
Photo by jeshoots on Unsplash
Growing Body of Research
Individual forgets to wear
Relies on battery life
Limitations
Photo by Andres Urena on Unsplash
Accurate prediction
Solution
Previously used in
research
Photo by NeONBRAND on Unsplash
Advantages
Silent observer
Battery Awareness
Photo by NeONBRAND on Unsplash
Advantages
Present in daily
activities
Ecological Validity
Photo by NeONBRAND on Unsplash
Pearls of Wisdom
Uses steps to
measure
physical activity
Motivational
Messages to influence
physical activity
Photo by NeONBRAND on Unsplash
Pearls of Wisdom
App should be
open for
synchronization
Daily message
with steps goal
Photo by NeONBRAND on Unsplash
Pearls of Wisdom
June 2017 - March 2018
10 month period
230 participants
62% female | 38% male
average age 21
Photo by NeONBRAND on Unsplash
Technology
Data base of
Physical activity
Constant running
service
Photo by NeONBRAND on Unsplash
Challenges
Unreliability of the
sensor to very low
physical activity
Health App
configuration
changes
Challenges
Micro and Macro Holes
in the dataset
Discussion
Which method should we
use to process micro-
holes in the dataset?
What are the possible
explanations for NAs
being returned from
Apple HealthKit?
Photo by NeONBRAND on Unsplash
Discussion
How to best exploit
iPhone background
mode for experimental
purposes?
Photo by NeONBRAND on Unsplash
Conclusion
Clear and reliable
data is central to
long-term tracking
Trackers capacity
play a crucial role to
obtain this data
Photo by Andrew Neel on Unsplash
gabriela.villalobos@unil.ch

http://hec.unil.ch/people/gvillalobos

http://wp.unil.ch/persuasivelab

A Short Workshop on Next Steps Towards Long Term Self Tracking
mauro.cherubini@unil.ch

http://hec.unil.ch/people/mcherubini

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Activity Self-Tracking with Smart Phones: How to Approach Odd Measurements?