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

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A Short Workshop on Next Steps Towards Long-Term Self Tracking, CHI'18 Montreal, Canada. Pdf: https://arxiv.org/pdf/1804.04855.pdf Workshop site: http://longtermtracking.offis.de/

Technology

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

Lack of exercise
causes
3.2 Million
deaths worldwide
annually
Photo by jeshoots on Unsplash

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?

1. 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

2. 4th Risk Factor For global Mortality

3. Lack of exercise causes 3.2 Million deaths worldwide annually Photo by jeshoots on Unsplash

4. Growing Body of Research

5. Individual forgets to wear Relies on battery life Limitations Photo by Andres Urena on Unsplash

6. Accurate prediction Solution Previously used in research Photo by NeONBRAND on Unsplash

7. Advantages Silent observer Battery Awareness Photo by NeONBRAND on Unsplash

8. Advantages Present in daily activities Ecological Validity Photo by NeONBRAND on Unsplash

9. Pearls of Wisdom Uses steps to measure physical activity Motivational Messages to inﬂuence physical activity Photo by NeONBRAND on Unsplash

10. Pearls of Wisdom App should be open for synchronization Daily message with steps goal Photo by NeONBRAND on Unsplash

11. Pearls of Wisdom June 2017 - March 2018 10 month period 230 participants 62% female | 38% male average age 21 Photo by NeONBRAND on Unsplash

12. Technology Data base of Physical activity Constant running service Photo by NeONBRAND on Unsplash

13. Challenges Unreliability of the sensor to very low physical activity Health App conﬁguration changes

14. Challenges Micro and Macro Holes in the dataset

15. 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

16. Discussion How to best exploit iPhone background mode for experimental purposes? Photo by NeONBRAND on Unsplash

17. 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

18. 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

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

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