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Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina, Francesca Mangili, Martin Raubal, Roman Rudel, Andrea Emilio Rizzoli and Omar Elabed

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Page 1: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App

Dominik Bucher, Francesca Cellina, Francesca Mangili, Martin Raubal, Roman Rudel, Andrea Emilio Rizzoli and Omar Elabed

Page 2: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

ow can we encouragepeople to engage in

more sustainable mobility lifestyles, reducing use of the car?

H

Page 3: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,
Page 4: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

GoEco! – A Community Based Eco-Feedback ApproachTo Promote Sustainable Personal Mobility Styles

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Mobility Tracking for Sustainability

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Mobility Tracking for Sustainability

How?

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Key Considerations

Accuracy of GPSAutomatically Start RecordingOrganize Data (Routes / Activities)Identify Transport ModesBattery ConsumptionNear Real-Time

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System Architecture

Page 9: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

System Architecture

Make userinteraction easy

Be aware of device diversity

Third-partyserver storage

Introducesdelays

Inaccuracies in tracking

Page 10: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Transport Mode Identification

Page 11: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Transport Mode Identification

𝑃 𝑐𝑗 Ԧ𝑓 =𝑃 𝑓1 𝑐𝑗 𝑃 𝑓2 𝑐𝑗 …𝑃 𝑓𝑚 𝑐𝑗 𝑃(𝑐𝑗)

𝑝( Ԧ𝑓)

Bayes Classifier, usingaverage speed, total distance, distance between track-points,

heading change, matching with public transport schedules

Page 12: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Transport Mode Identification

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Key Stats Recorded Data

461 registered users359 contributed more than one route

41’199 routes tracked

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Willingness to Participate

Reasons for Leaving Sign ups for the studyRegistrations in the appParticipants started tracking withinthe first five daysParticipants provided tracks on 21 or more daysParticipants actively interacted withthe app on 21 or more days

653 100%

461 70,6%

292 44,7%

199 30,5%

142 21,7%

Page 15: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Data Quality

Activities recordedActively validated by user«Walking»«Unknown» (by Moves®)

41’199 100%

31’782 77,1%

15’820 38,4%

9’434 22,9%

Page 16: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

7. March – 4. April 2016

Page 17: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

7. March – 4. April 2016

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7. March – 4. April 2016

Page 19: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

7. March – 4. April 2016

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Data Analysis

Page 21: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Data Analysis

Page 22: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Data Analysis

Page 23: Exploiting Fitness Apps for Sustainable Mobility ...€¦ · Exploiting Fitness Apps for Sustainable Mobility Challenges Deploying the GoEco! App Dominik Bucher, Francesca Cellina,

Key Motivators

1. Users learn something about themselves2. Study participants contribute towards research and

development of new concepts in the mobility domain3. Becoming part of a community of people interested in

their personal useage mobility4. Personal relationship to study participants5. Monetary incentives (win vouchers)

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