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10,000 Steps a Day for Health?
User-based Evaluation of Wearable Activity Trackers
Aylin Ilhan and Maria Henkel
Department of Information Science
Heinrich Heine University Düsseldorf, Germany
HICSS-51, 03. – 06. January 2018, Hilton Waikoloa Village
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Self-Quantification Improving FitnessImproving Health
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Expand and Adoption of Input
Previous Research
Theoretical Framework
7
New Research Model
Expand and Adoption of Input
Previous Research
Theoretical Framework
7
New Research Model 3 Research Questions
Expand and Adoption of Input
Previous Research
Theoretical Framework
7
Survey (24 items)New Research Model 3 Research Questions
Expand and Adoption of Input
Previous Research
Theoretical Framework
8
D2:
User
Ease of Use
Usefulness
Trust
Fun
Gamification
D1:
Perceived Service Quality
D3:
Service Acceptance
Opting-Out
Medical Health Funds Reduce Medical Costs
Use
Impact
Dissemination
Contagion
Group Pressure
Enforcement
9
D2:
User
D1:
Perceived Service Quality
D3:
Service Acceptance
RQ1a: What strengths and weaknesses are recognized by the participants (D1 & D3)?
Ease of Use
Usefulness
Trust
Fun
Gamification
Opting-Out
Medical Health Funds Reduce Medical Costs
Use
Impact
Dissemination
Contagion
Group Pressure
Enforcement
10
D2:
User
D1:
Perceived Service Quality
D3:
Service Acceptance
RQ1b: How do perceived service quality and acceptance of activity trackers
influence each other (D1 & D3)?
Ease of Use
Usefulness
Trust
Fun
Gamification
Opting-Out
Medical Health Funds Reduce Medical Costs
Use
Impact
Dissemination
Contagion
Group Pressure
Enforcement
11
D2:
User
D1:
Perceived Service Quality
D3:
Service Acceptance
RQ2: Country-specific differences based on perceived service quality and acceptance,
regarding activity trackers (D1& D3)?
Ease of Use
Usefulness
Trust
Fun
Gamification
Opting-Out
Medical Health Funds Reduce Medical Costs
Use
Impact
Dissemination
Contagion
Group Pressure
Enforcement
12
D2:
User
D1:
Perceived Service Quality
D3:
Service Acceptance
RQ3: Country-specific differences based on medical health funds and reducing medical
costs, regarding sharing activity data?
Ease of Use
Usefulness
Trust
Fun
Gamification
Use Opting-Out
Impact
Dissemination
Contagion
Group Pressure
Enforcement
Medical Health Funds Reduce Medical Costs
13
Survey
(24 items)
13
Survey
(24 items)
N = 803
13
Survey
(24 items)
N = 803
March 25 to June 08, 2017
13
Survey
(24 items)
N = 803
March 25 to June 08, 2017
Survey
(24 items)
14
Survey
(24 items)
Survey
(18 items)
14
Survey
(24 items)
Survey
(18 items)
15 items
7-point Likert scale
1 item
Open question
2 items
Nominal scaled
14
SPSS
Median
Mann-Whitney U Test
Spearman Rho
15
RQ1a: What strengths and weaknesses are recognized by the participants
(D1 & D3)?
18
Strongly Agree (Median: 7)
Ease of Use
1 – Strongly Disagree
2 – Disagree
3 – Somewhat Disagree
4 – Neither Agree or Disagree
5 – Somewhat Agree
6 – Agree
7 – Strongly Agree
18
Strongly Agree (Median: 7)
Ease of Use
Fun
1 – Strongly Disagree
2 – Disagree
3 – Somewhat Disagree
4 – Neither Agree or Disagree
5 – Somewhat Agree
6 – Agree
7 – Strongly Agree
19
Agree (Median: 6)
Usefulness
1 – Strongly Disagree
2 – Disagree
3 – Somewhat Disagree
4 – Neither Agree or Disagree
5 – Somewhat Agree
6 – Agree
7 – Strongly Agree
20
Somewhat Agree (Median: 5)
Gamification
1 – Strongly Disagree
2 – Disagree
3 – Somewhat Disagree
4 – Neither Agree or Disagree
5 – Somewhat Agree
6 – Agree
7 – Strongly Agree
21
Strongly Disagree (Median: 1)
Enforcement
1 – Strongly Disagree
2 – Disagree
3 – Somewhat Disagree
4 – Neither Agree or Disagree
5 – Somewhat Agree
6 – Agree
7 – Strongly Agree
22
Somewhat Disagree (Median: 3)
Contagion
1 – Strongly Disagree
2 – Disagree
3 – Somewhat Disagree
4 – Neither Agree or Disagree
5 – Somewhat Agree
6 – Agree
7 – Strongly Agree
RQ1b: How do perceived service quality and acceptance of activity trackers
influence each other (D1 & D3)?
+.673 ***
24
D1: Usefulnes D3: Impact
+.673 ***
+.629 ***
24
D1: Usefulnes D3: Impact
D3: Dissemination D3: Impact
+.475 ***
+.673 ***
+.629 ***
24
D1: Usefulnes D3: Impact
D3: Dissemination D3: Impact
D1: Gamification D3: Usefulness
RQ2: Country-specific differences based on perceived service quality and
acceptance, regarding activity trackers (D1 & D3)?
26
Fun ***
Strongly Agree Agree
Mann-Whitney U test
p<.05 *; p<.01 **; p<.001 ***
27
Trust ***
Mann-Whitney U test
p<.05 *; p<.01 **; p<.001 ***
Somewhat Agree Agree
28
Enforcement ***
Mann-Whitney U test
p<.05 *; p<.01 **; p<.001 ***
Strongly Disagree Somewhat Disagree
RQ3: Country-specific differences based on medical health funds and
reducing medical costs, regarding sharing activity data?
30
Reduce Medical Fees ***
Mann-Whitney U test
p<.05 *; p<.01 **; p<.001 ***
Somewhat Agree Agree
31
Support of Health Insurance Funds *
Mann-Whitney U test
p<.05 *; p<.01 **; p<.001 ***
Somewhat Agree Agree
33
What can we take home?
Next steps
34
• Understanding of country-specific differences related to medical
health insurances requires more American and international participants
• Deeper analysis of different medical health insurance funds
• Qualitative interviews
• Analysis of different generations (Generation X, Generation Y, Generation Z,
Baby boomers)
Best Listener
35
Congratulation to your following achievement:
Do you have any question before you start to collect steps?
36
Thank you for your attention!
Aylin Ilhan (aylin.ilhan@hhu.de)
Maria Henkel (maria.henkel@hhu.de)
Picture References:
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Slide 1:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
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https://pixabay.com/de/hand-menschen-geste-menschliche-312073/
https://www.iconfinder.com/icons/512540/affection_heart_love_passion_icon#size=256
https://www.iconfinder.com/icons/1886508/burn_burning_danger_fire_flame_hot_icon#size=256
https://www.iconfinder.com/icons/1378852/bed_double_furniture_house_interior_icon#size=256
https://www.iconfinder.com/icons/2203547/count_stop_time_watch_icon#size=256
https://www.iconfinder.com/icons/512534/exercise_fitness_gym_gymnasium_icon#size=256
https://www.iconfinder.com/icons/2203530/connect_direction_path_way_icon#size=256
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https://www.iconfinder.com/icons/1378852/bed_double_furniture_house_interior_icon#size=256
https://www.iconfinder.com/icons/2203547/count_stop_time_watch_icon#size=256
https://www.iconfinder.com/icons/512534/exercise_fitness_gym_gymnasium_icon#size=256
https://www.iconfinder.com/icons/2203530/connect_direction_path_way_icon#size=256
https://pixabay.com/de/avatar-kunden-kundschaft-ikonen-2191932/
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Slide 5:
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https://www.iconfinder.com/icons/512540/affection_heart_love_passion_icon#size=256
https://www.iconfinder.com/icons/1886508/burn_burning_danger_fire_flame_hot_icon#size=256
https://www.iconfinder.com/icons/1378852/bed_double_furniture_house_interior_icon#size=256
https://www.iconfinder.com/icons/2203547/count_stop_time_watch_icon#size=256
https://www.iconfinder.com/icons/512534/exercise_fitness_gym_gymnasium_icon#size=256
https://www.iconfinder.com/icons/2203530/connect_direction_path_way_icon#size=256
https://pixabay.com/de/medizin-pharma-pille-flasche-2801025/
https://pixabay.com/de/arzt-gesundheit-icon-button-2411135/
https://www.iconfinder.com/icons/1679639/bow_box_gift_package_present_ribbon_icon#size=256
https://www.iconfinder.com/icons/206469/analytics_chart_keynote_money_icon#size=256
https://pixabay.com/de/sparschwein-schwein-bank-472297/
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Slide 6:
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https://www.iconfinder.com/icons/473629/configure_options_preferences_repair_settings_system_tools_icon#size=256
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https://pixabay.com/de/app-anwendung-pfeil-zur%C3%BCck-button-1646212/
https://www.iconfinder.com/icons/811462/information_mark_question_sign_icon#size=256
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Slide 8-12:
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https://www.iconfinder.com/icons/1679639/bow_box_gift_package_present_ribbon_icon#size=256
https://www.iconfinder.com/icons/206469/analytics_chart_keynote_money_icon#size=256
https://pixabay.com/de/sparschwein-schwein-bank-472297/
https://pixabay.com/de/medizin-pharma-pille-flasche-2801025/
https://pixabay.com/de/avatar-kunden-kundschaft-ikonen-2191932/
https://pixabay.com/de/vereinigte-staaten-flagge-2887014/
https://pixabay.com/de/deutschland-flagge-2888541/
https://pixabay.com/de/app-anwendung-pfeil-zur%C3%BCck-button-1646212/
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Slide 13:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://www.iconfinder.com/icons/1790662/checklist_clipboard_document_form_survey_tracklist_icon#size=256
https://pixabay.com/de/app-anwendung-pfeil-zur%C3%BCck-button-1646212/
https://pixabay.com/de/avatar-kunden-kundschaft-ikonen-2191932/
https://www.iconfinder.com/icons/728924/clock_hour_schedule_stopwatch_time_timer_wait_icon#size=256
https://www.iconfinder.com/icons/986954/reddit_icon#size=512
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Slide 14:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://www.iconfinder.com/icons/1790662/checklist_clipboard_document_form_survey_tracklist_icon#size=256
https://pixabay.com/de/app-anwendung-pfeil-zur%C3%BCck-button-1646212/
https://www.iconfinder.com/icons/512540/affection_heart_love_passion_icon#size=256
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https://pixabay.com/de/deutschland-flagge-2888541/
https://pixabay.com/de/internet-sicherheit-sicherheit-1915626/
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Slide 29:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://www.iconfinder.com/icons/1679639/bow_box_gift_package_present_ribbon_icon#size=256
https://www.iconfinder.com/icons/206469/analytics_chart_keynote_money_icon#size=256
https://pixabay.com/de/sparschwein-schwein-bank-472297/
https://pixabay.com/de/medizin-pharma-pille-flasche-2801025/
https://pixabay.com/de/avatar-kunden-kundschaft-ikonen-2191932/
https://pixabay.com/de/vereinigte-staaten-flagge-2887014/
https://pixabay.com/de/deutschland-flagge-2888541/
https://pixabay.com/de/arzt-gesundheit-icon-button-2411135/
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Slide 30:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://www.iconfinder.com/icons/206469/analytics_chart_keynote_money_icon#size=256
https://pixabay.com/de/sparschwein-schwein-bank-472297/
https://pixabay.com/de/medizin-pharma-pille-flasche-2801025/
https://pixabay.com/de/vereinigte-staaten-flagge-2887014/
https://pixabay.com/de/deutschland-flagge-2888541/
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Slide 31:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://www.iconfinder.com/icons/1679639/bow_box_gift_package_present_ribbon_icon#size=256
https://pixabay.com/de/vereinigte-staaten-flagge-2887014/
https://pixabay.com/de/deutschland-flagge-2888541/
Slide 32:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://www.iconfinder.com/icons/473629/configure_options_preferences_repair_settings_system_tools_icon#size=256
https://www.iconfinder.com/icons/728965/analysis_chart_graph_pie_piechart_report_stats_icon#size=256
https://www.iconfinder.com/icons/1871433/discussion_online_shop_shopping_icon#size=512
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Slide 33:
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https://pixabay.com/de/schreibtisch-tablette-notizen-2037545/
https://pixabay.com/de/vereinigte-staaten-flagge-2887014/
https://pixabay.com/de/deutschland-flagge-2888541/
Slide 34:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://pixabay.com/de/hand-menschen-geste-menschliche-312073/
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https://pixabay.com/de/ohr-symbol-ohr-anh%C3%B6rung-2797533/
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Slide 36:
https://pixabay.com/de/tempo-fu%C3%9Fabdruck-fu%C3%9F-651817/
https://pixabay.com/de/hand-menschen-geste-menschliche-312073/
https://www.iconfinder.com/icons/811462/information_mark_question_sign_icon#size=256
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Slide 38-53:
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