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Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use

OBJECTIVES: Activity trackers hold the promise to support people in managing their health through quantified measurements about their daily physical activities. Monitoring personal health with quantified activity tracker-generated data provides patients with an opportunity to self-manage their healt...

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Detalles Bibliográficos
Autores principales: Shin, Grace, Feng, Yuanyuan, Jarrahi, Mohammad Hossein, Gafinowitz, Nicci
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6952057/
https://www.ncbi.nlm.nih.gov/pubmed/31984346
http://dx.doi.org/10.1093/jamiaopen/ooy048
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author Shin, Grace
Feng, Yuanyuan
Jarrahi, Mohammad Hossein
Gafinowitz, Nicci
author_facet Shin, Grace
Feng, Yuanyuan
Jarrahi, Mohammad Hossein
Gafinowitz, Nicci
author_sort Shin, Grace
collection PubMed
description OBJECTIVES: Activity trackers hold the promise to support people in managing their health through quantified measurements about their daily physical activities. Monitoring personal health with quantified activity tracker-generated data provides patients with an opportunity to self-manage their health. Many have been conducted within short-time frames; makes it difficult to discover the impact of the activity tracker’s novelty effect or the reasons for the device’s long-term use. This study explores the impact of novelty effect on activity tracker adoption and the motivation for sustained use beyond the novelty period. MATERIALS AND METHODS: This study uses a mixed-methods approach that combines both quantitative activity tracker log analysis and qualitative one-on-one interviews to develop a deeper behavioral understanding of 23 Fitbit device users who used their trackers for at least 2 months (range of use = 69–1073 days). RESULTS: Log data from users’ Fitbit devices revealed 2 stages: the novelty period and the long-term use period. The novelty period for Fitbit users in this study was approximately 3 months, during which they might have discontinued using their devices. DISCUSSION: The qualitative interview data identified various factors that users to continuously use the Fitbit devices in different stages. The discussion of these results provides design implications to guide future development of activity tracking technology. CONCLUSION: This study reveals important dynamics emerging over long-term activity tracker use, contributes new knowledge to consumer health informatics and human-computer interaction, and offers design implications to guide future development of similar health-monitoring technologies that better account for long-term use in support of patient care and health self-management.
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spelling pubmed-69520572020-01-24 Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use Shin, Grace Feng, Yuanyuan Jarrahi, Mohammad Hossein Gafinowitz, Nicci JAMIA Open Research and Applications OBJECTIVES: Activity trackers hold the promise to support people in managing their health through quantified measurements about their daily physical activities. Monitoring personal health with quantified activity tracker-generated data provides patients with an opportunity to self-manage their health. Many have been conducted within short-time frames; makes it difficult to discover the impact of the activity tracker’s novelty effect or the reasons for the device’s long-term use. This study explores the impact of novelty effect on activity tracker adoption and the motivation for sustained use beyond the novelty period. MATERIALS AND METHODS: This study uses a mixed-methods approach that combines both quantitative activity tracker log analysis and qualitative one-on-one interviews to develop a deeper behavioral understanding of 23 Fitbit device users who used their trackers for at least 2 months (range of use = 69–1073 days). RESULTS: Log data from users’ Fitbit devices revealed 2 stages: the novelty period and the long-term use period. The novelty period for Fitbit users in this study was approximately 3 months, during which they might have discontinued using their devices. DISCUSSION: The qualitative interview data identified various factors that users to continuously use the Fitbit devices in different stages. The discussion of these results provides design implications to guide future development of activity tracking technology. CONCLUSION: This study reveals important dynamics emerging over long-term activity tracker use, contributes new knowledge to consumer health informatics and human-computer interaction, and offers design implications to guide future development of similar health-monitoring technologies that better account for long-term use in support of patient care and health self-management. Oxford University Press 2018-12-04 /pmc/articles/PMC6952057/ /pubmed/31984346 http://dx.doi.org/10.1093/jamiaopen/ooy048 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of the American Medical Informatics Association. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Research and Applications
Shin, Grace
Feng, Yuanyuan
Jarrahi, Mohammad Hossein
Gafinowitz, Nicci
Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use
title Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use
title_full Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use
title_fullStr Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use
title_full_unstemmed Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use
title_short Beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use
title_sort beyond novelty effect: a mixed-methods exploration into the motivation for long-term activity tracker use
topic Research and Applications
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6952057/
https://www.ncbi.nlm.nih.gov/pubmed/31984346
http://dx.doi.org/10.1093/jamiaopen/ooy048
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