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Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation

Smartphone usage is increasing around the globe—in daily life and as a research device in behavioral science. Smartphones offer the possibility to gather longitudinal data at little cost to researchers and participants. They provide the option to verify self-report data with data from sensors built...

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Detalles Bibliográficos
Autores principales: Kuhlmann, Tim, Garaizar, Pablo, Reips, Ulf-Dietrich
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7880912/
https://www.ncbi.nlm.nih.gov/pubmed/32472500
http://dx.doi.org/10.3758/s13428-020-01404-5
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author Kuhlmann, Tim
Garaizar, Pablo
Reips, Ulf-Dietrich
author_facet Kuhlmann, Tim
Garaizar, Pablo
Reips, Ulf-Dietrich
author_sort Kuhlmann, Tim
collection PubMed
description Smartphone usage is increasing around the globe—in daily life and as a research device in behavioral science. Smartphones offer the possibility to gather longitudinal data at little cost to researchers and participants. They provide the option to verify self-report data with data from sensors built into most smartphones. How accurate this sensor data is when gathered via different smartphone devices, e.g., in a typical experience sampling framework, has not been investigated systematically. With the present study, we investigated the accuracy of orientation data about the spatial position of smartphones via a newly invented measurement device, the RollPitcher. Objective status of pitch (vertical orientation) and roll (horizontal orientation) of the smartphone was compared to data gathered from the sensors via web browsers and native apps. Bayesian ANOVAs confirmed that the deviations in pitch and roll differed between smartphone models, with mean inaccuracies per device of up to 2.1° and 6.6°, respectively. The inaccuracies for measurements of roll were higher than for pitch, d = .28, p < .001. Our results confirm the presence of heterogeneities when gathering orientation data from different smartphone devices. In most cases, measurement via a web browser was identical to measurement via a native app, but this was not true for all smartphone devices. As a solution to lack of sensor accuracy, we recommend the development and implementation of a coherent research framework and also discuss the implications of the heterogeneities in orientation data for different research designs.
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spelling pubmed-78809122021-02-18 Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation Kuhlmann, Tim Garaizar, Pablo Reips, Ulf-Dietrich Behav Res Methods Article Smartphone usage is increasing around the globe—in daily life and as a research device in behavioral science. Smartphones offer the possibility to gather longitudinal data at little cost to researchers and participants. They provide the option to verify self-report data with data from sensors built into most smartphones. How accurate this sensor data is when gathered via different smartphone devices, e.g., in a typical experience sampling framework, has not been investigated systematically. With the present study, we investigated the accuracy of orientation data about the spatial position of smartphones via a newly invented measurement device, the RollPitcher. Objective status of pitch (vertical orientation) and roll (horizontal orientation) of the smartphone was compared to data gathered from the sensors via web browsers and native apps. Bayesian ANOVAs confirmed that the deviations in pitch and roll differed between smartphone models, with mean inaccuracies per device of up to 2.1° and 6.6°, respectively. The inaccuracies for measurements of roll were higher than for pitch, d = .28, p < .001. Our results confirm the presence of heterogeneities when gathering orientation data from different smartphone devices. In most cases, measurement via a web browser was identical to measurement via a native app, but this was not true for all smartphone devices. As a solution to lack of sensor accuracy, we recommend the development and implementation of a coherent research framework and also discuss the implications of the heterogeneities in orientation data for different research designs. Springer US 2020-05-29 2021 /pmc/articles/PMC7880912/ /pubmed/32472500 http://dx.doi.org/10.3758/s13428-020-01404-5 Text en © The Author(s) 2020 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Kuhlmann, Tim
Garaizar, Pablo
Reips, Ulf-Dietrich
Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation
title Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation
title_full Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation
title_fullStr Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation
title_full_unstemmed Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation
title_short Smartphone sensor accuracy varies from device to device in mobile research: The case of spatial orientation
title_sort smartphone sensor accuracy varies from device to device in mobile research: the case of spatial orientation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7880912/
https://www.ncbi.nlm.nih.gov/pubmed/32472500
http://dx.doi.org/10.3758/s13428-020-01404-5
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