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Analyzing GPS Data for Psychological Research: A Tutorial

delete2022-04-27
delete16
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OA
AI
S
Sandrine R. Müller *
J
Joseph Bayer *
M
Morgan Quinn Ross
J
Jerry Mount
C
Clemens Stachl
G
Gabriella M. Harari
Y
Yung-Ju Chang
H
Huyen Le
DOI:10.1177/25152459221082680delete
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摘要

摘要

En 中文
The ubiquity of location-data-enabled devices provides novel avenues for psychology researchers to incorporate spatial analytics into their studies. Spatial analytics use global positioning system (GPS) data to assess and understand mobility behavior (e.g., locations visited, movement patterns). In this tutorial, we provide a practical guide to analyzing GPS data in R and introduce researchers to key procedures and resources for conducting spatial analytics. We show readers how to clean GPS data, compute mobility features (e.g., time spent at home, number of unique places visited), and visualize locations and movement patterns. In addition, we discuss the challenges of ensuring participant privacy and interpreting the psychological implications of mobility behaviors. The tutorial is accompanied by an R Markdown script and a simulated GPS data set made available on the OSF.
Keyword:
GPS
spatial analytics
mobile analytics
sensing
tracking
digital traces
location
open data
open materials

期刊

A
Advances in Methods and Practices in Psychological Science
IF:
13.4
论文数:
320
被引数:
3.7K

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U
University of Iowa
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2.8W
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被引数: 600
C
Columbia University
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7.1W
论文数: 6.4W
被引数: 263
U
University System of Ohio
学者数:
15.5W
论文数: 13.0W
被引数: 200
S
Stanford University
学者数:
9.6W
论文数: 8.2W
被引数: 17.0W
O
Ohio State University
学者数:
4.1W
论文数: 3.2W
被引数: 80
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