IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v15y2018i12p2740-d187924.html
   My bibliography  Save this article

Geographic Imputation of Missing Activity Space Data from Ecological Momentary Assessment (EMA) GPS Positions

Author

Listed:
  • Jeremy Mennis

    (Department of Geography and Urban Studies, Temple University, Philadelphia, PA 19122, USA)

  • Michael Mason

    (Center for Behavioral Health Research, University of Tennessee, Knoxville, TN 37996, USA)

  • Donna L. Coffman

    (Department of Epidemiology and Biostatistics, Temple University, Philadelphia, PA 19122, USA)

  • Kevin Henry

    (Department of Geography and Urban Studies, Temple University, Philadelphia, PA 19122, USA)

Abstract

This research presents a pilot study to develop and compare methods of geographic imputation for estimating the location of missing activity space data collected using geographic ecological momentary assessment (GEMA). As a demonstration, we use data from a previously published analysis of the effect of neighborhood disadvantage, captured at the U.S. Census Bureau tract level, on momentary psychological stress among a sample of 137 urban adolescents. We investigate the impact of listwise deletion on model results and test two geographic imputation techniques adapted for activity space data from hot deck and centroid imputation approaches. Our results indicate that listwise deletion can bias estimates of place effects on health, and that these impacts are mitigated by the use of geographic imputation, particularly regarding inflation of the standard errors. These geographic imputation techniques may be extended in future research by incorporating approaches from the non-spatial imputation literature as well as from conventional geographic imputation and spatial interpolation research that focus on non-activity space data.

Suggested Citation

  • Jeremy Mennis & Michael Mason & Donna L. Coffman & Kevin Henry, 2018. "Geographic Imputation of Missing Activity Space Data from Ecological Momentary Assessment (EMA) GPS Positions," IJERPH, MDPI, vol. 15(12), pages 1-15, December.
    • Handle: RePEc:gam:jijerp:v:15:y:2018:i:12:p:2740-:d:187924
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/15/12/2740/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1660-4601/15/12/2740/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chiara Bocci & Emilia Rocco, 2014. "Estimates for geographical domains through geoadditive models in presence of incomplete geographical information," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 23(2), pages 283-305, June.
    2. Stahler, G.J. & Mennis, J. & Baron, D.A., 2013. "Geospatial technology and the "exposome": New perspectives on addiction," American Journal of Public Health, American Public Health Association, vol. 103(8), pages 1354-1356.
    3. Mei-Po Kwan, 2018. "The Limits of the Neighborhood Effect: Contextual Uncertainties in Geographic, Environmental Health, and Social Science Research," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(6), pages 1482-1490, November.
    4. EunHye Yoo & C. Rudra & M. Glasgow & L. Mu, 2015. "Geospatial Estimation of Individual Exposure to Air Pollutants: Moving from Static Monitoring to Activity-Based Dynamic Exposure Assessment," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 105(5), pages 915-926, September.
    5. McQuoid, Julia & Thrul, Johannes & Ling, Pamela, 2018. "A geographically explicit ecological momentary assessment (GEMA) mixed method for understanding substance use," Social Science & Medicine, Elsevier, vol. 202(C), pages 89-98.
    6. Frank C Curriero & Martin Kulldorff & Francis P Boscoe & Ann C Klassen, 2010. "Using Imputation to Provide Location Information for Nongeocoded Addresses," PLOS ONE, Public Library of Science, vol. 5(2), pages 1-10, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Toni Modric & Sime Versic & Damir Sekulic & Silvester Liposek, 2019. "Analysis of the Association between Running Performance and Game Performance Indicators in Professional Soccer Players," IJERPH, MDPI, vol. 16(20), pages 1-13, October.
    2. Yohan Kim & Scott Kelly & Deepu Krishnan & Jay Falletta & Kerryn Wilmot, 2022. "Strategies for Imputation of High-Resolution Environmental Data in Clinical Randomized Controlled Trials," IJERPH, MDPI, vol. 19(3), pages 1-17, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Matthew Hobbs & Melanie Tomintz & John McCarthy & Lukas Marek & Clémence Vannier & Malcolm Campbell & Simon Kingham, 2019. "Obesity risk in women of childbearing age in New Zealand: a nationally representative cross-sectional study," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 64(4), pages 625-635, May.
    2. Junghwan Kim & Mei-Po Kwan, 2018. "Beyond Commuting: Ignoring Individuals’ Activity-Travel Patterns May Lead to Inaccurate Assessments of Their Exposure to Traffic Congestion," IJERPH, MDPI, vol. 16(1), pages 1-20, December.
    3. Lirong Kou & Mei-Po Kwan & Yanwei Chai, 2021. "The effects of activity-related contexts on individual sound exposures: A time–geographic approach to soundscape studies," Environment and Planning B, , vol. 48(7), pages 2073-2092, September.
    4. Dongyang Yang & Chao Ye & Jianhua Xu, 2021. "Land-Use Change and Health Risks in the Process of Urbanization: A Spatiotemporal Interpretation of a Typical Case in Changzhou, China," Land, MDPI, vol. 10(8), pages 1-13, August.
    5. Jeremy Mennis & Gerald J. Stahler & Michael J. Mason, 2016. "Risky Substance Use Environments and Addiction: A New Frontier for Environmental Justice Research," IJERPH, MDPI, vol. 13(6), pages 1-15, June.
    6. Mei-Po Kwan, 2018. "The Neighborhood Effect Averaging Problem (NEAP): An Elusive Confounder of the Neighborhood Effect," IJERPH, MDPI, vol. 15(9), pages 1-4, August.
    7. Krista Schroeder & Levent Dumenci & David B. Sarwer & Jennie G. Noll & Kevin A. Henry & Shakira F. Suglia & Christine M. Forke & David C. Wheeler, 2022. "The Intersection of Neighborhood Environment and Adverse Childhood Experiences: Methods for Creation of a Neighborhood ACEs Index," IJERPH, MDPI, vol. 19(13), pages 1-19, June.
    8. Jue Wang & Mei-Po Kwan, 2018. "An Analytical Framework for Integrating the Spatiotemporal Dynamics of Environmental Context and Individual Mobility in Exposure Assessment: A Study on the Relationship between Food Environment Exposu," IJERPH, MDPI, vol. 15(9), pages 1-24, September.
    9. Siyu Ma & Lin Yang & Mei-Po Kwan & Zejun Zuo & Haoyue Qian & Minghao Li, 2021. "Do Individuals’ Activity Structures Influence Their PM 2 . 5 Exposure Levels? Evidence from Human Trajectory Data in Wuhan City," IJERPH, MDPI, vol. 18(9), pages 1-27, April.
    10. Liu, Yang & Kwan, Mei-Po & Wong, Man Sing & Yu, Changda, 2023. "Current methods for evaluating people's exposure to green space: A scoping review," Social Science & Medicine, Elsevier, vol. 338(C).
    11. Jong Cheol Shin & Mei-Po Kwan & Diana S. Grigsby-Toussaint, 2020. "Do Spatial Boundaries Matter for Exploring the Impact of Community Green Spaces on Health?," IJERPH, MDPI, vol. 17(20), pages 1-17, October.
    12. Jooseok Oh, 2020. "Residential Mobility and Quality of Life between Metropolitan Areas: The Case of South Korea," Sustainability, MDPI, vol. 12(20), pages 1-14, October.
    13. Sultan Kocaman & Nadire Ozdemir, 2020. "Improvement of Disability Rights via Geographic Information Science," Sustainability, MDPI, vol. 12(14), pages 1-17, July.
    14. Jamie L. Humphrey & Colleen E. Reid & Ellen J. Kinnee & Laura D. Kubzansky & Lucy F. Robinson & Jane E. Clougherty, 2019. "Putting Co-Exposures on Equal Footing: An Ecological Analysis of Same-Scale Measures of Air Pollution and Social Factors on Cardiovascular Disease in New York City," IJERPH, MDPI, vol. 16(23), pages 1-19, November.
    15. Mingxiao Li & Song Gao & Feng Lu & Huan Tong & Hengcai Zhang, 2019. "Dynamic Estimation of Individual Exposure Levels to Air Pollution Using Trajectories Reconstructed from Mobile Phone Data," IJERPH, MDPI, vol. 16(22), pages 1-20, November.
    16. Kim, Jisun & Kim, Dong Ha & Lee, Jihyun & Cheon, Youngseo & Yoo, Seunghyun, 2022. "A scoping review of qualitative geographic information systems in studies addressing health issues," Social Science & Medicine, Elsevier, vol. 314(C).
    17. Pereira, Rafael H.M., 2019. "Future accessibility impacts of transport policy scenarios: Equity and sensitivity to travel time thresholds for Bus Rapid Transit expansion in Rio de Janeiro," Journal of Transport Geography, Elsevier, vol. 74(C), pages 321-332.
    18. Yang, Wei & Hu, Jie & Liu, Yong & Guo, Wenbo, 2023. "Examining the influence of neighborhood and street-level built environment on fitness jogging in Chengdu, China: A massive GPS trajectory data analysis," Journal of Transport Geography, Elsevier, vol. 108(C).
    19. Lin Zhang & Suhong Zhou & Mei-Po Kwan & Fei Chen & Rongping Lin, 2018. "Impacts of Individual Daily Greenspace Exposure on Health Based on Individual Activity Space and Structural Equation Modeling," IJERPH, MDPI, vol. 15(10), pages 1-18, October.
    20. Robert Suchting & Michael S. Businelle & Stephen W. Hwang & Nikhil S. Padhye & Yijiong Yang & Diane M. Santa Maria, 2020. "Predicting Daily Sheltering Arrangements among Youth Experiencing Homelessness Using Diary Measurements Collected by Ecological Momentary Assessment," IJERPH, MDPI, vol. 17(18), pages 1-17, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:15:y:2018:i:12:p:2740-:d:187924. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.