Linking GPS and travel diary data using sequence alignment in a study of children's independent mobility

Journal article

Mavoa, Suzanne, Oliver, Melody, Witten, Karen and Badland, Hannah. (2011). Linking GPS and travel diary data using sequence alignment in a study of children's independent mobility. International Journal of Health Geographics. 10, pp. 1-10. https://doi.org/10.1186/1476-072X-10-64
AuthorsMavoa, Suzanne, Oliver, Melody, Witten, Karen and Badland, Hannah
Abstract

Background: Global positioning systems (GPS) are increasingly being used in health research to determine the location of study participants. Combining GPS data with data collected via travel/activity diaries allows researchers to assess where people travel in conjunction with data about trip purpose and accompaniment. However, linking GPS and diary data is problematic and to date the only method has been to match the two datasets manually, which is time consuming and unlikely to be practical for larger data sets. This paper assesses the feasibility of a new sequence alignment method of linking GPS and travel diary data in comparison with the manual matching method.

Methods: GPS and travel diary data obtained from a study of children’s independent mobility were linked using sequence alignment algorithms to test the proof of concept. Travel diaries were assessed for quality by counting the number of errors and inconsistencies in each participant’s set of diaries. The success of the sequence alignment method was compared for higher versus lower quality travel diaries, and for accompanied versus unaccompanied trips. Time taken and percentage of trips matched were compared for the sequence alignment method and the manual method.

Results: The sequence alignment method matched 61.9% of all trips. Higher quality travel diaries were associated with higher match rates in both the sequence alignment and manual matching methods. The sequence alignment method performed almost as well as the manual method and was an order of magnitude faster. However, the sequence alignment method was less successful at fully matching trips and at matching unaccompanied trips.

Conclusions: Sequence alignment is a promising method of linking GPS and travel diary data in large population datasets, especially if limitations in the trip detection algorithm are addressed.

KeywordsGPS; travel diaries; sequence alignment
Year01 Jan 2011
JournalInternational Journal of Health Geographics
Journal citation10, pp. 1-10
PublisherBioMed Central
ISSN1476-072X
Digital Object Identifier (DOI)https://doi.org/10.1186/1476-072X-10-64
Web address (URL)https://ij-healthgeographics.biomedcentral.com/articles/10.1186/1476-072X-10-64#article-info
Open accessPublished as ‘gold’ (paid) open access
Research or scholarlyResearch
Page range1-10
Publisher's version
License
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Open
Output statusPublished
Publication dates
Online05 Dec 2011
Publication process dates
Accepted05 Dec 2011
Deposited17 May 2024
Additional information

© 2011 Mavoa et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

The Kids in the City study is supported by a three-year research grant from the Health Research Council of New Zealand (grant number 10/497). The funding body was not involved in the design, conduct, data collection, management, or publication of the study.

Place of publicationUnited Kingdom
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Conceptualising and measuring spatial indicators of employment through a liveability lens
Badland, Hannah, Davern, Melanie, Villanueva, Karen, Mavoa, Suzanne, Milner, Allison, Roberts, Rebecca and Giles-Corti, Billie. (2016). Conceptualising and measuring spatial indicators of employment through a liveability lens. Social Indicators Research. 127(2), pp. 565-576. https://doi.org/10.1007/s11205-015-0978-6
Testing spatial measures of alcohol outlet density with self-rated health in the Australian context : Implications for policy and practice
Badland, Hannah, Mavoa, Suzanne, Livingston, Michael, David, Stephanie and Giles-Corti, Billie. (2016). Testing spatial measures of alcohol outlet density with self-rated health in the Australian context : Implications for policy and practice. Drug and Alcohol Review. 35(3), pp. 298-306. https://doi.org/10.1111/dar.12341
Children's Out-of-School Independently Mobile Trips, Active Travel, and Physical Activity: A Cross-Sectional Examination from the Kids in the City Study
Oliver, Melody, Parker, Karl, Witten, Karen, Mavoa, Suzanne, Badland, Hannah M., Donovan, Phil, Chaudhury, Moushumi and Kearns, Robin. (2016). Children's Out-of-School Independently Mobile Trips, Active Travel, and Physical Activity: A Cross-Sectional Examination from the Kids in the City Study. Journal of Physical Activity and Health. 13(3), pp. 318-324. https://doi.org/10.1123/jpah.2015-0043
Associations between the neighborhood environment and moderate-to-vigorous walking in New Zealand children : Findings from the URBAN Study
McGrath, Leslie J., Hinckson, Erica A., Hopkins, Will G., Mavoa, Suzanne, Witten, Karen and Schofield, Grant. (2016). Associations between the neighborhood environment and moderate-to-vigorous walking in New Zealand children : Findings from the URBAN Study. Sports Medicine. 46(7), pp. 1003-1017. https://doi.org/10.1007/s40279-016-0533-x
Active transport, physical activity, and distance between home and school in children and adolescents
Duncan, Scott, White, Kate, Mavoa, Suzanne, Stewart, Tom, Hinckson, Erica and Schofield, Grant. (2016). Active transport, physical activity, and distance between home and school in children and adolescents. Journal of Physical Activity and Health. 13(4), pp. 447-453. https://doi.org/10.1123/jpah.2015-0054
Neighbourhood built environment associations with body size in adults : mediating effects of activity and sedentariness in a cross-sectional study of New Zealand adults
Oliver, Melody, Witten, Karen, Blakely, Tony, Parker, Karl, Badland, Hannah, Schofield, Grant, Ivory, Vivienne, Pearce, Jamie, Mavoa, Suzanne, Hinckson, Erica, Sweetsur, Paul and Kearns, Robin. (2015). Neighbourhood built environment associations with body size in adults : mediating effects of activity and sedentariness in a cross-sectional study of New Zealand adults. BMC Public Health. 15, pp. 1-11. https://doi.org/10.1186/s12889-015-2292-2
Assessing neighbourhood destination access for children : Development of the NDAI-C audit tool
Badland, Hannah, Donovan, Phil, Mavoa, Suzanne, Oliver, Melody, Chaudhury, Moushumi and Witten, Karen. (2015). Assessing neighbourhood destination access for children : Development of the NDAI-C audit tool. Environment and Planning B: Urban Analytics and City Science. 42(6), pp. 1148-1160. https://doi.org/10.1068/b140009p
Age-friendly cities and communities : Access to services for older people
Lowen, Tamara, Davern, Melanie, Mavoa, Suzanne and Brasher, Kathleen. (2015). Age-friendly cities and communities : Access to services for older people. Australian Planner. 52(4), pp. 255-265. https://doi.org/10.1080/07293682.2015.1047874
The development of policy-relevant transport indicators to monitor health behaviours and outcomes
Badland, Hannah, Mavoa, Suzanne, Villanueva, Karen, Roberts, Rebecca, Davern, Melanie and Giles-Corti, Billie. (2015). The development of policy-relevant transport indicators to monitor health behaviours and outcomes. Journal of Transport and Health. 2(2), pp. 103-110. https://doi.org/10.1016/j.jth.2014.07.005
Developing indicators of public open space to promote health and wellbeing in communities
Villanueva, Karen, Badland, Hannah, Hooper, Paula, Koohsari, Mohammad, Mavoa, Suzanne, Davern, Melanie, Roberts, Rebecca, Goldfeld, Sharon and Giles-Corti, Billie. (2015). Developing indicators of public open space to promote health and wellbeing in communities. Applied Geography. 57, pp. 112-119. https://doi.org/10.1016/j.apgeog.2014.12.003
Associations between the neighbourhood built environment and out of school physical activity and active travel : An examination from the Kids in the City study
Oliver, Melody, Mavoa, Suzanne, Badland, Hannah, Parker, Karl, Donovan, Phil, Kearns, Robin, Lin, En-Yi and Witten, Karen. (2015). Associations between the neighbourhood built environment and out of school physical activity and active travel : An examination from the Kids in the City study. Health & Place. 36, pp. 57-64. https://doi.org/10.1016/j.healthplace.2015.09.005
Environmental and socio-demographic associates of children's active transport to school : a cross-sectional from the URBAN Study
Oliver, Melody, Badland, Hannah, Mavoa, Suzanne, Witten, Karen, Kearns, Robin, Ellaway, Anne, Hinckson, Erica, Mackay, Lisa and Schluter, Philip. (2014). Environmental and socio-demographic associates of children's active transport to school : a cross-sectional from the URBAN Study. International Journal of Behavioral Nutrition and Physical Activity. 11, pp. 1-12. https://doi.org/10.1186/1479-5868-11-70
Do low-income neighbourhoods have the least green space? A cross-sectional study of Australia's most populous cities
Astell-Burt, Thomas, Feng, Xiaoqi, Mavoa, Suzanne, Badland, Hannah and Giles-Corti, Billie. (2014). Do low-income neighbourhoods have the least green space? A cross-sectional study of Australia's most populous cities. BMC Public Health. 14, pp. 1-11. https://doi.org/10.1186/1471-2458-14-292
Distance to school is associated with sedentary time in children : findings from the URBAN study
Hinckson, Erica, McGrath, Les, Hopkins, Will, Oliver, Melody, Badland, Hannah, Mavoa, Suzanne, Witten, Karen and Kearns, Robin. (2014). Distance to school is associated with sedentary time in children : findings from the URBAN study. Frontiers in Public Health. 2, pp. 1-9. https://doi.org/10.3389/fpubh.2014.00151
Developing a research and practice tool to measure walkability : a demonstration project
Giles-Corti, Billie, Macaulay, Gus, Middleton, Nick, Boruff, Bryan, Bull, Fiona, Butterworth, Iain, Badland, Hannah, Mavoa, Suzanne, Roberts, Rebecca and Christian, Hayley. (2014). Developing a research and practice tool to measure walkability : a demonstration project. Health Promotion Journal of Australia. 25(3), pp. 160-166. https://doi.org/10.1071/HE14050
What constitutes a 'trip'? Examining child journey attributes using GPS and self-report
Oliver, Melody, Mavoa, Suzanne, Badland, Hannah, Carroll, Penelope, Asiasiga, Lanuola, Tavae, N, Kearns, Robin and Witten, Karen. (2014). What constitutes a 'trip'? Examining child journey attributes using GPS and self-report. Children's Geographies. 12(2), pp. 249-256. https://doi.org/10.1080/14733285.2014.890370
Utility of passive photography to objectively audit built environment features of active transport journeys : an observational study
Oliver, Melody, Doherty, Aiden, Kelly, Paul, Badland, Hannah, Mavoa, Suzanne, Shepherd, Janine, Kerr, Jacqueline, Marshall, Simon, Hamilton, Alexander and Foster, Charlie. (2013). Utility of passive photography to objectively audit built environment features of active transport journeys : an observational study. International Journal of Health Geographics. 12(20), pp. 1-7. https://doi.org/10.1186/1476-072X-12-20
Using simple agent-based modeling to inform and enhance neighborhood walkability
Badland, Hannah, White, Marcus, MacAulay, Gus, Eagleson, Serryn, Mavoa, Suzanne, Pettit, Christopher and Giles-Corti, Billie. (2013). Using simple agent-based modeling to inform and enhance neighborhood walkability. International Journal of Health Geographics. 12, pp. 1-10. https://doi.org/10.1186/1476-072X-12-58
Portable Global Positioning System Receivers : Static Validity and Environmental Conditions
Duncan, Scott, Stewart, Tom, Oliver, Melody, Mavoa, Suzanne, MacRae, Deborah, Badland, Hannah and Duncan, Mitch. (2013). Portable Global Positioning System Receivers : Static Validity and Environmental Conditions. American Journal of Preventive Medicine. 44(2), pp. 1-11. https://doi.org/10.1016/j.amepre.2012.10.013
Using SenseCam Images to Assess the Environment
Mavoa, Suzanne, Oliver, Melody, Kerr, Jacqueline, Doherty, Aiden and Witten, Karen. (2013). Using SenseCam Images to Assess the Environment. United States: Association for Computing Machinery. pp. 84 https://doi.org/10.1145/2526667.2526683
Neighborhood built environment and transport and leisure physical activity : findings using objective exposure and outcome measures in New Zealand
Witten, Karen, Blakely, Tony, Bagheri, Nasser, Badland, Hannah, Ivory, Vivienne, Pearce, Jamie, Mavoa, Suzanne, Hinckson, Erica and Schofield, Grant. (2012). Neighborhood built environment and transport and leisure physical activity : findings using objective exposure and outcome measures in New Zealand. Environmental Health Perspectives. 120(7), pp. 971-977. https://doi.org/10.1289/ehp.1104584
Association of neighbourhood residence and preferences with the built environment, work-related travel behaviours, and health implications for employed adults : Findings from the URBAN study
Badland, Hannah, Oliver, Melody, Kearns, Robin, Mavoa, Suzanne, Witten, Karen, Duncan, Mitch and Batty, G. David. (2012). Association of neighbourhood residence and preferences with the built environment, work-related travel behaviours, and health implications for employed adults : Findings from the URBAN study. Social Science and Medicine. 75(8), pp. 1469-1476. https://doi.org/10.1016/j.socscimed.2012.05.029
GIS based destination accessibility via public transit and walking in Auckland, New Zealand
Mavoa, Suzanne, Witten, Karen, McCreanor, Tim and O'Sullivan, David. (2012). GIS based destination accessibility via public transit and walking in Auckland, New Zealand. Journal of Transport Geography. 20(1), pp. 15-22. https://doi.org/10.1016/j.jtrangeo.2011.10.001
Social and recreational travel : The destinations, travel modes and CO2 emissions of New Zealand households
Witten, Karen, Huakau, John and Mavoa, Suzanne. (2011). Social and recreational travel : The destinations, travel modes and CO2 emissions of New Zealand households. Social Policy Journal of New Zealand : te puna whakaaro. (37), pp. 1-13.
Kids in the city study : research design and methodology
Oliver, Melody, Witten, Karen, Kearns, Robin, Mavoa, Suzanne, Badland, Hannah, Carroll, Penelope, Drumheller, Chelsea, Tavae, Nicola, Asiasiga, Lanuola, Jelley, Su, Kaiwai, Hector, Opit, Simon, Lin, En-Yi, Sweetsur, Paul, Barnes, Helen, Mason, Nic and Ergler, Christina. (2011). Kids in the city study : research design and methodology. BMC Public Health. 11, pp. 1-12. https://doi.org/10.1186/1471-2458-11-587