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Modeling the relationship between food purchasing, transport, and health outcomes: Evidence from Concepcion, Chile

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  • Astroza, Sebastian
  • Guarda, Pablo
  • Carrasco, Juan Antonio

Abstract

Motivated by the interest in the contextual role of transport in health outcomes, this paper explores the relationship between these two dimensions and food purchasing patterns in the city of Concepción, Chile. The modeling framework corresponds to a Generalized Heterogeneous Data Model, composed of a structural equation and a measurement equation model. Socio-demographic variables and constructs are used to study the relationship between food purchasing patterns (store type choice and frequency), transportation patterns (purchasing usual mode), and health (body mass index, BMI). Individual's healthy lifestyle propensities and time pressure are defined as latent constructs. The results identify how key socio-demographic characteristics, such as age and income, are crucial to understanding store type choice and frequency, controlling the built environment's role in-store supply and distance from home. These variables also influence transportation patterns and health outcomes. The model also captures the endogenous effects among the three dimensions of interest, finding a statistically significant impact of the transportation mode on food purchasing patterns through the interaction with distance. No direct effects were found between BMI and transport patterns when including the latent constructs. This result suggests that promoting active transportation may not necessarily lead to better health. Health-conscious individuals engage in active transport, taking care of their diet, and seeking a healthy daily routine.

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  • Astroza, Sebastian & Guarda, Pablo & Carrasco, Juan Antonio, 2022. "Modeling the relationship between food purchasing, transport, and health outcomes: Evidence from Concepcion, Chile," Journal of choice modelling, Elsevier, vol. 42(C).
    • Handle: RePEc:eee:eejocm:v:42:y:2022:i:c:s1755534521000737
    DOI: 10.1016/j.jocm.2021.100341
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    as
    1. Ettema, Dick & Schwanen, Tim, 2012. "A relational approach to analysing leisure travel," Journal of Transport Geography, Elsevier, vol. 24(C), pages 173-181.
    2. Jerry Shannon, 2016. "Beyond the Supermarket Solution: Linking Food Deserts, Neighborhood Context, and Everyday Mobility," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 106(1), pages 186-202, January.
    3. Kay Axhausen & Andrea Zimmermann & Stefan Schönfelder & Guido Rindsfüser & Thomas Haupt, 2002. "Observing the rhythms of daily life: A six-week travel diary," Transportation, Springer, vol. 29(2), pages 95-124, May.
    4. Sergio Jara-Díaz & Marcela Munizaga & Javiera Olguín, 2013. "The role of gender, age and location in the values of work behind time use patterns in Santiago, Chile," Papers in Regional Science, Wiley Blackwell, vol. 92(1), pages 87-102, March.
    5. Bhat, Chandra R., 2015. "A new generalized heterogeneous data model (GHDM) to jointly model mixed types of dependent variables," Transportation Research Part B: Methodological, Elsevier, vol. 79(C), pages 50-77.
    6. Bhat, Chandra R. & Astroza, Sebastian & Bhat, Aarti C. & Nagel, Kai, 2016. "Incorporating a multiple discrete-continuous outcome in the generalized heterogeneous data model: Application to residential self-selection effects analysis in an activity time-use behavior model," Transportation Research Part B: Methodological, Elsevier, vol. 91(C), pages 52-76.
    7. Daniel S. Hamermesh & Jungmin Lee, 2007. "Stressed Out on Four Continents: Time Crunch or Yuppie Kvetch?," The Review of Economics and Statistics, MIT Press, vol. 89(2), pages 374-383, May.
    8. Sarah Brown & William Greene & Mark Harris, 2020. "A novel approach to latent class modelling: identifying the various types of body mass index individuals," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 183(3), pages 983-1004, June.
    9. Susan Handy & Kelly Clifton, 2001. "Local shopping as a strategy for reducing automobile travel," Transportation, Springer, vol. 28(4), pages 317-346, November.
    10. von Haefen, Roger H. & Phaneuf, Daniel J., 2003. "Estimating preferences for outdoor recreation:: a comparison of continuous and count data demand system frameworks," Journal of Environmental Economics and Management, Elsevier, vol. 45(3), pages 612-630, May.
    11. Venn, Danielle & Strazdins, Lyndall, 2017. "Your money or your time? How both types of scarcity matter to physical activity and healthy eating," Social Science & Medicine, Elsevier, vol. 172(C), pages 98-106.
    12. Sarah Brown & William Greene & Mark N. Harris, 2014. "A New Formulation for Latent Class Models," Working Papers 2014006, The University of Sheffield, Department of Economics.
    13. Bhat, Chandra R., 2008. "The multiple discrete-continuous extreme value (MDCEV) model: Role of utility function parameters, identification considerations, and model extensions," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 274-303, March.
    14. Cannuscio, Carolyn C. & Hillier, Amy & Karpyn, Allison & Glanz, Karen, 2014. "The social dynamics of healthy food shopping and store choice in an urban environment," Social Science & Medicine, Elsevier, vol. 122(C), pages 13-20.
    15. Lavieri, Patrícia S. & Bhat, Chandra R., 2019. "Modeling individuals’ willingness to share trips with strangers in an autonomous vehicle future," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 242-261.
    16. Benjamin Motte-Baumvol & Olivier Bonin & Leslie Belton-Chevallier, 2017. "Who escort children: mum or dad? Exploring gender differences in escorting mobility among parisian dual-earner couples," Transportation, Springer, vol. 44(1), pages 139-157, January.
    17. Yingling Fan, 2017. "Household structure and gender differences in travel time: spouse/partner presence, parenthood, and breadwinner status," Transportation, Springer, vol. 44(2), pages 271-291, March.
    18. Giovanni Vecchio & Ignacio Tiznado-Aitken & Ricardo Hurtubia, 2020. "Transport and equity in Latin America: a critical review of socially oriented accessibility assessments," Transport Reviews, Taylor & Francis Journals, vol. 40(3), pages 354-381, May.
    19. Bhat, Chandra R. & Castro, Marisol & Pinjari, Abdul Rawoof, 2015. "Allowing for complementarity and rich substitution patterns in multiple discrete–continuous models," Transportation Research Part B: Methodological, Elsevier, vol. 81(P1), pages 59-77.
    20. Widener, Michael J. & Farber, Steven & Neutens, Tijs & Horner, Mark, 2015. "Spatiotemporal accessibility to supermarkets using public transit: an interaction potential approach in Cincinnati, Ohio," Journal of Transport Geography, Elsevier, vol. 42(C), pages 72-83.
    21. Rajagopal, 2010. "Coexistence and Conflicts between Shopping Malls and Street Markets in Growing Cities: Analysis of Shoppers’ Behavior," Marketing Working Papers 2010-03-MKT, Tecnológico de Monterrey, Campus Ciudad de México.
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    1. Giovanni Vecchio & Bryan Castillo & Rodrigo Villegas & Carolina Rojas Quezada & Stefan Steiniger & Juan Antonio Carrasco, 2023. "Elderly Walking Access to Street Markets in Chile: An Asset for Food Security in an Unequal Country," Sustainability, MDPI, vol. 15(5), pages 1-18, February.

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