IDEAS home Printed from https://ideas.repec.org/a/eee/socmed/v68y2009i5p867-875.html
   My bibliography  Save this article

Urban/rural differences in body weight: Evidence for social selection and causation hypotheses in Finland

Author

Listed:
  • Jokela, Markus
  • Kivimäki, Mika
  • Elovainio, Marko
  • Viikari, Jorma
  • Raitakari, Olli T.
  • Keltikangas-Järvinen, Liisa

Abstract

Average body weight differences between urban and rural areas have been reported in many countries, but it is unknown whether these are due to effects of social selection or social causation. We examined whether adolescent body mass index (BMI) predicted selective urban/rural migration over a 21-year period and whether urban/rural living over the same period predicted differences in BMI increase from adolescence to adulthood in Finland. The participants were from the prospective, population-based Cardiovascular Risk in Young Finns study (n = 1787) aged 12-18 years at baseline and 33-39 years at the final follow-up, with data collected at six follow-up phases. Supporting social selection, heavier adolescents were less likely to migrate to urban areas as adults: in obese adolescents the likelihood of living in an urban area at 33-39 years age was one third of that in normal weight adolescents. Supporting social causation, rural residence over the study period predicted a greater increase in BMI from adolescence to adulthood than urban residence did. These associations were independent of parental socioeconomic status and BMI, and of participants' own educational level, occupational class, marital status, and parenthood status. Together the findings suggest that the higher body weight of people living in rural areas of Finland may be due to both social selection and social causation mechanisms, i.e. heavier people tend to migrate to more rural areas where people tend to get heavier.

Suggested Citation

  • Jokela, Markus & Kivimäki, Mika & Elovainio, Marko & Viikari, Jorma & Raitakari, Olli T. & Keltikangas-Järvinen, Liisa, 2009. "Urban/rural differences in body weight: Evidence for social selection and causation hypotheses in Finland," Social Science & Medicine, Elsevier, vol. 68(5), pages 867-875, March.
  • Handle: RePEc:eee:socmed:v:68:y:2009:i:5:p:867-875
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0277-9536(08)00661-8
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Norman, Paul & Boyle, Paul & Rees, Philip, 2005. "Selective migration, health and deprivation: a longitudinal analysis," Social Science & Medicine, Elsevier, vol. 60(12), pages 2755-2771, June.
    2. Connolly, Sheelah & O'Reilly, Dermot & Rosato, Michael, 2007. "Increasing inequalities in health: Is it an artefact caused by the selective movement of people?," Social Science & Medicine, Elsevier, vol. 64(10), pages 2008-2015, May.
    3. Brimblecombe, Nic & Dorling, Danny & Shaw, Mary, 2000. "Migration and geographical inequalities in health in Britain," Social Science & Medicine, Elsevier, vol. 50(6), pages 861-878, March.
    4. Lena Edlund, 2005. "Sex and the City," Scandinavian Journal of Economics, Wiley Blackwell, vol. 107(1), pages 25-44, March.
    5. Karina Nilsson, 2003. "Moving into the City and Moving Out Again: Swedish Evidence from the Cohort Born in 1968," Urban Studies, Urban Studies Journal Limited, vol. 40(7), pages 1243-1258, June.
    6. Ek, Ellen & Koiranen, Markku & Raatikka, Veli-Pekka & Järvelin, Marjo-Riitta & Taanila, Anja, 2008. "Psychosocial factors as mediators between migration and subjective well-being among young Finnish adults," Social Science & Medicine, Elsevier, vol. 66(7), pages 1545-1556, April.
    7. Larson, Ann & Bell, Martin & Young, Anne Frances, 2004. "Clarifying the relationships between health and residential mobility," Social Science & Medicine, Elsevier, vol. 59(10), pages 2149-2160, November.
    8. Sophia Rabe-Hesketh & Anders Skrondal & Andrew Pickles, 2004. "GLLAMM Manual," U.C. Berkeley Division of Biostatistics Working Paper Series 1160, Berkeley Electronic Press.
    9. Sophia Rabe-Hesketh & Anders Skrondal & Andrew Pickles, 2002. "Reliable estimation of generalized linear mixed models using adaptive quadrature," Stata Journal, StataCorp LP, vol. 2(1), pages 1-21, February.
    10. Blomgren, Jenni & Martikainen, Pekka & Mäkelä, Pia & Valkonen, Tapani, 2004. "The effects of regional characteristics on alcohol-related mortality--a register-based multilevel analysis of 1.1 million men," Social Science & Medicine, Elsevier, vol. 58(12), pages 2523-2535, June.
    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. Mouhcine Guettabi & Abdul Munasib, 2018. "Is there a Trade-off between Remote Living and Healthy Living? The Impact of Remoteness on Body Weight," The Review of Regional Studies, Southern Regional Science Association, vol. 48(2), pages 173-192, Summer.
    2. Olabarria, Marta & Pérez, Katherine & Santamariña-Rubio, Elena & Novoa, Ana M, 2014. "Daily mobility patterns of an urban population and their relationship to overweight and obesity," Transport Policy, Elsevier, vol. 32(C), pages 165-171.
    3. Jaana I Halonen & Mika Kivimäki & Jaana Pentti & Ichiro Kawachi & Marianna Virtanen & Pekka Martikainen & S V Subramanian & Jussi Vahtera, 2012. "Quantifying Neighbourhood Socioeconomic Effects in Clustering of Behaviour-Related Risk Factors: A Multilevel Analysis," PLOS ONE, Public Library of Science, vol. 7(3), pages 1-8, March.

    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. Riva, Mylène & Curtis, Sarah & Norman, Paul, 2011. "Residential mobility within England and urban–rural inequalities in mortality," Social Science & Medicine, Elsevier, vol. 73(12), pages 1698-1706.
    2. Eva Kibele & Fanny Janssen, 2013. "Distortion of regional old-age mortality due to late-life migration in the Netherlands?," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 29(5), pages 105-132.
    3. Birthe Jongeneel-Grimen & Mariël Droomers & Karien Stronks & J. Oers & Anton Kunst, 2013. "Migration and geographical inequalities in health in the Netherlands: an investigation of age patterns," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 58(6), pages 845-854, December.
    4. Lankila, Tiina & Näyhä, Simo & Rautio, Arja & Koiranen, Markku & Rusanen, Jarmo & Taanila, Anja, 2013. "Health and well-being of movers in rural and urban areas – A grid-based analysis of northern Finland birth cohort 1966," Social Science & Medicine, Elsevier, vol. 76(C), pages 169-178.
    5. Maria Vaalavuo & Mikko-Waltteri Sihvola, 2021. "Are the Sick Left Behind at the Peripheries? Health Selection in Migration to Growing Urban Centres in Finland," European Journal of Population, Springer;European Association for Population Studies, vol. 37(2), pages 341-366, April.
    6. Arline Geronimus & John Bound & Annie Ro, 2014. "Residential Mobility Across Local Areas in the United States and the Geographic Distribution of the Healthy Population," Demography, Springer;Population Association of America (PAA), vol. 51(3), pages 777-809, June.
    7. Richardson, Ken & Blakely, Tony & Young, Jim & Graham, Patrick & Tobias, Martin, 2009. "Do ethnic and socio-economic inequalities in mortality vary by region in New Zealand? An application of hierarchical Bayesian modelling," Social Science & Medicine, Elsevier, vol. 69(8), pages 1252-1260, October.
    8. Tunstall, Helena & Mitchell, Richard & Pearce, Jamie & Shortt, Niamh, 2014. "The general and mental health of movers to more- and less-disadvantaged socio-economic and physical environments within the UK," Social Science & Medicine, Elsevier, vol. 118(C), pages 97-107.
    9. Bowling, Ann & Stafford, Mai, 2007. "How do objective and subjective assessments of neighbourhood influence social and physical functioning in older age? Findings from a British survey of ageing," Social Science & Medicine, Elsevier, vol. 64(12), pages 2533-2549, June.
    10. Peter Haan & Arne Uhlendorff, 2006. "Estimation of multinomial logit models with unobserved heterogeneity using maximum simulated likelihood," Stata Journal, StataCorp LP, vol. 6(2), pages 229-245, June.
    11. Frances Darlington-Pollock & Nichola Shackleton & Paul Norman & Arier C. Lee & Daniel Exeter, 2018. "Differences in the risk of cardiovascular disease for movers and stayers in New Zealand: a survival analysis," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 63(2), pages 173-179, March.
    12. Curtis, Sarah & Setia, Maninder S. & Quesnel-Vallee, Amelie, 2009. "Socio-geographic mobility and health status: A longitudinal analysis using the National Population Health Survey of Canada," Social Science & Medicine, Elsevier, vol. 69(12), pages 1845-1853, December.
    13. Holmager, Therese Lucia Friis & Lophaven, Søren Nymand & Mortensen, Laust Hvas & Lynge, Elsebeth, 2021. "Does Lolland-Falster make people sick, or do sick people move to Lolland-Falster? An example of selective migration and mortality in Denmark, 1968-2017," Social Science & Medicine, Elsevier, vol. 277(C).
    14. Connolly, Sheelah & O'Reilly, Dermot, 2007. "The contribution of migration to changes in the distribution of health over time: Five-year follow-up study in Northern Ireland," Social Science & Medicine, Elsevier, vol. 65(5), pages 1004-1011, September.
    15. Connolly, Sheelah & O'Reilly, Dermot & Rosato, Michael, 2007. "Increasing inequalities in health: Is it an artefact caused by the selective movement of people?," Social Science & Medicine, Elsevier, vol. 64(10), pages 2008-2015, May.
    16. Wilding, Sam & Martin, David & Moon, Graham, 2016. "The impact of limiting long term illness on internal migration in England and Wales: New evidence from census microdata," Social Science & Medicine, Elsevier, vol. 167(C), pages 107-115.
    17. Kravdal, Øystein, 2009. "Mortality effects of average education in current and earlier municipality of residence among internal migrants, net of their own education," Social Science & Medicine, Elsevier, vol. 69(10), pages 1484-1492, November.
    18. Peter Haan, "undated". "Conditional logit versus random coefficient models: An analysis using GLLAMM," German Stata Users' Group Meetings 2004 7, Stata Users Group.
    19. Stav Rosenzweig, 2017. "The effects of diversified technology and country knowledge on the impact of technological innovation," The Journal of Technology Transfer, Springer, vol. 42(3), pages 564-584, June.
    20. Peter Haan, 2004. "Discrete Choice Labor Supply: Conditional Logit vs. Random Coefficient Models," Discussion Papers of DIW Berlin 394, DIW Berlin, German Institute for Economic Research.

    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:eee:socmed:v:68:y:2009:i:5:p:867-875. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/315/description#description .

    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.