Skip to main content
Top
Published in: BMC Public Health 1/2010

Open Access 01-12-2010 | Research article

The impact of regional and neighbourhood deprivation on physical health in Germany: a multilevel study

Authors: Sven Voigtländer, Ursula Berger, Oliver Razum

Published in: BMC Public Health | Issue 1/2010

Login to get access

Abstract

Background

There is increasing evidence that individual health is at least partly determined by neighbourhood and regional factors. Mechanisms, however, remain poorly understood, and evidence from Germany is scant. This study explores whether regional as well as neighbourhood deprivation are associated with physical health and to what extent this association can be explained by specific neighbourhood exposures.

Methods

Using 2004 data from the German Socio-Economic Panel Study (SOEP) merged with regional and neighbourhood characteristics, we fitted multilevel linear regression models with subjective physical health, as measured by the SF-12, as the dependent variable. The models include regional and neighbourhood proxies of deprivation (i.e. regional unemployment quota, average purchasing power of the street section) as well as specific neighbourhood exposures (i.e. perceived air pollution). Individual characteristics including socioeconomic status and health behaviour have been controlled for.

Results

This study finds a significant association between area deprivation and physical health which is independent of compositional factors and consistent across different spatial scales. Furthermore the association between neighbourhood deprivation and physical health can be partly explained by specific features of the neighbourhood environment. Among these perceived air pollution shows the strongest association with physical health (-2.4 points for very strong and -1.5 points for strong disturbance by air pollution, standard error (SE) = 0.8 and 0.4, respectively). Beta coefficients for perceived air pollution, perceived noise and the perceived distance to recreational resources do not diminish when including individual health behaviour in the models.

Conclusions

This study highlights the difference regional and in particular neighbourhood deprivation make to the physical health of individuals in Germany. The results support the argument that specific neighbourhood exposures serve as an intermediary step between deprivation and health. As people with a low socioeconomic status were more likely to be exposed to unfavourable neighbourhood characteristics these conditions plausibly contribute towards generating health inequalities.
Literature
1.
go back to reference Pickett KE, Pearl M: Multilevel analyses of neighbourhood socioeconomic context and health outcomes: a critical review. J Epidemiol Community Health. 2001, 55: 111-122. 10.1136/jech.55.2.111.CrossRefPubMedPubMedCentral Pickett KE, Pearl M: Multilevel analyses of neighbourhood socioeconomic context and health outcomes: a critical review. J Epidemiol Community Health. 2001, 55: 111-122. 10.1136/jech.55.2.111.CrossRefPubMedPubMedCentral
2.
go back to reference Riva M, Gauvin L, Barnett TA: Toward the next generation of research into small area effects on health: a synthesis of multilevel investigations published since July 1998. J Epidemiol Community Health. 2007, 61: 853-861. 10.1136/jech.2006.050740.CrossRefPubMedPubMedCentral Riva M, Gauvin L, Barnett TA: Toward the next generation of research into small area effects on health: a synthesis of multilevel investigations published since July 1998. J Epidemiol Community Health. 2007, 61: 853-861. 10.1136/jech.2006.050740.CrossRefPubMedPubMedCentral
3.
go back to reference Diez Roux AV: A glossary for multilevel analysis. J Epidemiol Community Health. 2002, 56: 588-594. 10.1136/jech.56.8.588.CrossRefPubMed Diez Roux AV: A glossary for multilevel analysis. J Epidemiol Community Health. 2002, 56: 588-594. 10.1136/jech.56.8.588.CrossRefPubMed
5.
go back to reference OECD: Growing Unequal? Income distribution and poverty in OECD countries. Paris. 2008, 23-40. OECD: Growing Unequal? Income distribution and poverty in OECD countries. Paris. 2008, 23-40.
6.
go back to reference Gesundheitsberichterstattung Berlin: Sozialstrukturatlas Berlin 2008. Berlin. 2009, 245-358. Gesundheitsberichterstattung Berlin: Sozialstrukturatlas Berlin 2008. Berlin. 2009, 245-358.
7.
go back to reference Friedrichs J, Triemer S: Soziale Segregation. Gespaltene Städte? Soziale und ethnische Segregation in deutschen Großstädten. Edited by: Friedrichs J, Triemer S. 2009, Wiesbaden: VS Verlag für Sozialwissenschaften, 29-69. 2 Friedrichs J, Triemer S: Soziale Segregation. Gespaltene Städte? Soziale und ethnische Segregation in deutschen Großstädten. Edited by: Friedrichs J, Triemer S. 2009, Wiesbaden: VS Verlag für Sozialwissenschaften, 29-69. 2
8.
go back to reference Reißig R, Thomas M: Transformation - Reform - Region. Neue Chancen für alte Regionen? Fallbeispiele aus Ostdeutschland und Polen. Edited by: Reißig R, Thomas M. 2005, Münster: LIT Verlag, 15-50. Reißig R, Thomas M: Transformation - Reform - Region. Neue Chancen für alte Regionen? Fallbeispiele aus Ostdeutschland und Polen. Edited by: Reißig R, Thomas M. 2005, Münster: LIT Verlag, 15-50.
9.
go back to reference Gatzweiler H-P, Milbert A: Regionale Disparitäten in den Erwerbsmöglichkeiten. Grund genug für eine ausgleichsorientierte Raumordnungspolitik?. Informationen zur Raumentwicklung. 2006, 317-324. Gatzweiler H-P, Milbert A: Regionale Disparitäten in den Erwerbsmöglichkeiten. Grund genug für eine ausgleichsorientierte Raumordnungspolitik?. Informationen zur Raumentwicklung. 2006, 317-324.
10.
go back to reference Razum O, Altenhöner T, Breckenkamp J, Voigtländer S: Social Epidemiology after the German Reunification: East vs. West or Poor vs. Rich?. Int J Public Health. 2008, 53: 13-22. 10.1007/s00038-007-6116-8.CrossRefPubMed Razum O, Altenhöner T, Breckenkamp J, Voigtländer S: Social Epidemiology after the German Reunification: East vs. West or Poor vs. Rich?. Int J Public Health. 2008, 53: 13-22. 10.1007/s00038-007-6116-8.CrossRefPubMed
11.
go back to reference Voigtländer S, Berger U, Razum O: Zunehmende regionale Unterschiede bei den Lebensverhältnissen in Deutschland und ihre Bedeutung für die Erklärung gesundheitlicher Ungleichheit. [Increasing Regional Disparities in Living Conditions in Germany and their Role in the Explanation of Health Inequalities]. Gesundheitswesen. 2010, 72: 301-308. 10.1055/s-0029-1233487.CrossRefPubMed Voigtländer S, Berger U, Razum O: Zunehmende regionale Unterschiede bei den Lebensverhältnissen in Deutschland und ihre Bedeutung für die Erklärung gesundheitlicher Ungleichheit. [Increasing Regional Disparities in Living Conditions in Germany and their Role in the Explanation of Health Inequalities]. Gesundheitswesen. 2010, 72: 301-308. 10.1055/s-0029-1233487.CrossRefPubMed
12.
go back to reference Queste A: Analyse kleinräumiger Mortalitätsraten in Deutschland. Bielefeld. 2007 Queste A: Analyse kleinräumiger Mortalitätsraten in Deutschland. Bielefeld. 2007
14.
go back to reference Breckenkamp J, Mielck A, Razum O: Health inequalities in Germany: do regional-level variables explain differentials in cardiovascular risk?. BMC Public Health. 2007, 7: 132-10.1186/1471-2458-7-132.CrossRefPubMedPubMedCentral Breckenkamp J, Mielck A, Razum O: Health inequalities in Germany: do regional-level variables explain differentials in cardiovascular risk?. BMC Public Health. 2007, 7: 132-10.1186/1471-2458-7-132.CrossRefPubMedPubMedCentral
15.
go back to reference Wolf C: Wohnquartier und Gesundheit: Eine Mehrebenenanalyse. In Angewandte Soziologie. Edited by: Kecskes R, Wagner M, Wolf C. 2004, Wiesbaden: VS Verlag für Sozialwissenschaften, 103-126.CrossRef Wolf C: Wohnquartier und Gesundheit: Eine Mehrebenenanalyse. In Angewandte Soziologie. Edited by: Kecskes R, Wagner M, Wolf C. 2004, Wiesbaden: VS Verlag für Sozialwissenschaften, 103-126.CrossRef
16.
17.
go back to reference Dragano N, Bobak M, Wege N, Peasey A, Verde PE, Kubinova R, Weyers S, Moebus S, Mohlenkamp S, Stang A, et al: Neighbourhood socioeconomic status and cardiovascular risk factors: a multilevel analysis of nine cities in the Czech Republic and Germany. BMC Public Health. 2007, 7: 255-10.1186/1471-2458-7-255.CrossRefPubMedPubMedCentral Dragano N, Bobak M, Wege N, Peasey A, Verde PE, Kubinova R, Weyers S, Moebus S, Mohlenkamp S, Stang A, et al: Neighbourhood socioeconomic status and cardiovascular risk factors: a multilevel analysis of nine cities in the Czech Republic and Germany. BMC Public Health. 2007, 7: 255-10.1186/1471-2458-7-255.CrossRefPubMedPubMedCentral
18.
go back to reference Dragano N, Hoffmann B, Stang A, Moebus S, Verde PE, Weyers S, Mohlenkamp S, Schmermund A, Mann K, Jockel KH, et al: Subclinical coronary atherosclerosis and neighbourhood deprivation in an urban region. Eur J Epidemiol. 2009, 24: 25-35. 10.1007/s10654-008-9292-9.CrossRefPubMed Dragano N, Hoffmann B, Stang A, Moebus S, Verde PE, Weyers S, Mohlenkamp S, Schmermund A, Mann K, Jockel KH, et al: Subclinical coronary atherosclerosis and neighbourhood deprivation in an urban region. Eur J Epidemiol. 2009, 24: 25-35. 10.1007/s10654-008-9292-9.CrossRefPubMed
19.
go back to reference Dragano N, Hoffmann B, Moebus S, Mohlenkamp S, Stang A, Verde PE, Jockel KH, Erbel R, Siegrist J: Traffic exposure and subclinical cardiovascular disease: is the association modified by socioeconomic characteristics of individuals and neighbourhoods? Results from a multilevel study in an urban region. Occup Environ Med. 2009, 66: 628-635. 10.1136/oem.2008.044032.CrossRefPubMed Dragano N, Hoffmann B, Moebus S, Mohlenkamp S, Stang A, Verde PE, Jockel KH, Erbel R, Siegrist J: Traffic exposure and subclinical cardiovascular disease: is the association modified by socioeconomic characteristics of individuals and neighbourhoods? Results from a multilevel study in an urban region. Occup Environ Med. 2009, 66: 628-635. 10.1136/oem.2008.044032.CrossRefPubMed
20.
go back to reference Kohlhuber M, Mielck A, Weiland SK, Bolte G: Social inequality in perceived environmental exposures in relation to housing conditions in Germany. Environ Res. 2006, 101: 246-255. 10.1016/j.envres.2005.09.008.CrossRefPubMed Kohlhuber M, Mielck A, Weiland SK, Bolte G: Social inequality in perceived environmental exposures in relation to housing conditions in Germany. Environ Res. 2006, 101: 246-255. 10.1016/j.envres.2005.09.008.CrossRefPubMed
21.
go back to reference Johnston R, Jones K, Burgess S, Propper C, Sarker R, Bolster A: Scale, factor analyses, and neighborhood effects. Geographical Analysis. 2004, 36: 350-368. 10.1353/geo.2004.0016.CrossRef Johnston R, Jones K, Burgess S, Propper C, Sarker R, Bolster A: Scale, factor analyses, and neighborhood effects. Geographical Analysis. 2004, 36: 350-368. 10.1353/geo.2004.0016.CrossRef
22.
go back to reference Maas J, Verheij RA, Spreeuwenberg P, Groenewegen PP: Physical activity as a possible mechanism behind the relationship between green space and health: a multilevel analysis. BMC Public Health. 2008, 8: 206-10.1186/1471-2458-8-206.CrossRefPubMedPubMedCentral Maas J, Verheij RA, Spreeuwenberg P, Groenewegen PP: Physical activity as a possible mechanism behind the relationship between green space and health: a multilevel analysis. BMC Public Health. 2008, 8: 206-10.1186/1471-2458-8-206.CrossRefPubMedPubMedCentral
23.
go back to reference Raudenbush SW, Sampson RJ: Ecometrics: toward a science of assessing ecological settings, with application to the systematic social observation of neighborhoods. Sociological Methodology. 1999, 29: 1-41. 10.1111/0081-1750.00059.CrossRef Raudenbush SW, Sampson RJ: Ecometrics: toward a science of assessing ecological settings, with application to the systematic social observation of neighborhoods. Sociological Methodology. 1999, 29: 1-41. 10.1111/0081-1750.00059.CrossRef
24.
go back to reference Norman P, Boyle P, Rees P: Selective migration, health and deprivation: a longitudinal analysis. Soc Sci Med. 2005, 60: 2755-2771. 10.1016/j.socscimed.2004.11.008.CrossRefPubMed Norman P, Boyle P, Rees P: Selective migration, health and deprivation: a longitudinal analysis. Soc Sci Med. 2005, 60: 2755-2771. 10.1016/j.socscimed.2004.11.008.CrossRefPubMed
25.
go back to reference Frank LD, Saelens BE, Powell KE, Chapman JE: Stepping towards causation: Do built environments or neighborhood and travel preferences explain physical activity, driving, and obesity?. Soc Sci Med. 2007, 65: 1898-1914. 10.1016/j.socscimed.2007.05.053.CrossRefPubMed Frank LD, Saelens BE, Powell KE, Chapman JE: Stepping towards causation: Do built environments or neighborhood and travel preferences explain physical activity, driving, and obesity?. Soc Sci Med. 2007, 65: 1898-1914. 10.1016/j.socscimed.2007.05.053.CrossRefPubMed
26.
go back to reference Chandola T, Clarke P, Wiggins RD, Bartley M: Who you live with and where you live: setting the context for health using multiple membership multilevel models. J Epidemiol Community Health. 2005, 59: 170-175. 10.1136/jech.2003.019539.CrossRefPubMedPubMedCentral Chandola T, Clarke P, Wiggins RD, Bartley M: Who you live with and where you live: setting the context for health using multiple membership multilevel models. J Epidemiol Community Health. 2005, 59: 170-175. 10.1136/jech.2003.019539.CrossRefPubMedPubMedCentral
29.
go back to reference Bundesamt für Bauwesen und Raumordnung: Indikatoren und Karten zur Raumentwicklung. Ausgabe 2007. Bonn. 2007 Bundesamt für Bauwesen und Raumordnung: Indikatoren und Karten zur Raumentwicklung. Ausgabe 2007. Bonn. 2007
30.
go back to reference Andersen HH, Mühlbacher A, Nübling M, Schupp J, Wagner GG: Computation of Standard Values for Physical and Mental Health Scale Scores Using the SOEP Version of the SF-12v2. Schmollers Jahrbuch. 2007, 127: 171-182. Andersen HH, Mühlbacher A, Nübling M, Schupp J, Wagner GG: Computation of Standard Values for Physical and Mental Health Scale Scores Using the SOEP Version of the SF-12v2. Schmollers Jahrbuch. 2007, 127: 171-182.
31.
go back to reference microm GmbH: Handbuch Daten DE. Neuss. 2009 microm GmbH: Handbuch Daten DE. Neuss. 2009
32.
go back to reference Brauns H, Scherer S, Steinmann S: The CASMIN educational classification in international comparative research. Advances in cross-national comparison. New York. Edited by: Hoffmeyer-Zlotnik J, Wolf C. 2003, 221-244.CrossRef Brauns H, Scherer S, Steinmann S: The CASMIN educational classification in international comparative research. Advances in cross-national comparison. New York. Edited by: Hoffmeyer-Zlotnik J, Wolf C. 2003, 221-244.CrossRef
34.
go back to reference OECD: The OECD List of Social Indicators. Paris. 1982 OECD: The OECD List of Social Indicators. Paris. 1982
35.
go back to reference Goldstein H: Multilevel statistical models. 2003, London: E. Arnold, 3 Goldstein H: Multilevel statistical models. 2003, London: E. Arnold, 3
36.
go back to reference Twisk JWR: Applied multilevel analysis: A practical guide. 2006, Cambridge, UK: Cambridge University PressCrossRef Twisk JWR: Applied multilevel analysis: A practical guide. 2006, Cambridge, UK: Cambridge University PressCrossRef
37.
go back to reference Rasbash J, Steele F, Browne WJ, Goldstein H: A user's guide to MLwiN. Version 2.10.2009. Rasbash J, Steele F, Browne WJ, Goldstein H: A user's guide to MLwiN. Version 2.10.2009.
40.
go back to reference Statistisches Bundesamt: Datenreport 2006. Zahlen und Fakten über die Bundesrepublik Deutschland. Bonn. 2006 Statistisches Bundesamt: Datenreport 2006. Zahlen und Fakten über die Bundesrepublik Deutschland. Bonn. 2006
41.
go back to reference Ross CE, Van Willigen M: Education and the subjective quality of life. J Health Soc Behav. 1997, 38: 275-297. 10.2307/2955371.CrossRefPubMed Ross CE, Van Willigen M: Education and the subjective quality of life. J Health Soc Behav. 1997, 38: 275-297. 10.2307/2955371.CrossRefPubMed
Metadata
Title
The impact of regional and neighbourhood deprivation on physical health in Germany: a multilevel study
Authors
Sven Voigtländer
Ursula Berger
Oliver Razum
Publication date
01-12-2010
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2010
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-10-403

Other articles of this Issue 1/2010

BMC Public Health 1/2010 Go to the issue