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Published in: International Journal for Equity in Health 1/2011

Open Access 01-12-2011 | Research

Health status convergence at the local level: empirical evidence from Austria

Authors: Martin Gächter, Engelbert Theurl

Published in: International Journal for Equity in Health | Issue 1/2011

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Abstract

Introduction

Health is an important dimension of welfare comparisons across individuals, regions and states. Particularly from a long-term perspective, within-country convergence of the health status has rarely been investigated by applying methods well established in other scientific fields. In the following paper we study the relation between initial levels of the health status and its improvement at the local community level in Austria in the time period 1969-2004.

Methods

We use age standardized mortality rates from 2381 Austrian communities as an indicator for the health status and analyze the convergence/divergence of overall mortality for (i) the whole population, (ii) females, (iii) males and (iv) the gender mortality gap. Convergence/Divergence is studied by applying different concepts of cross-regional inequality (weighted standard deviation, coefficient of variation, Theil-Coefficient of inequality). Various econometric techniques (weighted OLS, Quantile Regression, Kendall's Rank Concordance) are used to test for absolute and conditional beta-convergence in mortality.

Results

Regarding sigma-convergence, we find rather mixed results. While the weighted standard deviation indicates an increase in equality for all four variables, the picture appears less clear when correcting for the decreasing mean in the distribution. However, we find highly significant coefficients for absolute and conditional beta-convergence between the periods. While these results are confirmed by several robustness tests, we also find evidence for the existence of convergence clubs.

Conclusions

The highly significant beta-convergence across communities might be caused by (i) the efforts to harmonize and centralize the health policy at the federal level in Austria since the 1970s, (ii) the diminishing returns of the input factors in the health production function, which might lead to convergence, as the general conditions (e.g. income, education etc.) improve over time, and (iii) the mobility of people across regions, as people tend to move to regions/communities which exhibit more favorable living conditions.
JEL classification: I10, I12, I18
Appendix
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Literature
1.
go back to reference Sen A: Mortality as an Indicator of Economic Success and Failure. The Economic Journal. 1998, 108 (446): 1-25. 10.1111/1468-0297.00270.CrossRef Sen A: Mortality as an Indicator of Economic Success and Failure. The Economic Journal. 1998, 108 (446): 1-25. 10.1111/1468-0297.00270.CrossRef
2.
go back to reference Sen A: Development as Freedom. 1999, Oxford University Press, Oxford Sen A: Development as Freedom. 1999, Oxford University Press, Oxford
3.
go back to reference Becker GS, Philipson TJ, Soares RR: The Quantity and Quality of Life and the Evolution of World Inequality. The American Economic Review. 2005, 95 (1): 277-291. 10.1257/0002828053828563.CrossRef Becker GS, Philipson TJ, Soares RR: The Quantity and Quality of Life and the Evolution of World Inequality. The American Economic Review. 2005, 95 (1): 277-291. 10.1257/0002828053828563.CrossRef
4.
go back to reference Ram R: State of the 'life span revolution' between 1980 and 2000. Journal of Development Economics. 2006, 80 (2): 518-526. 10.1016/j.jdeveco.2005.02.003.CrossRef Ram R: State of the 'life span revolution' between 1980 and 2000. Journal of Development Economics. 2006, 80 (2): 518-526. 10.1016/j.jdeveco.2005.02.003.CrossRef
5.
go back to reference Dzakpasu S, Joseph KS, Kramer MS, et al: The Matthew Effect: Infant Mortality in Canada and Internationally. Pediatrics. 2000, 106 (1): e5-10.1542/peds.106.1.e5.CrossRefPubMed Dzakpasu S, Joseph KS, Kramer MS, et al: The Matthew Effect: Infant Mortality in Canada and Internationally. Pediatrics. 2000, 106 (1): e5-10.1542/peds.106.1.e5.CrossRefPubMed
7.
go back to reference White KM: Longevity Advances in High-Income Countries, 1955-96. Population and Development Review. 2002, 28 (1): 59-76. 10.1111/j.1728-4457.2002.00059.x.CrossRef White KM: Longevity Advances in High-Income Countries, 1955-96. Population and Development Review. 2002, 28 (1): 59-76. 10.1111/j.1728-4457.2002.00059.x.CrossRef
8.
go back to reference Wilson C: On the Scale of Global Demographic Convergence 1950-2000. Population and Development Review. 2001, 27 (1): 155-171. 10.1111/j.1728-4457.2001.00155.x.CrossRefPubMed Wilson C: On the Scale of Global Demographic Convergence 1950-2000. Population and Development Review. 2001, 27 (1): 155-171. 10.1111/j.1728-4457.2001.00155.x.CrossRefPubMed
9.
go back to reference Mayer-Foulkes D: Convergence Clubs in Cross-Country Life Expectancy Dynamics. Working papers, World Institute for Development Economic Research. 2001 Mayer-Foulkes D: Convergence Clubs in Cross-Country Life Expectancy Dynamics. Working papers, World Institute for Development Economic Research. 2001
10.
go back to reference McMichael AJ, McKee M, Shkolnikov V, et al: Mortality trends and setbacks: Global convergence or divergence?. The Lancet. 2004, 363 (9415): 1155-1159. 10.1016/S0140-6736(04)15902-3.CrossRef McMichael AJ, McKee M, Shkolnikov V, et al: Mortality trends and setbacks: Global convergence or divergence?. The Lancet. 2004, 363 (9415): 1155-1159. 10.1016/S0140-6736(04)15902-3.CrossRef
11.
go back to reference Ram R: Forty Years of the Life Span Revolution: An Exploration of the Roles of Convergence, Income, and Policy. Economic Development and Cultural Change. 1998, 46 (4): 849-857. 10.1086/452377.CrossRef Ram R: Forty Years of the Life Span Revolution: An Exploration of the Roles of Convergence, Income, and Policy. Economic Development and Cultural Change. 1998, 46 (4): 849-857. 10.1086/452377.CrossRef
12.
go back to reference Moser K, Shkolnikov V, Leon DA: World mortality 1950-2000: Divergence replaces convergence from the late 1980s. Bulletin of the World Health Organization. 2005, 83 (3): 202-209.PubMedCentralPubMed Moser K, Shkolnikov V, Leon DA: World mortality 1950-2000: Divergence replaces convergence from the late 1980s. Bulletin of the World Health Organization. 2005, 83 (3): 202-209.PubMedCentralPubMed
13.
go back to reference Bloom DE, Canning D: Mortality traps and the dynamics of health transitions. Proceedings of the National Academy of Sciences. 2007, 104 (41): 16044-16049. 10.1073/pnas.0702012104.CrossRef Bloom DE, Canning D: Mortality traps and the dynamics of health transitions. Proceedings of the National Academy of Sciences. 2007, 104 (41): 16044-16049. 10.1073/pnas.0702012104.CrossRef
14.
go back to reference Neumayer E: HIV/Aids and Cross-National Convergence in Life Expectancy. Population and Development Review. 2004, 30 (4): 727-742. 10.1111/j.1728-4457.2004.00039.x.CrossRef Neumayer E: HIV/Aids and Cross-National Convergence in Life Expectancy. Population and Development Review. 2004, 30 (4): 727-742. 10.1111/j.1728-4457.2004.00039.x.CrossRef
15.
go back to reference Ram R: Relation between levels of infant-, child- and maternal-mortality and their rates of decline. International Journal of Social Economics. 2010, 37 (5): 374-383. 10.1108/03068291011038954.CrossRef Ram R: Relation between levels of infant-, child- and maternal-mortality and their rates of decline. International Journal of Social Economics. 2010, 37 (5): 374-383. 10.1108/03068291011038954.CrossRef
16.
go back to reference Bishai D, Opuni M, Poon A: Does the level of infant mortality affect the rate of decline? Time series data from 21 countries. Economics & Human Biology. 2007, 5 (1): 74-81. 10.1016/j.ehb.2006.10.003.CrossRef Bishai D, Opuni M, Poon A: Does the level of infant mortality affect the rate of decline? Time series data from 21 countries. Economics & Human Biology. 2007, 5 (1): 74-81. 10.1016/j.ehb.2006.10.003.CrossRef
17.
go back to reference Mesle F, Vallin J, Andreyev Z: Mortality in Europe: The Divergence between East and West. Population. 2002, 57 (1): 157-197.CrossRef Mesle F, Vallin J, Andreyev Z: Mortality in Europe: The Divergence between East and West. Population. 2002, 57 (1): 157-197.CrossRef
18.
go back to reference Vallin J, Mesle F: Convergences and divergences in mortality: A new approach of health transition. Demographic Research. 2004, S2 (2): 11-44.CrossRef Vallin J, Mesle F: Convergences and divergences in mortality: A new approach of health transition. Demographic Research. 2004, S2 (2): 11-44.CrossRef
19.
20.
go back to reference Robertson C, Ecob R: Simultaneous modelling of time trends and regional variation in mortality rates. International Journal of Epidemiology. 1999, 28 (5): 955-963. 10.1093/ije/28.5.955.CrossRefPubMed Robertson C, Ecob R: Simultaneous modelling of time trends and regional variation in mortality rates. International Journal of Epidemiology. 1999, 28 (5): 955-963. 10.1093/ije/28.5.955.CrossRefPubMed
21.
go back to reference Congdon P: Modelling Trends and Inequality in Small Area Mortality. Journal of Applied Statistics. 2004, 31 (6): 603-622. 10.1080/1478881042000214695.CrossRef Congdon P: Modelling Trends and Inequality in Small Area Mortality. Journal of Applied Statistics. 2004, 31 (6): 603-622. 10.1080/1478881042000214695.CrossRef
22.
go back to reference Brown D, Rees P: Trends in local and small area mortality and morbidity in York-shire and the Humber: Monitoring health inequalities. Regional Studies. 2006, 40 (5): 437-458. 10.1080/00343400600757395.CrossRef Brown D, Rees P: Trends in local and small area mortality and morbidity in York-shire and the Humber: Monitoring health inequalities. Regional Studies. 2006, 40 (5): 437-458. 10.1080/00343400600757395.CrossRef
23.
go back to reference Ocana-Riola R, Mayoral-Cortes J: Spatiotemporal trends of mortality in small areas of Southern Spain. BMC Public Health. 2010, 10 (1): 26-10.1186/1471-2458-10-26.PubMedCentralCrossRefPubMed Ocana-Riola R, Mayoral-Cortes J: Spatiotemporal trends of mortality in small areas of Southern Spain. BMC Public Health. 2010, 10 (1): 26-10.1186/1471-2458-10-26.PubMedCentralCrossRefPubMed
24.
go back to reference Julious SA, Nicholl J, George S: Why do we continue to use standardized mortality ratios for small area comparisons?. Journal of Public Health. 2001, 23 (1): 40-46. 10.1093/pubmed/23.1.40.CrossRef Julious SA, Nicholl J, George S: Why do we continue to use standardized mortality ratios for small area comparisons?. Journal of Public Health. 2001, 23 (1): 40-46. 10.1093/pubmed/23.1.40.CrossRef
25.
go back to reference Langford IH, Bentham G: Regional variations in mortality rates in England and Wales: An analysis using multi-level modelling. Social Science & Medicine. 1996, 42 (6): 897-908. 10.1016/0277-9536(95)00188-3.CrossRef Langford IH, Bentham G: Regional variations in mortality rates in England and Wales: An analysis using multi-level modelling. Social Science & Medicine. 1996, 42 (6): 897-908. 10.1016/0277-9536(95)00188-3.CrossRef
26.
go back to reference Robert SA: Socioeconomic Position and Health: The Independent Contribution of Community Socioeconomic Context. Annual Review of Sociology. 1999, 25: 489-516. 10.1146/annurev.soc.25.1.489.CrossRef Robert SA: Socioeconomic Position and Health: The Independent Contribution of Community Socioeconomic Context. Annual Review of Sociology. 1999, 25: 489-516. 10.1146/annurev.soc.25.1.489.CrossRef
27.
go back to reference Diez Roux AV: The examination of neighbourhood effect on health: Conceptual and methodological issues related to the presence of multilevels of organizations. Neighborhood and health. Edited by: Kawachi I, Berkman LF. 2003, New York, New York, 45-64.CrossRef Diez Roux AV: The examination of neighbourhood effect on health: Conceptual and methodological issues related to the presence of multilevels of organizations. Neighborhood and health. Edited by: Kawachi I, Berkman LF. 2003, New York, New York, 45-64.CrossRef
28.
go back to reference Flowerdew R, Manley DJ, Sabel CE: Neighbourhood effects on health: Does it matter where you draw the boundaries?. Social Science & Medicine. 2008, 66 (6): 1241-1255. 10.1016/j.socscimed.2007.11.042.CrossRef Flowerdew R, Manley DJ, Sabel CE: Neighbourhood effects on health: Does it matter where you draw the boundaries?. Social Science & Medicine. 2008, 66 (6): 1241-1255. 10.1016/j.socscimed.2007.11.042.CrossRef
29.
go back to reference Malmström M, Johansson SE, Sundquist J: A hierarchical analysis of long-term illness and mortality in socially deprived areas. Social Science & Medicine. 2001, 53 (3): 265-275. 10.1016/S0277-9536(00)00291-4.CrossRef Malmström M, Johansson SE, Sundquist J: A hierarchical analysis of long-term illness and mortality in socially deprived areas. Social Science & Medicine. 2001, 53 (3): 265-275. 10.1016/S0277-9536(00)00291-4.CrossRef
30.
go back to reference Roos LL, Magoon J, Gupta S, et al: Socioeconomic determinants of mortality in two Canadian provinces: Multilevel modelling and neighborhood context. Social Science & Medicine. 2004, 59 (7): 1435-1447. 10.1016/j.socscimed.2004.01.024.CrossRef Roos LL, Magoon J, Gupta S, et al: Socioeconomic determinants of mortality in two Canadian provinces: Multilevel modelling and neighborhood context. Social Science & Medicine. 2004, 59 (7): 1435-1447. 10.1016/j.socscimed.2004.01.024.CrossRef
31.
go back to reference Lebel A, Pampalon R, Villeneuve P: A multi-perspective approach for defining neighbourhood units in the context of a study on health inequalities in the Quebec City region. International Journal of Health Geographics. 2007, 6 (1): 27-10.1186/1476-072X-6-27.PubMedCentralCrossRefPubMed Lebel A, Pampalon R, Villeneuve P: A multi-perspective approach for defining neighbourhood units in the context of a study on health inequalities in the Quebec City region. International Journal of Health Geographics. 2007, 6 (1): 27-10.1186/1476-072X-6-27.PubMedCentralCrossRefPubMed
32.
go back to reference Coombes M: Defining locality boundaries with synthetic data. Environment and Planning A. 2000, 32 (8): 1499-1518. 10.1068/a29165.CrossRef Coombes M: Defining locality boundaries with synthetic data. Environment and Planning A. 2000, 32 (8): 1499-1518. 10.1068/a29165.CrossRef
33.
go back to reference Lupton R: Neighbourhood effects: Can we measure them and does it matter?. Case papers, Centre for Analysis of Social Exclusion, LSE. 2003 Lupton R: Neighbourhood effects: Can we measure them and does it matter?. Case papers, Centre for Analysis of Social Exclusion, LSE. 2003
34.
go back to reference Pickett KE, Pearl M: Multilevel analyses of neighbourhood socioeconomic context and health outcomes: a critical review. Journal of Epidemiology and Community Health. 2001, 55 (2): 111-122. 10.1136/jech.55.2.111.PubMedCentralCrossRefPubMed Pickett KE, Pearl M: Multilevel analyses of neighbourhood socioeconomic context and health outcomes: a critical review. Journal of Epidemiology and Community Health. 2001, 55 (2): 111-122. 10.1136/jech.55.2.111.PubMedCentralCrossRefPubMed
35.
go back to reference Joseph K, Huang L, Dzakpasu S, et al: Regional disparities in infant mortality in Canada: A reversal of egalitarian trends. BMC Public Health. 2009, 9: 1-9. 10.1186/1471-2458-9-1.CrossRef Joseph K, Huang L, Dzakpasu S, et al: Regional disparities in infant mortality in Canada: A reversal of egalitarian trends. BMC Public Health. 2009, 9: 1-9. 10.1186/1471-2458-9-1.CrossRef
36.
go back to reference Ezzati M, Friedman AB, Kulkarni SC, et al: The Reversal of Fortunes: Trends in County Mortality and Cross-County Mortality Disparities in the United States. PLoS Med. 2008, 5 (4): e66-10.1371/journal.pmed.0050066.PubMedCentralCrossRefPubMed Ezzati M, Friedman AB, Kulkarni SC, et al: The Reversal of Fortunes: Trends in County Mortality and Cross-County Mortality Disparities in the United States. PLoS Med. 2008, 5 (4): e66-10.1371/journal.pmed.0050066.PubMedCentralCrossRefPubMed
37.
go back to reference Agrawal A: 'Matthew Effect' or 'Law of Diminishing Marginal Returns'? Intra-country Evidence on Convergence in Health Outcomes from India. Working Paper submitted to the Nordic Conference in Development Economics 2010, Indira Gandhi Institute of Development Research. 2010 Agrawal A: 'Matthew Effect' or 'Law of Diminishing Marginal Returns'? Intra-country Evidence on Convergence in Health Outcomes from India. Working Paper submitted to the Nordic Conference in Development Economics 2010, Indira Gandhi Institute of Development Research. 2010
38.
go back to reference Montero-Granados R, de Dios Jimenez J, Martin J: Decentralisation and convergence in health among the provinces of Spain (1980-2001). Social Science & Medicine. 2007, 64 (6): 1253-1264. 10.1016/j.socscimed.2006.10.016.CrossRef Montero-Granados R, de Dios Jimenez J, Martin J: Decentralisation and convergence in health among the provinces of Spain (1980-2001). Social Science & Medicine. 2007, 64 (6): 1253-1264. 10.1016/j.socscimed.2006.10.016.CrossRef
39.
go back to reference Barro RJ, Sala-i Martin X: Convergence. Journal of Political Economy. 1992, 100 (2): 223-251. 10.1086/261816.CrossRef Barro RJ, Sala-i Martin X: Convergence. Journal of Political Economy. 1992, 100 (2): 223-251. 10.1086/261816.CrossRef
40.
go back to reference Sala-I-Martin X: I Just Ran Two Million Regressions. The American Economic Review. 1997, 87 (2): 178-183. Sala-I-Martin X: I Just Ran Two Million Regressions. The American Economic Review. 1997, 87 (2): 178-183.
41.
go back to reference Deaton A: The Analysis of Household Surveys: A Microeconometric Approach to Development Policy. 1997, The Johns Hopkins University Press, Baltimore, MarylandCrossRef Deaton A: The Analysis of Household Surveys: A Microeconometric Approach to Development Policy. 1997, The Johns Hopkins University Press, Baltimore, MarylandCrossRef
42.
go back to reference Statistik Austria: Österreichischer Todesursachen Atlas [Atlas of Mortality in Austria by Causes of Death]. 2007, Statistik Austria, Vienna Statistik Austria: Österreichischer Todesursachen Atlas [Atlas of Mortality in Austria by Causes of Death]. 2007, Statistik Austria, Vienna
43.
go back to reference Anson J: Sex Differences in Mortality at the Local Level: An Analysis of Belgian Municipalities. European Journal of Population. 2003, 19 (1): 1-28.CrossRef Anson J: Sex Differences in Mortality at the Local Level: An Analysis of Belgian Municipalities. European Journal of Population. 2003, 19 (1): 1-28.CrossRef
44.
go back to reference Abraido-Lanza AF, Dohrenwend BP, Ng-Mak DS, et al: The latino mortality paradox: a test of the 'salmon bias' and healthy migrant hypotheses. American Journal of Public Health. 1999, 89 (10): 1543-1548. 10.2105/AJPH.89.10.1543.PubMedCentralCrossRefPubMed Abraido-Lanza AF, Dohrenwend BP, Ng-Mak DS, et al: The latino mortality paradox: a test of the 'salmon bias' and healthy migrant hypotheses. American Journal of Public Health. 1999, 89 (10): 1543-1548. 10.2105/AJPH.89.10.1543.PubMedCentralCrossRefPubMed
45.
go back to reference Gächter M, Schwazer P, Theurl E: Stronger sex but earlier death: A multi-level socioeconomic analysis of gender differences in mortality in Austria. Working papers, Faculty of Economics and Statistics, University of Innsbruck. 2010 Gächter M, Schwazer P, Theurl E: Stronger sex but earlier death: A multi-level socioeconomic analysis of gender differences in mortality in Austria. Working papers, Faculty of Economics and Statistics, University of Innsbruck. 2010
46.
go back to reference Barrai I, Rodriguez-Larralde A, Mamolini E, et al: Elements of the surname structure of austria. Annals of Human Biology. 2000, 27 (6): 607-622. 10.1080/03014460050178696.CrossRefPubMed Barrai I, Rodriguez-Larralde A, Mamolini E, et al: Elements of the surname structure of austria. Annals of Human Biology. 2000, 27 (6): 607-622. 10.1080/03014460050178696.CrossRefPubMed
47.
go back to reference Voracek M, Sonneck G: Surname study of suicide in austria: Differences in regional suicide rates correspond to the genetic structure of the population. Wiener Klinische Wochenschrift. 2007, 119: 355-360. 10.1007/s00508-007-0787-2.CrossRefPubMed Voracek M, Sonneck G: Surname study of suicide in austria: Differences in regional suicide rates correspond to the genetic structure of the population. Wiener Klinische Wochenschrift. 2007, 119: 355-360. 10.1007/s00508-007-0787-2.CrossRefPubMed
48.
go back to reference Friedman M: Do Old Fallacies Ever Die?. Journal of Economic Literature. 1992, 30 (4): 2129-2132. Friedman M: Do Old Fallacies Ever Die?. Journal of Economic Literature. 1992, 30 (4): 2129-2132.
49.
go back to reference Quah D: Galton's Fallacy and Tests of the Convergence Hypothesis. The Scandinavian Journal of Economics. 1993, 95 (4): 427-443. 10.2307/3440905.CrossRef Quah D: Galton's Fallacy and Tests of the Convergence Hypothesis. The Scandinavian Journal of Economics. 1993, 95 (4): 427-443. 10.2307/3440905.CrossRef
50.
go back to reference Boyle GE, McCarthy TG: A Simple Measure of β-Convergence. Oxford Bulletin of Economics and Statistics. 1997, 59 (2): 257-264. 10.1111/1468-0084.00063.CrossRef Boyle GE, McCarthy TG: A Simple Measure of β-Convergence. Oxford Bulletin of Economics and Statistics. 1997, 59 (2): 257-264. 10.1111/1468-0084.00063.CrossRef
51.
go back to reference Siegel S: Nonparametric Statistics for the Behavioral Sciences. 1956, McGraw Hill, New York Siegel S: Nonparametric Statistics for the Behavioral Sciences. 1956, McGraw Hill, New York
52.
53.
go back to reference Pocock SJ, Cook DG, Beresford SA: Regression of Area Mortality Rates on Explanatory Variables: What Weighting is Appropriate?. Journal of the Royal Statistical Society. Series C (Applied Statistics). 1981, 30 (3): 286-295. Pocock SJ, Cook DG, Beresford SA: Regression of Area Mortality Rates on Explanatory Variables: What Weighting is Appropriate?. Journal of the Royal Statistical Society. Series C (Applied Statistics). 1981, 30 (3): 286-295.
Metadata
Title
Health status convergence at the local level: empirical evidence from Austria
Authors
Martin Gächter
Engelbert Theurl
Publication date
01-12-2011
Publisher
BioMed Central
Published in
International Journal for Equity in Health / Issue 1/2011
Electronic ISSN: 1475-9276
DOI
https://doi.org/10.1186/1475-9276-10-34

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