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Erschienen in: Social Indicators Research 2/2016

09.10.2015

Refining Population Health Comparisons: A Multidimensional First Order Dominance Approach

verfasst von: M. Azhar Hussain, Mette Møller Jørgensen, Lars Peter Østerdal

Erschienen in: Social Indicators Research | Ausgabe 2/2016

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Abstract

How to determine if a population group has better overall (multidimensional) health status than another is a central question in the health and social sciences. We apply a multidimensional first order dominance concept that does not rely on assumptions about the relative importance of each dimension. In particular, we show how one can explore the “depth” of dominance relations by gradually refining the health dimensions to see which dominance relations persist. We analyze a Danish health survey with many health indicators. These are initially collapsed into a single composite health dimension and then refined to four, seven, and ten health dimensions, each representing an (increasingly refined) area of health. Overall we find that younger age groups dominate older age groups in up to four dimensions, but no dominance relations are present with a more refined view of health. Comparing education groups, we often see dominance relations in four and seven dimensions, but the depth of the dominance vary considerably. We also compare groups based on gender, marital status, region, and ethnicity, where we generally find less dominance relations. Our empirical illustration shows that it is possible to operationalize and meaningfully apply the multidimensional first order dominance concept with gradual refinements of health status in up to ten health dimensions.

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Fußnoten
1
That is, we do not make other assumptions on an underlying population health evaluation function than the (trivial structural) assumption that better individual health yields better population health.
 
2
More indicators have been created from these data (see Koch et al. 2012). For example a number of indicators have been constructed referring to occupational health, which is obviously not relevant for all. We focus in our empirical section on a selection of indicators that is suitable for general population health comparisons.
 
3
According to the author, the stability test was conducted by changing weights for one sub-discipline at a time, so a complete robustness check with simultaneous change of weights was not conducted.
 
4
The concept of multidimensional first order dominance (FOD) applied in this paper is also known simply as dominance, or the usual (stochastic) order (e.g. Lehmann 1955; Levhari et al. 1975). See Østerdal (2010) for a synthesis of equivalent definitions. Note that FOD is more demanding, and less easy to check, than the multidimensional dominance concepts applied by Atkinson and Bourguignon (1982) and subsequent work referenced in the Introduction. For a general treatment of stochastic dominance concepts, we refer to Shaked and Shanthikumar (2007).
 
5
This characterization of FOD does not rely on our assumption of binary indicators.
 
6
A numerical illustration of the method in the two dimensional case is also found in Arndt et al. (2012, Table 1), and see Permanyer and Hussain (2014, Fig. 1) for the three dimensional case.
 
7
The sample remains representative in important demographic dimensions. The representativeness was tested by dividing individuals in the full and reduced samples by five regions, male/female and three ethnicities, e.g. 30 different groups. Applying a Chi-square test, we cannot reject equal distributions across the thirty categories in the full and reduced samples (P = 0.72).
 
8
The left-out items include individual behavior and use of health services, social relations, and working environment—the last item is only relevant for employed individuals.
 
9
The correlation between the actual and bootstrap data FOD is 0.89.
 
10
The dominance relations in the 1-dimensional case are easily extractable from Table 2 since it is merely a matter of ranking a uni-variate series of prevalence.
 
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Metadaten
Titel
Refining Population Health Comparisons: A Multidimensional First Order Dominance Approach
verfasst von
M. Azhar Hussain
Mette Møller Jørgensen
Lars Peter Østerdal
Publikationsdatum
09.10.2015
Verlag
Springer Netherlands
Erschienen in
Social Indicators Research / Ausgabe 2/2016
Print ISSN: 0303-8300
Elektronische ISSN: 1573-0921
DOI
https://doi.org/10.1007/s11205-015-1115-2

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