Housing tenure and affordability and mental health following disability acquisition in adulthood
Introduction
Internationally, people with disabilities – nearly 20% of the population – experience significant socio-economic disadvantage (Kavanagh et al., 2014, Kavanagh et al., 2013, World Health Organization and World Bank Group, 2011). Disabled Australians have lower rates of employment, post-secondary education, and incomes and are more likely to experience housing-related disadvantage compared to those without a disability (Beer et al., 2012, Beer and Faulkner, 2008, Beer et al., 2011, Kavanagh et al., 2014, Kavanagh et al., 2013, Parker and Fisher, 2010). They are over-represented in Australia's housing welfare sector (Dalton and Ong, 2007), are more likely to experience homelessness (Beer et al., 2012, Beer and Faulkner, 2008) and unaffordable housing (Kavanagh et al., 2014, Kavanagh et al., 2013) – a situation found in other high-income countries (Kyle and Dunn, 2008, Papworth Trust, 2011, Wang, 2005, White et al., 1994). People with disabilities have poorer physical and mental health and some authors have argued that their disadvantaged circumstances (including inadequate housing) may play a significant role in explaining these health inequalities although the evidence is primarily limited to adolescents and young adults (E. Emerson and Hatton, 2007; E. Emerson et al., 2012, Honey et al., 2011). A study of older adults (65 years and older) found that for those who reported a disability at baseline, social support modified the relationship between disability and depressive symptoms (Yang, 2006). On average, mental health tends to decline after acquisition of disability (Mandemakers and Monden, 2010, Turner and Noh, 1988), however this is not universal (Eric Emerson et al., 2014, Honey et al., 2011); one small Australian study found that social support and financial stability prior to onset of disability protected against deterioration in mental health in young adults (Honey et al., 2011). A study of over 2000 Australian adults found that although being in the highest tertile of wealth before disability acquisition was associated with a small deterioration in mental health the deterioration was larger for those in the lowest and mid tertile of wealth (Kavanagh et al., 2015). Similar findings were found in a a UK study of adultswhere a greater reduction in subjective wellbeing was observed for people with below median wealth at time of disability acquisition (Smith et al., 2005). Elucidation of factors that predict deterioration in mental health with disability acquisition is of policy significance because it will enable better targeting of health and non-health sector interventions. Given housing's known relationship to health and its central role as a primary and regular household expenditure, it is an important potential modifier of the effect of disability acquisition on mental health – the focus of this paper.
Housing is an important social determinant of health (Braubach, 2011, Gibson et al., 2011, Shaw, 2004), characteristics which have been linked to health include dwelling quality, location, tenure and affordability. There is a strong evidence-base linking structural characteristics of housing (e.g. toxins, damp, accessibility) (Evans et al., 2000, Free et al., 2010) to health including for people with disabilities (Imrie, 2006). Australian housing stock is of relatively good quality and because the majority of Australians live around the climatically mild coast, the structural aspects of housing are less important. Tenure type is strongly related to health, with outright owners and mortgagors having better health than people living in private rental or public housing (Ellaway and Macintyre, 1998, Macintyre et al., 2003, Pollack et al., 2004); however, whether this relationship is causal has been debated (E. Baker, Bentley and Mason, 2013). In Australia, an association between housing tenure and mental health was not found in causally-robust fixed-effects longitudinal regression analyses (E. Baker et al., 2013). In the context of rapidly increasing house prices and increasing household debt relative to income (ABS, 2014), Australia currently has one of the most unaffordable housing markets in the world (Demographia, 2014), making housing affordability an increasingly important determinant of health. Two longitudinal studies in the United Kingdom and Australia have demonstrated deleterious associations between living in unaffordable housing and mental health independent of general financial hardship (R. Bentley et al., 2011, Pevalin et al., 2008). However this relationship appears to be modified by tenure type with recent research suggesting that this association is stronger for private renters than home-owners in Australia (Mason et al., 2013; C. Pollack, Griffin and Lynch, 2010).
Acquiring a disability in adulthood may lead to concerns about future earnings due to difficulty maintaining employment or the need to reduce hours or move into lower-skilled jobs. Previous Australian research has shown that working-age adults who acquire a disability are more likely to become unemployed or under-employed (i.e. employed in jobs for which they are over-educated and over-skilled) (M. Jones, Mavromaras, Sloane and Wei, 2014; M. K. Jones and Sloane, 2010). In this situation housing tenure and affordability may be particularly salient as housing represents the largest category of household expenditure and assets for Australians (ABS, 2011, ABS, 2015).
As Bauer (2014) has argued, population health researchers tend to focus on single, or average effects (e.g. disability acquisition and mental health) rather than exploring how multiple positions, processes, and structural factors intersect to produce heterogeneous effects (Bauer, 2014). Given that people who acquire a disability may have reduced economic security it is conceivable that those with less financial and social resources may be particularly vulnerable to experiencing negative health consequences. As discussed earlier there is some evidence that social support, financial security and wealth may modify the association between disability acquisition and health (Honey et al., 2011, Smith et al., 2005). No previous studies have examined the whether housing circumstances prior to disability acquisition modify the association between acquisition and mental health. Housing tenure may provide a potential buffer against the mental health effects of acquiring a disability as housing assets may reduce concerns about threats to future income and tenure security. Similarly affordable housing may be important as even short-term reductions in income will make it difficult to meet housing costs with potential flow-through effects to mental health.
In this paper we investigate whether housing tenure and affordability are effect modifiers of the relationship between disability acquisition and mental health. We use data from a sample of 1913 people participating in the Household, Income and Labour Dynamics in Australia survey (HILDA) – a national population-based survey of Australian adults – who acquired a disability in adulthood. We conducted fixed-effects longitudinal regression analyses to account for time-invariant confounding and present estimates of effect measure modification (EMM) on the additive scale.
Section snippets
Conceptual model
Fig. 1 represents the Directed Acyclic Graph informing this analysis. DAGs visually the postulated causal relationships that are believed a priori to exist between the variables of interest to the research question using unidirectional arrows (Greenland et al., 1999, Williamson et al., 2014). Variables that have arrows leading both to the exposure and the outcome of interest represent prior common causes, or confounders. DAGs are invaluable in making the assumptions underlying statistical
Results
There were 2112 persons (15,562 observations) who met our criteria for disability acquisition. There were complete data available for 91% of people, resulting in a final analytic sample of 1913 persons (13,037 observations). The mean number of observations (contributed annual waves of data) per person was 6.8 observations. Further details of sample selection and missing data are in Fig. 2.
Supplementary Table B compares the characteristics of people who had missing data with those without
Discussion
Our results suggest that housing characteristics prior to disability acquisition in adulthood modify the effect of disability acquisition on mental health. While we observed a small reduction in mental health for people who were outright owners or mortgagors, the effect was largest for those living in private rental. Living in unaffordable housing was associated with a four point reduction in the mental health score. Unlike previous analyses in the general population (Mason et al., 2013) where
References (67)
Incorporating intersectionality theory into population health research methodology: challenges and the potential to advance health equity
Soc. Sci. Med.
(2014)- et al.
Does housing tenure predict health in the UK because it exposes people to different levels of housing related hazards in the home or its surroundings?
Health & Place
(1998) - et al.
Becoming disabled: the association between disability onset in younger adults and subsequent changes in productive engagement, social support, financial hardship and subjective wellbeing
Disabil. Health J.
(2014) - et al.
Lower well-being of young Australian adults with self-reported disability reflects their poorer living conditions rather than health issues
Aust. N. Z. J. Public Health,
(2012) - et al.
What features of the home and the area might help to explain observed relationships between housing tenure and health? evidence from the west of Scotland
Health & Place
(2003) - et al.
Does education buffer the impact of disability on psychological distress?
Soc. Sci. Med.
(2010) - et al.
Housing affordability and mental health: does the relationship differ for renters and home purchasers?
Soc. Sci. & Med.
(2013) - et al.
Housing affordability and health among homeowners and renters
Am. J. Prev. Med.
(2010) Household Expenditure Survey, Australia: Summary of Results, 2009-2010 (6530.0): ABS
(2011)Household Income and Income Distribution, Australia, 2011-12 (6523.0): ABS
(2013)
Australian Social Trends (4102.0). March 2014: ABS
Australian National Accounts: Finance and Wealth, Dec 2014 (5232.0): ABS
Fixed Effects Regression Models (Quantitative Applications in the Social Sciences)
The mental health effects of housing tenure: causal or compositional?
Urban Stud.
The health effects of poor quality housing: Australia's hidden fraction
J. Prev. Intervention Community
Addressing Homelessness Amongst Persons with a Disability: Identifying and Enacting Best Practice
The Housing Careers of People with a Disability and Carers of People with a Disability
Housing Transitions Through the Life Course: Aspirations, Needs and Policy
Association between housing affordability and mental health: a longitudinal analysis of a nationally representative household survey in Australia reply
Am. J. Epidemiol.
A longitudinal analysis of changes in job control and mental health
Am. J. Epidemiol.
Key challenges of housing and health from WHO perspective
Int. J. Public Health
Being and becoming: social exclusion and the onset of disability
The validity of the SF-36 in an Australian National Household Survey: demonstrating the applicability of the Household Income and Labour Dynamics in Australia (HILDA) survey to examination of health inequalities
BMC Public Health
Welfare to work in Australia: disability income support, housing affordability and employment incentives
Int. J. Hous. Policy
10th Annual Demographia International Housing Affordability Survey (2013: 3rd Quarter)
Poverty, socio-economic position, social capital and the health of children and adolescents with intellectual disabilities in Britain: a replication
J. Intellect. Disabil. Res.
An epidemiological study of the relative importance of damp housing in relation to adult health
J. Epidemiol. Community Health
More effective home heating reduces school absences for children with asthma
J. Epidemiol. Community Health
Housing and health inequalities:A synthesis of systematic reviews of interventions aimed at different pathways linking housing and health
Health Place
Causal diagrams for epidemiologic research
Epidemiology
Fixed effects analysis of repeated measures data
Int. J. Epidemiol.
Poverty Statistics in the Late 1980s: Research Based on Micro-data
PanelWhiz and the australian longitudinal data infrastructure in economics
Aust. Econ. Rev.
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