Impact of a mathematical model of housing allocation on governmental policies
Submitting Institutions
University of Edinburgh,
Heriot-Watt UniversityUnit of Assessment
Mathematical SciencesSummary Impact Type
PoliticalResearch Subject Area(s)
Medical and Health Sciences: Public Health and Health Services
Studies In Human Society: Policy and Administration, Sociology
Summary of the impact
In 1996 Byatt-Smith, Lacey and Parker (all Maxwell Institute, MI) and
co-workers developed a mathematical model of housing allocation to examine
the impact of housing policies on homelessness in England and Wales. The
model was subsequently adapted to the Scottish context by Lacey and Waugh
(MI). Since 2008, it has been used by the Scottish Government to help
inform its housing policy, enabling it to target development funding for
new build to areas of greatest homelessness need and meet its 2012
homelessness commitment. The model has provided quantitative underpinning
for major policy changes enacted in Scotland during the period from 2008:
the right to buy public-sector housing has been limited, and regions where
private rented sector housing has the potential to provide housing for
homeless households have been identified. This has resulted in a marked
increase of public-sector house builds between 2005/06 (6 starts) and
2009/10 (538 starts). The research informed the allocation of £644M in
2009/10 contributing to a 14% reduction in homelessness in Scotland
between 2008/09 and 2012/13.
Underpinning research
Mathematical model. Following a court ruling (the Awua judgement,
1995), the duty of local authorities in England and Wales towards housing
families deemed to be homeless was reduced. It became imperative to
investigate the impact of these changes on homeless families and others on
local authorities' waiting lists. The problem was brought to the attention
of a European Study Group with Industry in 1996 by Don Simpson, a housing
consultant and trustee of the housing charity Shelter. It was tackled by
Byatt-Smith, Lacey, Parker (all Maxwell Institute) and others [1]. They
developed a mathematical model in which the population of a
local-authority area in private-or public-sector accommodation, whether on
a housing waiting list or not, and the homeless is modelled by a
deterministic system of five ODEs. Analytical and numerical solutions were
obtained after using decoupling to reduce the model to three differential
equations [2]. These solutions predicted that reducing the relative
priority given to re-housing homeless households would have little effect
on other households on the housing list, but would have a major impact on
the number of homeless families in temporary accommodation. Moreover,
because of the multiple time scales exhibited by its dynamics — including
one of around 30 years — the model predicted that changes in policy could
take decades, or several electoral cycles, to have full effect. The model
also highlighted the sensitivity of levels of homelessness to availability
of public-sector housing, showing that any decrease in supply, say through
right-to-buy, can lead to markedly increased housing lists and
homelessness.
Extended models. The original model was extended by Lacey and his
MSc and PhD student Waugh in order to represent the housing allocation and
other relevant administration procedures that operate in Edinburgh and
Glasgow. Edinburgh Council operated a points-based allocation system to
determine the priority of individuals on its waiting list, with the number
of points determined in part by the time spent on the list. It proved
therefore necessary to use a first-order hyperbolic PDE in combination
with the ODE-based population model in order to represent the system
adequately. In the case of Glasgow a purely ODE model, with rate laws
based on `goodness of fit' between applicants and available housing, was
sufficient. These extensions are documented in Waugh's PhD thesis [3]. The
model was further developed by Waugh while he worked for a housing charity
and a housing consultancy, and while on secondment to the Scottish
Government in 2007/08.
Attribution. A. A. Lacey (MI since 1982), D. F. Parker and J. G.
Byatt-Smith were Professors and Senior Lecturer at the Maxwell Institute
during their contributions to the research. A. J. Waugh was an MSc then
PhD student at the Maxwell Institute until his graduation in 2001. He
continued to develop the model in his subsequent employments in a charity,
a consultancy and the Scottish Government.
References to the research
References marked (*) best indicate the quality of the research.
[2]* Byatt-Smith, J.G., Lacey, A.A., Parker, D.F., Simpson, D. Smith W.R.
and Wattis J.A.D., Mathematical Modelling of Homeless Population, Math.
Scientist, 28, 1-12, (2003).
http://www.maths.ed.ac.uk/~mthdat25/housing/Mathematical-modelling-of-homeless-population
Details of the impact
The model initially developed in the Maxwell Institute was used by Waugh
to assess the impact of proposed housing policy on homelessness in
Scotland. Waugh's results based on what became known as the Waugh
model gained influence in the Scottish Government [4-6]: it was
included in a paper to the then Minister for Communities and Support
(Stewart Maxwell) in 2008 and has been used since to provide advice to the
Scottish Government on the interpretation of homelessness statistics and
on the impact of policy changes.
Policy impact. The model has had a clear and ongoing impact on the
Scottish Government's housing policy by providing a quantitative
underpinning to proposed policies. By characterising and quantifying the
interaction between the availability of public-sector housing and
homelessness levels the model has motivated several changes in policy [6].
These include a change in the Scottish Government's Affordable Housing
Investment Programme, massively increasing public-sector house build; the
removal of right to buy for new lets, and the targeted use of
private-sector rented accommodation. The following impacts have been
achieved.
- Through its continuing use of the model the Scottish Government now
assesses — on a systematic, quantitative basis — the implications of key
aspects of the implementation of homelessness policy for each of
Scotland's 32 local authorities.
- The work influenced the distribution of £644M of funding allocated by
the Affordable Housing Investment Programme in 2009/10 [7,8].
- The model informed the analysis by the Scottish Government policy
team, senior officials and Ministers of the relative impact of different
policy levers on homelessness and influenced the Government's response
to dealing with the problems of the size of homeless populations and the
limited ability of local authorities to respond to the need. In
particular it had a significant influence on the design of policies
relating to: (a) the right to buy (RTB); (b) the role of the private
rented sector (PRS); (c) interaction with the Scottish Housing Quality
Standard; (d) the potential role of housing associations in meeting
homelessness need.
For (3a) the model highlighted the long-term impact of RTB on eroding
the supply of social lets. In particular, the model in [2] quantified
the long-term adverse effects on homelessness levels and waiting-list
sizes of reducing public housing stock, suggesting that a reduction in
RTB sales would secure the future supply of social housing and encourage
building by local authorities. Consequently, RTB was removed from all
new tenancies and new-build properties on 11 March 2011, under the
Housing (Scotland) Act 2010 [9] which overturned a major piece of 1980s
legislation. As a result of this change of policy, new build by local
authorities has increased from 6 units in 2006/07 to 583 units in
2010/11 [10].
Regarding (3b), the model was instrumental in identifying areas of
Scotland where a significant private rented sector enabled an effective
use of PRS to house homeless households, and areas where the PRS was too
small to make a difference. Whilst the model predictions dispelled the
view that the PRS would be a `magic bullet' to address homelessness
across Scotland, they demonstrated its potential value in some areas.
Consequently, greater use of the PRS was enabled though The Homeless
Persons (Provision of Non-permanent Accommodation) (Scotland)
Regulations 2010 [11]. As a result of the policies introduced with the
support of the model, the number of cases assessed as homeless or
threatened with homelessness in Scotland has decreased by 10,000 (24%)
between 2008/09 and 2012/13 [12].
- The model has been applied to understand the potential impact of a key
policy initiative — the Scottish Housing Quality Standard — on the 2012
Homelessness commitment. As local authorities work towards meeting the
Scottish Housing Quality Standard by April 2015, properties without any
long-term future are earmarked for demolition and a need arises to
re-house tenants of the demolition stock within the local authority's
core stock. Consequently, fewer lets are available to other households
on the waiting list, including homeless households. Moreover, demolition
stock is most frequently located in higher turnover areas. Demolishing
these properties often results in a disproportionate reduction in
available lets. These impacts on supply can potentially make meeting the
Scottish Government's 2012 homelessness commitment more difficult. The
aim of the 2012 homelessness commitment is to give all unintentionally
homeless households permanent accommodation, typically a let from a
local authority or housing association landlord, and this may lead to
increased pressure for social housing in some areas. The model has been
adapted to investigate the supply of social lets in each local authority
area, taking account of demolition programmes, and highlighted the
reduction in supply of social lets that can occur.
Other developments. Local authorities have a duty to provide
temporary accommodation until permanent accommodation is secured.
Continuing work within the Scottish Government, is using the model to
identify whether there exists a sufficient supply of social housing in
each local-authority area in order for: lets to homeless households to
account for no more than say, a certain proportion of all available lets;
and the number of households in temporary accommodation does not increase
from its current level. Where supply is deemed to be insufficient to meet
these criteria, the minimum amount of new build is calculated to ensure
that both are met. The model has therefore enabled local authorities to
reduce the risk of a financial shortfall through having substantial
numbers of homeless households in more expensive forms of temporary
accommodation. The model is also attracting international attention, with
Waugh presenting his results at a conference on homelessness hosted by the
EU Committee of Regions [13].
Sources to corroborate the impact
[4] The use of the model by the Scottish Government is described in the
report Background to the Homelessness Capacity Model (The Waugh
Model) Communities Analytical Services, February (2009), http://www.scotland.gov.uk/Resource/Doc/1033/0084078.doc
[5] Homelessness and Affordable Housing Need is a 2009
presentation by the Scottish Government's Communities Analytics Services
that makes extensive use of the prediction of the Waugh model,
www.scotland.gov.uk/Resource/Doc/1125/0076878.ppt
[6] The impact of the model on decision making in the Scottish Government
can be confirmed by a senior economist and a former Senior Statistician of
the Communities Analytical Services.
[7] The Scottish Government Affordable Housing Investment Programme is
described at
http://www.scotland.gov.uk/Topics/Built-Environment/Housing/investment1/ahip
[8] The funding allocation in 2007-10 is detailed at http://www.scotland.gov.uk/Topics/Built-
Environment/Housing/investment/ahip/ahip-2009-10
[9] The changes to the RTB enacted in the Housing (Scotland) Act 2010 are
described at
http://www.scotland.gov.uk/Publications/2011/02/02164100/2
[10] Statistics on local authority new build housing are available at
http://www.scotland.gov.uk/Topics/Statistics/Browse/Housing-Regeneration/HSfS/NewBuildLA
[11] The Homeless Persons (Provision of Non-permanent Accommodation)
(Scotland) Regulations 2010 is available at http://www.legislation.gov.uk/ssi/2010/2/contents/made
[12] Statistics on the number of homeless are in Table 8 of
http://www.scotland.gov.uk/Topics/Statistics/Browse/Housing-Regeneration/RefTables/adhoc-
analysis/annualreferencetables201213
[13] Details of the EU conference Homelessness in public and private
spaces: Mind the policy gap! (2010) are at http://www.feantsa.org/spip.php?article164&lang=en