conceptualizing and creating a homeless families typology

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Conceptualizing and Creating a Homeless Families Typology Debra J. Rog, Ph.D. Westat Presentation at the National Conference on Ending Family Homelessness, National Alliance to End Homelessness February 8, 2007

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Conceptualizing and Creating a Homeless Families Typology. Debra J. Rog, Ph.D. Westat Presentation at the National Conference on Ending Family Homelessness, National Alliance to End Homelessness February 8, 2007. Presentation Overview. What is a typology and why do we need one? - PowerPoint PPT Presentation

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Page 1: Conceptualizing and Creating a Homeless Families Typology

Conceptualizing and Creating a Homeless Families Typology

Debra J. Rog, Ph.D.

Westat

Presentation at the National Conference on Ending Family Homelessness, National Alliance to End Homelessness

February 8, 2007

Page 2: Conceptualizing and Creating a Homeless Families Typology

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Presentation Overview

What is a typology and why do we need one?

Description of federally funded project to conceptualize typologies of homeless families▬ Prevention typology▬ Resource allocation

Description of two efforts to inform typology development ▬ Reanalysis of fragile families dataset▬ Study in process of shelter exits in Massachusetts

Final thoughts

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Definition of a Typology

What is a typology?▬ A classification system that differentiates a population into

distinct subgroups or subtypes.

It can be used to:▬ Describe a population;▬ Match groups to services; and▬ Predict service use and response.

Why create a homeless families typology?▬ To effectively target existing services; and▬ To identify new efforts to both prevent homelessness and its

reoccurrence and intervene with currently homeless families.

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A “Desirable” Typology

Classifies population into subgroups that are homogeneous and non-overlapping

Incorporates both environmental and individual factors

Covers total population

Is simple to use

Has practical utility for service providers and policy makers

Page 5: Conceptualizing and Creating a Homeless Families Typology

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ASPE – Funded Typology Project:Key Activities

1. Literature review

2. Review of existing data and ongoing panel studies

▬ Identified 15 potential datasets for secondary analysis

▬ Re-analyzed data from Fragile Families Project on subgroups of poor families (homeless, doubled-up, at-risk)

3. Commissioned expert papers

4. Expert Panel meeting

5. Options for potential research activities

6. Final report and debriefing

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Key Findings from Project

Need for two homeless families typologies

▬ Prevention

▬ Resource allocation

Staged approach to developing typologies needed▬ Initial development guided by existing data▬ Elaboration through short-term research options ▬ Strongest, most lasting development, through

ongoing national surveys and longitudinal studies

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Prevention Typology:Purpose

To rank families according to levels of risk of homelessness and probability of a quick exit

To distinguish families in desperate need from those with more moderate needs

Page 8: Conceptualizing and Creating a Homeless Families Typology

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Prevention Typology:Framework

Initial 4 Cell Model

Begin developing based on existing literature and enhance with data from one or more study options

Environment

Family Needs

Facilitators Barriers

Major

Minor

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Prevention Typology: What We Know To Begin

Key risk factors for homelessness include:▬ Resources (economic and social)▬ Life stage (age; having young children)▬ Ethnicity▬ Mental health and substance use

Best to target population ‘at risk’ as families request shelter

Broader targeting, even among poor families, is likely to be inefficient and inaccurate

Page 10: Conceptualizing and Creating a Homeless Families Typology

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Fragile Families and Child Well-Being Study

▬ Five year longitudinal study of new parents and children sampled from hospitals National sample of marital and non-marital births

(4,898 families at baseline)

Two waves of data currently available (1 and 3 year follow-ups)

Third wave (year 5) due in 2007

▬ Offered multi-site sample at high risk of homelessness and residential instability Opportunity to:

• examine incidence of homelessness • compare homeless to other poor families in range of residential

arrangements

Analysis to Inform Prevention Typology:Reanalysis of Fragile Families Dataset

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Reanalysis of Fragile Families Data Set:Sample Selection

Re-analysis restricted to sample of very poor families▬ Total sample of 838 families meeting following criteria:

Mother 18 years of age or older Household income ≤50% below poverty level at year 1

Page 12: Conceptualizing and Creating a Homeless Families Typology

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Reanalysis of Fragile Families Data Set:Descriptive Analysis

Yr1 Yr 3 Combined

Residentially Stable

35% 42% 22%(both times)

“At Risk” 39% 37% 41%(either time)

Doubled-up 21% 16% 28%(either time)

Ever Homeless 6% 5% 8%(either time)

Risk of being homeless is low even among extremely poor women

Constructed 4 residential groups:

Page 13: Conceptualizing and Creating a Homeless Families Typology

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Reanalysis of Fragile Families Data Set:Inferential Analyses

Analytic Approach▬ Logistic regressions performed to determine risk and protective

factors of experiencing homelessness and remaining stable

▬ 3 models conducted to predict: Year 1 status Year 3 status Combined status

Caveats▬ Resulting models have relatively “poor fit”▬ Samples are small▬ Homelessness is quite varied▬ Models lack contextual variables

Page 14: Conceptualizing and Creating a Homeless Families Typology

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Reanalysis of Fragile Families DatasetPredictors of Homelessness

YR 1

Model

YR 3

Model

YR1 or YR3

Model

Demographics

Pregnant – YR1 *

Family Background

Change Partner (YR 1-3) ***

Live with Mother (YR1) *

# of Adults in Household (YR3) *

Social Support

$1,000 loan (YR3) *

Social Capital

Mom working (B) *

Change Work (YR 1-3) **

Income (YR1) * *** **

Health, SA, MH

Ever use SA *

SA ever interfere *

Ever DV ** *

MH Prob ** ***

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Reanalysis of Fragile Families Data Set:Predictors of Homelessness

(continued)

= Increases probability of being homeless

= decreases probability o f being homeless

* = p<.05, ** = p<.01, *** = p<.001

YR 1

Model

YR 3

Model

YR1 or YR3

Model

Neighborhood Housing

Neighborhood safety

(1-4, unsafe)

*

Housing Assistance *** * ***

TANF *** ***

Page 16: Conceptualizing and Creating a Homeless Families Typology

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Reanalysis of Fragile Families Data Set:Predictors of Residential Stability

YR 1

Model

YR 3

Model

YR1 or YR3

Model

Family Background

Partner **

Change Partner * *

Change live with Mom **

# adults in household * *

# children (B) ***

Social support

$1000 Loan (YR 1)

Social Capital

Change Mom work (1-3) ***

Change Partner work (B-1) *** ***

Health, SA, MH

Health stability

(1=excellent 5=poor)

***

Ever use SA ** *** **

Ever DV *** *

MH Problem *** *** ***

Page 17: Conceptualizing and Creating a Homeless Families Typology

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Reanalysis of Fragile Families Data Set:Predictors of Residential Stability

(continued)

YR 1

Model

YR 3

Model

YR1 or YR3

Model

Neighborhood Housing

Public Housing *** ***

Food stamps **

Page 18: Conceptualizing and Creating a Homeless Families Typology

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Reanalysis of Fragile Families Data Set:Tentative Findings

Families experiencing homelessness▬ Have lower household incomes▬ Are less likely to receive housing assistance but more likely to

receive TANF▬ Are more likely to have experienced domestic violence and

mental health problems

Families remaining residentially stable▬ Are more likely to live with a partner and have a greater # of

adults living in the household▬ Are more likely to have a partner working ▬ Are less likely to have SA, DV, and MH issues▬ Are more likely to have lived in public housing

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Resource Allocation TypologyPurpose

To classify families by the factors that:

▬ Block their ability to exit homelessness (e.g., poor credit; past justice involvement)

▬ Challenge their ability to achieve stability and self-sufficiency

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Resource Allocation Typology:Framework

Create based on 3 types of variables:

▬ Exogenous (housing environment, housing, and health and human service access)

▬ Endogenous (family and individual characteristics, including family support needs, broad health needs, social needs, children’s needs)

▬ Situational (fit between the families needs and accessible resources)

Use staged approach to building framework

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Resource Allocation Typology: What We Know To Begin

Housing subsidies are a key predictor, but there are not enough available to meet needs

In addition:▬ Not all families may need full subsidy; others may need more

than a subsidy

▬ Even with subsidies, some families return to homelessness

Therefore, families range considerably in what they need to exit homelessness and remain stable

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Study to Inform Resource Allocation Typology:Massachusetts Exit Study

Purposes ▬ To address knowledge gaps re: the shelter exit process▬ To provide prospective epidemiological study of the exit process

Study Design▬ Longitudinal study (12 months) of shelter work in Worcester ▬ Three components

1. Analysis of administrative data 2. Interviews with 3 samples of families, including those who:

• Exit shelter within 6 months• Stay in shelter longer than 6 months• are eligible for shelter services but are diverted

3. Interviews with system-level informants

▬ 18 month study ending in 12-07

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Massachusetts Exit Study:Component 2 – Exit Process

Purpose▬ To understand the factors that facilitate and block exit▬ To understand the residential arrangements after shelter

Design/Sample Selection▬ Early “exit” families (estimate 100 families) – interview upon exit

all families exit in 2006

▬ “Stuck” families (estimate 85 families) Interview at 6 months and at exit ;if not exit, 3 month follow-up

▬ Diverted families (estimated 50 families) Interview at point diverted & 3 month following

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Massachusetts Exit Study:Component 2 – Exit Process

Data Collection▬ Demographics and background▬ Family composition▬ Prior homelessness/housing▬ Employment, dept, income▬ Legal issues▬ Services received and shelter experience▬ Trauma▬ Physical and mental health▬ Substance use▬ Exit process, problem▬ Children’s question▬ Resource knowledge and use

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Massachusetts Exit Study:Likely Implications for Informing

Resource Allocation Typology

Prospective information on the exit process

Key predictors of exit with attention to the role of:▬ Services and resources▬ Recurring trauma exposure and conflict▬ Credit, legal, criminal justice, and other issues▬ Mental health, substance abuse, disabilities

Provide a beginning foundation on the:▬ Nature of the population▬ Dynamics of the shelter system▬ Services available, known, and used

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Conclusion

Need for two typologies of homeless families▬ Voiced by the expert panel

▬ Illustrated in work on the ground to pilot various triage efforts

▬ Apparent in the range of risk evident in the Fragile Families re-analysis

Staged approach to building typologies ▬ Provide data to guide current efforts

▬ Build long-term capacity to refine and direct future prevention and resource allocation efforts