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Curated source map · September 2026

The homelessness evidence landscape

A source map for answering different questions without collapsing a one-night count, a year of service records, a representative survey, an advocacy claim, a provider report, and an investigation into the same kind of evidence.

What this literature can—and cannot—show

The strongest reading of the field begins with a measurement decision. The Point-in-Time count estimates a stock on one night. HMIS and California's Homeless Data Integration System describe people who touched participating systems across a longer period. School data cover many children and families living doubled up or in motels. Census housing tables describe the housed population and the pressure surrounding the homelessness system. None is a complete census of everyone who lacks stable housing.

These sources nevertheless converge on a central structural finding: homelessness is geographically concentrated where low-income households face high housing costs, low vacancy, and an inadequate supply of deeply affordable homes. Representative California survey research adds the individual pathways, health conditions, histories, and local ties that administrative series cannot supply. The two levels are complements. Structural scarcity explains why similar personal crises produce different geographic risk; individual evidence explains how that risk is experienced and which supports are needed.

Program and fiscal evidence require a separate chain. An appropriation is not an expenditure. An expenditure is not a completed unit. A completed unit is not necessarily occupied. A placement is not twelve-month retention. A falling street count may reflect housing, shelter, enforcement, movement, method, weather, or several at once. Bay Evidence therefore treats durable exits, fewer entries, shorter episodes, fewer returns, safety, and cost per retained result as the relevant accountability outcomes.

The landscape also contains organized disagreement. Housing First advocates, civil-rights litigators, treatment-centered policy groups, provider networks, and public officials do not occupy the same evidentiary position. Their materials are included because they shape law, funding, practice, and public argument. They are labeled by source class so a policy position is not presented as peer-reviewed research and a press release is not presented as an independent evaluation.

Measurement architecture

Four systems, four populations

SystemWhat is countedBest useCentral limit
HUD PIT / HICPeople observed or sheltered on one January night; beds and units available that nightComparable point-in-time stock and capacityMisses hidden homelessness and is sensitive to field method, weather, participation, and coverage
HMIS / California HDISPeople recorded using participating homelessness-response programs over a periodAnnual service flow, exits, returns, duration, and client characteristicsDoes not include every person experiencing homelessness and depends on provider participation and record quality
McKinney–Vento education dataStudents lacking a fixed, regular, and adequate nighttime residence, including many doubled-up householdsFamily and student housing instability that PIT frequently missesA broader statutory universe than HUD homelessness; not directly comparable to PIT totals
Census / ACS housing indicatorsHoused people and households, income, rent burden, tenure, vacancies, poverty, and demographic contextHousing-market pressure and risk contextDoes not adequately enumerate unsheltered people and cannot be presented as a street count
Editorial application

How Bay Evidence uses the stack

Counts

Use HUD PIT/HIC for the official one-night estimate; use HMIS/HDIS for service-system flow. Publish the universe and period beside every number.

Causes

Use research designs capable of testing causal or longitudinal claims. A count, provider dashboard, or press release does not establish why a number changed.

Program results

Separate award, obligation, expenditure, opening, occupancy, placement, retention, return, safety, and cost per durable result.

Law

Use the court opinion, statute, regulation, docket, or official guidance as primary authority. Label advocacy organizations' legal interpretation.

Journalism

Use beat reporting to find documents, affected people, disputes, and implementation failures. Preserve the underlying record whenever possible.

Linked source directory

Institutions, data systems, and reporting desks

Each entry states the source's proper role and its main evidentiary limit. Links go to the canonical landing page and selected high-value sections reviewed for this update.

1. Federal data, policy, and programs

6 resources

HUD USER — Annual Homelessness Assessment Report

Official administrative estimate
United States · state · CoC

Use: Official PIT and Housing Inventory Count series, with national, state, and Continuum of Care estimates and subgroup tables.

Caution: A one-night estimate; unsheltered enumeration is method-sensitive and is not an annual service-use total.

Use: Grant notices, program rules, waivers, press releases, and policy changes affecting CoC and ESG systems.

Caution: Agency announcements are authoritative for policy action, not independent proof of program outcomes.

HHS Homelessness Resources

Federal program directory
United States

Use: Entry point to SAMHSA, HRSA, youth, family, Medicaid, health-center, SOAR, and behavioral-health resources.

Caution: A directory across agencies; evaluate the underlying program or study rather than citing the directory as outcome evidence.

Congressional Research Service

Nonpartisan legislative analysis
United States

Use: Cited primers on federal statutes, appropriations, housing programs, and congressional policy choices.

Caution: Use publication and update dates; CRS explains the federal landscape but does not replace current statutory or regulatory text.

2. California data, policy, and programs

8 resources

Homeless Data Integration System

State administrative service-use data
California · CoC

Use: Annualized HMIS records from California CoCs: people served, demographics, first-time homelessness, and exits.

Caution: Counts people who interact with participating systems. Coverage, deduplication, HMIS participation, and missingness differ from PIT.

California System Performance Measures

State performance data
California · CoC

Use: State-defined measures for exits, returns, length of time homeless, and related system performance.

Caution: Performance measures can change with coverage, record quality, and client mix; they do not by themselves establish causal program impact.

HHAP Outcomes Dashboard

State grant reporting dashboard
California · grantee

Use: Reported Homeless Housing, Assistance and Prevention allocations, activities, and outcomes.

Caution: Award, obligation, expenditure, service, placement, and retained housing are separate fiscal and outcome stages.

Use: Official announcements about state actions, preliminary counts, awards, reorganizations, and policy priorities.

Caution: Administration framing is a claim source. Verify count universes, implementation dates, and outcomes with program records.

3. Research institutes and academic centers

16 resources

Terner Center for Housing Innovation

Academic housing policy center
California · national

Use: Research on housing supply, land use, construction cost, vouchers, supportive housing, conversions, and subsidy design.

Caution: Policy briefs vary in design and evidence strength; cite the specific study, methods, geography, and period.

California Housing Partnership

Legislatively created nonprofit research and technical-assistance organization
California

Use: Affordable-housing needs dashboards, county reports, preservation risk, subsidy gaps, maps, and finance analysis.

Caution: Institutional policy analysis, not a state agency. Review assumptions behind shortfall and financing estimates.

UCLA Luskin School of Public Affairs

Academic research and policy
Los Angeles · California

Use: Research, events, and policy analysis spanning housing, health, governance, and homelessness.

Caution: The topic page aggregates multiple authors and methods; cite the underlying study rather than the institutional landing page.

USC Homelessness Policy Research Institute

Academic research network
Los Angeles · California

Use: Research catalog, practitioner–researcher coordination, policy briefs, and Los Angeles system studies.

Caution: Products range from convening materials to original research; label the design and funder of each item.

USC Center for Homelessness, Housing and Health Equity

Academic research center
Los Angeles · national

Use: Housing, health, behavioral health, service delivery, and equity research.

Caution: Distinguish peer-reviewed findings from center news, project descriptions, and training materials.

Stanford Institute for Economic Policy Research

Academic economic policy research
California · national

Use: Economic and policy syntheses on California homelessness, housing markets, and policy responses.

Caution: Policy briefs synthesize selected evidence; use their cited studies for precise causal or quantitative claims.

UC Davis Center for Poverty and Inequality Research

Academic research center
California · national

Use: Poverty, labor-market, safety-net, and inequality research relevant to housing insecurity and prevention.

Caution: Homelessness is one part of a broader portfolio; select only directly relevant studies.

RAND Center on Housing and Homelessness

Nonprofit research institute
United States · local systems

Use: Program evaluation, system research, housing policy, unsheltered counts, and implementation studies.

Caution: RAND reports differ in sponsor, geography, and design. Cite the specific report and funding disclosure.

Urban Institute

Nonprofit policy research institute
United States · state · local

Use: Evaluations, data tools, housing program trends, supportive-housing research, and state/local policy analysis.

Caution: Tools and reports use different source data and assumptions; avoid treating modeled estimates as administrative counts.

AIR National Center on Family Homelessness

Research center and archive
United States

Use: Foundational research and practice resources on families, children, trauma, and service systems.

Caution: Some flagship materials are older; publication date and current applicability must be explicit.

Institute for Children, Poverty, and Homelessness

Nonprofit research and policy institute
New York · national relevance

Use: Family and student homelessness data, GIS, shelter-system analysis, methodology, and policy research.

Caution: Many analyses are New York-specific and school definitions are broader than HUD PIT definitions.

Brookings Institution

Policy research institution
United States

Use: Housing-market, place, poverty, zoning, safety-net, and federal policy analysis relevant to homelessness.

Caution: Use specific author, methods, date, and disclosed perspective; the topic page is not a dataset.

Abt Global

Research and implementation contractor
United States

Use: Federal research, technical assistance, and contracted production of homelessness and housing evidence, including AHAR-related work.

Caution: A contractor's work may be official when published by an agency, but the agency release and methods remain the controlling record.

4. Nonprofits, advocacy, and service systems

26 resources

National Coalition for the Homeless

Lived-experience and civil-rights advocacy
United States

Use: Lived-experience leadership, civil-rights advocacy, grassroots networks, and public education.

Caution: Use as advocacy and lived-experience evidence, not as a substitute for official administrative totals.

National Homelessness Law Center

Legal advocacy and analysis
United States

Use: Litigation, legal briefs, criminalization research, education rights, model policies, and case tracking.

Caution: Legal analysis reflects an advocacy position; cite court opinions, statutes, and dockets as primary legal authority.

National Health Care for the Homeless Council

Clinical membership, research, and advocacy
United States

Use: Clinical guidance, medical respite, health-center practice, research, and health policy.

Caution: Clinical guidance and policy advocacy answer different questions; note evidence grade and target population.

National Network for Youth

Youth policy advocacy and network
United States

Use: Runaway and homeless youth policy, youth participation, training, research summaries, and federal advocacy.

Caution: Youth definitions and age ranges differ across HUD, education, child-welfare, and provider systems.

SchoolHouse Connection

Education policy advocacy and technical assistance
United States

Use: McKinney–Vento implementation, student homelessness data, higher-education access, FAFSA, and practitioner tools.

Caution: School homelessness includes some doubled-up and motel situations outside HUD's PIT universe.

National Coalition for Homeless Veterans

Veteran policy and provider network
United States

Use: Veteran homelessness policy, provider capacity, technical assistance, and interpretation of federal veteran data.

Caution: Use HUD and VA releases for official counts and label coalition recommendations as advocacy.

True Colors United

LGBTQ+ youth advocacy and technical assistance
United States

Use: LGBTQ+ youth homelessness research translation, toolkits, training, and systems-change advocacy.

Caution: Prevalence estimates depend on youth definition, sampling frame, and whether the measure covers instability beyond HUD homelessness.

Pathways Housing First

Model developer and training organization
United States · international

Use: Origin, fidelity, implementation, and training materials for the Pathways Housing First clinical model.

Caution: A model-origin source is useful for defining the intervention; independent evaluations are stronger for comparative effectiveness.

Funders Together for Housing Justice

Philanthropy network and advocacy
United States

Use: Funding strategy, policy frameworks, equity guidance, and philanthropic coordination.

Caution: Funding guidance is not a neutral effectiveness review; disclose philanthropic and policy perspective.

Cicero Institute

Ideological policy advocacy
United States · state

Use: Arguments for treatment, camping restrictions, performance contracts, and alternatives to Housing First dominance.

Caution: Use as a clearly labeled policy position. Verify factual claims against primary data and independent research.

Housing California

Statewide housing and homelessness coalition
California

Use: State legislation, coalition policy, Roadmap Home, conference materials, and resident organizing.

Caution: Coalition priorities and legislative positions are advocacy; cite official bill text and fiscal analyses for legal effects.

Non-Profit Housing Association of Northern California

Regional affordable-housing coalition
Northern California · Bay Area

Use: Regional housing policy, research, developer network, legislation, and production-gap analysis.

Caution: Member and sector perspective should be explicit; verify production and finance claims with primary records.

California Coalition for Youth

Statewide youth advocacy and provider network
California

Use: Youth homelessness policy, crisis-line resources, legislative advocacy, and provider coordination.

Caution: Service and advocacy materials are valuable but do not replace independently evaluated outcomes.

Catholic Charities of California

Statewide provider network
California

Use: Network-level information on prevention, rental assistance, shelter, immigration, and diocesan services.

Caution: Programs are locally operated and not uniform; verify services and results with the relevant member agency.

All Home

Regional systems and policy organization
Bay Area

Use: Regional housing-security strategy, policy, data framing, and cross-sector coordination.

Caution: Regional strategy and self-reported initiatives require project-level verification for outcome claims.

Destination: Home

Regional public-private systems organization
Santa Clara County

Use: System strategy, philanthropic investment, policy, and homelessness-prevention and housing initiatives.

Caution: Separate grantmaking, program operation, claimed placements, and independently measured county outcomes.

PATH

Multi-county service provider
California

Use: Outreach, shelter, interim housing, supportive housing, and service-program information.

Caution: Provider reports describe operations and self-reported results; independent evaluation needs a comparison design and retention data.

Abode Services

Regional service and housing provider
Bay Area

Use: Housing, shelter, outreach, and support-program descriptions across multiple counties.

Caution: Verify program geography, contract terms, enrollment universe, exits, and housing retention.

HomeFirst

Regional service provider
Santa Clara County

Use: Shelter, outreach, interim housing, and housing-program information.

Caution: Operational claims should be reconciled with county contracts, HMIS definitions, and retention measures.

The People Concern

Regional service provider
Los Angeles County

Use: Housing, health, outreach, shelter, domestic violence, and supportive-service information.

Caution: Use for program description and provider perspective; use independent records for comparative effectiveness.

Illumination Foundation

Regional health and housing provider
Southern California

Use: Medical respite, health services, housing, and family-program information.

Caution: Clinical and housing outputs need clear denominators, follow-up periods, and independent validation.

Episcopal Community Services of San Francisco

Local service and housing provider
San Francisco

Use: Shelter, navigation, supportive housing, workforce, and behavioral-health program information.

Caution: Provider program pages establish service design, not countywide causal impact.

Union Station Homeless Services

Regional service provider
Los Angeles County

Use: Outreach, shelter, housing, and service-system program information.

Caution: Distinguish provider outputs from system-wide outcomes and verify retention windows.

Cause IQ

Nonprofit directory and financial aggregator
United States · state

Use: Discovery of organizations, filings, and sector lists for follow-up research.

Caution: A lead-generation directory, not a quality rating or evidence source. Verify against IRS filings and organization records.

Philanthropy.org

Philanthropy directory
United States

Use: Discovery of funders, grantees, and nonprofit information.

Caution: Directory inclusion and rankings are not program evaluation; verify financial claims with original filings.

5. Newsrooms and accountability reporting

16 resources

CalMatters

Nonprofit accountability newsroom
California

Use: Sustained state-policy reporting, legislative tracking, data explanation, investigations, and public-record reporting.

Caution: Journalism is secondary evidence; follow links to statutes, audits, budgets, and datasets for core factual claims.

KQED

Public-media newsroom
Bay Area · California

Use: Bay Area counts, housing policy, courts, public systems, and reported lived experience.

Caution: Use linked official releases and source documents for series values and legal holdings.

Los Angeles Times

Regional accountability newsroom
Los Angeles · California

Use: Long-form investigations, local system accountability, count reporting, budgets, and historical analysis.

Caution: Paywall and corrections status should be recorded; underlying documents remain preferable for reproducible claims.

San Francisco Chronicle

Regional accountability newsroom
Bay Area

Use: San Francisco and regional housing, homelessness, encampment, budget, and governance reporting.

Caution: Distinguish reported preliminary figures from final agency releases and corrected datasets.

Mercury News / Bay Area News Group

Regional accountability newsroom
Bay Area

Use: County counts, housing development, regional policy, litigation, and local accountability reporting.

Caution: Verify syndicated copies, dates, updates, and source-document links.

Sacramento Bee

State-capital newsroom
California

Use: State budget, legislation, executive action, Sacramento systems, and investigative reporting.

Caution: Use legislative text, fiscal analyses, and agency records for final policy details.

CapRadio

Public-media newsroom
Sacramento · California

Use: State policy and Sacramento-region housing and homelessness reporting.

Caution: Confirm whether pages are current, archived, corrected, or produced with a partner newsroom.

LAist

Public-media newsroom
Los Angeles

Use: Local government, homelessness counts, encampments, shelters, housing, and service-system reporting.

Caution: For count and budget claims, retain the underlying LAHSA or government document.

Associated Press

National news cooperative
United States · international

Use: National count coverage, multi-state reporting, breaking policy news, and investigations.

Caution: Wire versions can be republished or shortened; cite the canonical AP version and update timestamp.

The New York Times

National newsroom
United States

Use: National investigations, policy analysis, local case studies, and narrative reporting.

Caution: Use as reporting and synthesis; validate core quantitative claims with linked primary sources.

The Washington Post

National newsroom
United States

Use: Federal policy, national investigations, courts, housing, and local-system reporting.

Caution: Topic coverage is intermittent; record access, publication, update, and correction dates.

The Atlantic

National magazine
United States

Use: Long-form argument, policy synthesis, and national context.

Caution: Analysis and reported essays are not administrative data; inspect cited studies and distinguish argument from finding.

ProPublica

Nonprofit investigative newsroom
United States

Use: Public-record investigations into housing, displacement, health systems, policing, and government accountability.

Caution: Use supporting documents and methodology when available; a single investigation may not generalize beyond its cases.

Stateline

Nonprofit state-policy newsroom
United States · state

Use: Cross-state policy comparison, legislation, budgets, and implementation reporting.

Caution: State rules and definitions differ; follow state-specific links before comparing outcomes.

Governing

State and local government newsroom
United States

Use: State and local policy, management, finance, housing, and public-administration reporting.

Caution: Trade and analysis coverage should be separated from peer-reviewed evaluation and official records.

Route Fifty

State and local government newsroom
United States

Use: Local-government operations, federal grants, state policy, infrastructure, and public management reporting.

Caution: Use as a lead and contextual source; confirm program claims in agency documents.

6. Legal, health, youth, and veteran resources

10 resources

ACLU of Northern California

Civil-rights legal advocacy
Northern California

Use: Litigation and advocacy concerning sweeps, property seizure, disability, due process, and policing.

Caution: For legal holdings, cite the docket and opinion. Complaints state allegations, not adjudicated facts.

ACLU of Southern California

Civil-rights legal advocacy
Southern California

Use: Litigation and advocacy on encampments, property destruction, policing, disability, and civil rights.

Caution: Separate allegations, preliminary orders, settlements, and final judgments.

Homeless Action

Advocacy directory
United States

Use: Jumping-off index for advocacy organizations and local networks.

Caution: Uneven and not quality-rated. Verify organizations, links, status, and claims independently.

SAMHSA Homeless and Housing Resource Center

Federally supported training and technical assistance
United States

Use: Training on homelessness, housing, behavioral health, recovery, equity, and cross-system practice.

Caution: Training materials summarize evidence; use cited research and current federal guidance for formal claims.

California CalAIM Community Supports

State Medicaid policy and implementation
California

Use: Medi-Cal policy for housing-related community supports, recuperative care, transitions, and local plan implementation.

Caution: An authorized benefit is not the same as uptake, adequate provider capacity, or stable housing; use plan-level utilization data.

California Department of Education — Homeless Education

State education administration
California · school district

Use: McKinney–Vento implementation, local liaisons, student data, guidance, and educational rights.

Caution: The education definition includes living arrangements not counted in HUD PIT; never merge the series without labels.

National Center for Homeless Education

Federal technical-assistance center
United States

Use: McKinney–Vento law, data, briefs, training, and liaison resources.

Caution: Education-system counts answer a different question from HUD sheltered and unsheltered estimates.

VA Homeless Programs

Federal veteran program administration
United States

Use: Veteran housing, outreach, health, prevention, SSVF, and program-performance information.

Caution: VA program contacts, service-use records, HUD veteran PIT counts, and long-term housing retention are distinct measures.

USAFacts — Homelessness

Secondary data explainer
United States · state

Use: Plain-language presentation of federal data and trends for public orientation.

Caution: A secondary aggregator. Cite HUD or the underlying agency release for authoritative values and revisions.

Use: Controlling 2024 Supreme Court opinion concerning enforcement of generally applicable public-camping laws under the Eighth Amendment.

Caution: The decision does not answer every due-process, disability, property, state-law, or local-policy question raised by encampment enforcement.

7. International definitions and comparison

3 resources

OECD Toolkit to Combat Homelessness

Intergovernmental comparative policy review
OECD countries

Use: Nine-part framework covering measurement, prevention, housing-led responses, services, governance, finance, and evaluation.

Caution: Institutional arrangements and definitions vary across countries; international lessons require U.S. and California translation.

Institute of Global Homelessness

International research and practice network
Global

Use: Global definition framework, data map, count methodologies, city networks, publications, and resource hub.

Caution: Cross-national estimates may not share definitions, enumeration methods, or administrative coverage.

FEANTSA ETHOS Typology

International definitional framework
Europe · comparative use

Use: Framework distinguishing rooflessness, houselessness, insecure housing, and inadequate housing.

Caution: ETHOS is not a U.S. legal definition and should not be substituted for HUD or McKinney–Vento eligibility rules.

Research implications for Bay Evidence

The expanded stack improves question selection more than it increases the number of defensible outcome claims. It is already sufficient for regional PIT comparisons, stock-versus-flow explainers, family and subgroup briefs, an allocation-versus-outcome audit, and analysis of the cost-burden reservoir around the system. It is not sufficient for provider rankings or causal claims about a single grant, sweep, shelter, or housing pipeline.

The next evidentiary gains are project-level expenditure records, occupancy and opening dates, HMIS exit and return cohorts, shelter turnaways, eviction and displacement series, contract performance definitions, and housing-quality evidence after placement. Those records turn a broad literature review into accountable local reporting.

For current reporting, every claim should preserve its source class, universe, geography, period, retrieval date, and limitation. That discipline is the difference between a directory of reputable institutions and an evidence system.