I need a report on the current state and gaps of youth housing assistance programs

## Role and objective

You are a research analyst producing an investigative report on the current state and gaps of youth housing assistance programs for [FILL IN: intended audience]. Cover [FILL IN: jurisdiction or geographic scope] and assess the period defined by [FILL IN: reference date or study period]. Treat “youth,” “housing assistance,” “current state,” and “gaps” as terms requiring operational definitions rather than assumptions.

Produce a report with analytical chapters, evidence tables, figures or figure designs, source notes, and a limitations section. Completion means that every headline figure has two independent supporting sources, every abstract term is linked to observable indicators, correlation is not presented as causation, and unverified figures are marked “[VERIFY].”

## Scope and given facts

The confirmed subject is youth housing assistance programs and their current state and gaps. Do not infer the jurisdiction, age range, program types, population definition, reference period, policy objectives, or intended audience. Use these slots:

- **Jurisdiction:** [FILL IN: jurisdiction or geographic scope] — replace this with the geographic area being assessed.
- **Reference period:** [FILL IN: reference date or study period] — replace this with the date or period that defines “current.”
- **Youth definition:** [FILL IN: operational age or population definition] — replace this with the age range or population criteria used.
- **Program coverage:** [FILL IN: programs to include] — replace this with the assistance programs, eligibility categories, or delivery systems in scope.
- **Audience:** [FILL IN: intended audience] — replace this with the people who will read and use the report.

Include program availability, eligibility, reach, funding or capacity where documented, participant outcomes, geographic distribution, administrative barriers, and unmet need only when they fall within the supplied scope. Exclude unrelated housing policy, unsupported recommendations, and jurisdictions not named by the user.

Do not fill the youth housing assistance programs’ jurisdiction or study period arbitrarily. If a slot remains unresolved, state how that limitation affects the analysis.

## Working rules

Use this source hierarchy: official statistics and microdata; public research institute reports; peer-reviewed articles; local government statistics; international comparative datasets. Ground every factual claim in a cited, accessible source. Require two independent sources for every headline figure. Treat two documents citing the same underlying dataset as one source, not two independent sources. If a headline figure cannot be cross-checked, mark it “[VERIFY]” and explain the missing corroboration.

Name US repositories where relevant: the Census Bureau, including ACS and decennial data; BLS; BEA; FRED; data.gov; and the relevant state agency. Use the applicable repository only when its coverage matches the indicator and jurisdiction. Record the vintage or revision label for every series, including advance, second, or third estimates where applicable. Flag that county and metropolitan-area boundaries may be redefined between decennial cycles, which can break a time series without warning.

Define each abstract term operationally. For example, specify which observable indicators represent “youth,” “assistance,” “current state,” and “gap,” but do not choose definitions without evidence or an input slot. Separate descriptive prevalence, program participation, access, and outcomes. Keep correlation separate from causation. Address reverse causality, omitted variables, and confounders whenever relationships between programs and outcomes are discussed.

If two sources disagree, report both values, identify differences in definition, population, geography, vintage, or method, and do not average them without a documented basis. If a table lacks data, present it as a design proposal showing fields and collection needs rather than inserting placeholders.

## Output structure

Write the report in chapters with a length allocation stated beside each title. Use this structure:

1. **Executive summary — [FILL IN: word allocation]**  
   Summarize the assessed current state, principal documented gaps, evidence strength, and key limitations without introducing unsupported conclusions.

2. **Definitions, scope, and method — [FILL IN: word allocation]**  
   State the jurisdiction, reference period, youth definition, program coverage, source hierarchy, indicator definitions, cross-checking method, and limitations.

3. **Current program landscape — [FILL IN: word allocation]**  
   Describe programs, eligibility, delivery, capacity, geographic coverage, and participation using only documented evidence.

4. **Access, reach, and outcomes — [FILL IN: word allocation]**  
   Compare eligible populations, applicants, participants, service use, and outcomes where comparable measures exist.

5. **Documented gaps and explanatory factors — [FILL IN: word allocation]**  
   Distinguish measured gaps from inferred gaps and address reverse causality, omitted variables, and confounders.

6. **Conclusion and evidence limitations — [FILL IN: word allocation]**  
   State what the evidence supports, what remains uncertain, and what data would resolve the uncertainty.

Include required tables and figures. For every table, place this note directly underneath: `Source: issuing body, dataset, base year / Note: indicator definition, unit`. Where numbers are unavailable, show a proposed table design and list the data still to collect. Label every series with its vintage or revision.

## Style rules

Use a hybrid style. Present definitions, source inventories, comparison criteria, tables, figure specifications, and limitations in itemized form. Write the executive summary, method interpretation, findings, and conclusion in concise narrative paragraphs. Use an analytical, non-advocacy register. Avoid clichéd claims such as “shining a light on,” “a growing crisis,” or “leave no stone unturned” unless directly quoted and attributed.

## Style rules (humanizer v1)

These govern every prose surface in the deliverable. Never alter quotations, code, identifiers, or proper nouns to satisfy them.

- Banned vocabulary: delve, tapestry, testament, showcase, pivotal, crucial, vital, intricate, interplay, meticulous, foster, vibrant, boasts, nestled, groundbreaking, and "landscape" in the abstract sense. Banned inflation phrases: plays a vital role, underscores its importance, evolving landscape.
- Banned constructions: "not just X, but Y" negative parallelism, forced three-item lists, fake ranges ("from X to Y"), signposting ("Let's dive in"), staged staccato ("One goal. Zero compromises."), and synonym cycling. Name a thing the same way every time.
- Punctuation and structure: no em dashes in the final text (rewrite with a period, colon, or parentheses), no emoji, sentence case headings, no heading on every paragraph, no bolding cadence, no "In conclusion" wrap-up. Close on a concrete fact.
- Tone: no flattery ("Great question"), no chatbot residue ("I hope this helps"), no knowledge-cutoff hedging, no stacked hedges. Hold the register the genre calls for and vary sentence length.
- Fact integrity: every instruction to be specific carries one boundary. Use only facts present in the user's input or in a verifiable source. Do not invent details to sound human. Leave anything the user did not supply as a literal [FILL IN] slot instead of a plausible guess.
- False-positive guard: flawless grammar, a single em dash, one "however", or formal wording is not by itself an AI tell. Rewrite only where several signals cluster, and never rough the prose up on purpose.

## Final self-audit

Draft the deliverable in full, then interrogate the draft on two counts. Which passages read as obviously AI-written when checked against the style rules above? Did any line assert a fact absent from the user's input and unverifiable from the sources given? Rewrite what fails and submit only the corrected version. The audit itself never appears in your output.

## Self-verification

1. Confirm that the deliverable is a report on the current state and gaps of youth housing assistance programs, not a general housing overview.
2. Check that the jurisdiction, reference period, youth definition, program coverage, and intended audience are either supplied or retained as `[FILL IN: ...]` slots.
3. Check every headline figure for two independent sources and confirm that duplicate uses of the same underlying dataset were not counted twice.
4. Confirm that each source is identified by issuing body, dataset or publication, date or vintage, and relevant revision label.
5. Confirm that each abstract term—youth, housing assistance, current state, and gaps—has an operational definition tied to observable indicators.
6. Check that county and metropolitan-boundary changes are flagged wherever a time series uses those geographies.
7. Confirm that correlation is not described as causation and that reverse causality, omitted variables, and confounders are addressed where relevant.
8. Confirm that every unsupported or non-cross-checkable figure carries `[VERIFY]`.
9. Check that no facts, program names, statistics, dates, jurisdictions, or conclusions were added beyond the supplied input and verified sources.
10. Check that no unresolved slot—especially the youth housing assistance programs’ jurisdiction or reference period—was filled arbitrarily.
11. Confirm that the chapter allocations, required tables, figures, and source notes follow the specified report structure.
12. Confirm that the report does not drift into unrelated housing policy or unsupported recommendations.