Published September 18, 2026
Research question
Which records should a manufactured-home community preserve when digital platforms help target or deliver housing advertising?
Bottom line
A useful review covers both the advertiser's selections and the platform's delivery evidence. A compliant-looking ad image alone cannot show who was included, excluded, reached, or able to respond. The guidance is a legal-risk source, not a finding that a particular campaign violated the law. The operational value comes from using public evidence to frame a narrower local check, not from converting an aggregate or regulatory source into a property conclusion.
This distinction matters for manufactured-home businesses because one research request often crosses several units of analysis. A federal source may describe households, covered entities, insurance claims, establishments, advertisements, or communications. A community file may describe homes, spaces, residents, vendors, tasks, or transactions. Those units do not become comparable merely because they appear in the same spreadsheet.
What the primary sources establish
The first source listed below is the anchor. The remaining official materials supply definitions, method, interpretation, or an adjacent control. We reviewed the live source pages on September 18, 2026 and did not rely on a commercial summary for a factual claim.
The verified fact for this brief is: HUD guidance explains that Fair Housing Act risk can arise from ad targeting and delivery through digital platforms, including automated systems. That statement is intentionally bounded. It does not establish the condition, value, compliance status, performance, or future outcome of a particular manufactured-home community.
The source set also demonstrates why definitions must travel with every copied figure or rule excerpt. The publisher may specify a universe, covered party, reporting system, reference period, geography, revision status, privacy treatment, or suppression rule. Removing that qualifier creates a new claim that the source may not support.
Reproducible review method
Start with a written question and name the decision it might inform. For this brief, that decision is approval or renewal of a housing marketing campaign. Do not begin by searching for a persuasive number. Beginning with the decision reduces the temptation to keep a statistic merely because it looks precise.
Create a source log with publisher, exact title, direct URL, access date, product or regulation name, universe, unit, geography, period, revision status, and relevant warning. For a downloadable file, add the filename, release label, field names, filters, row count, and a checksum when practical. For a rule or guidance document, add the section, defined term, effective or issue date, and applicability question.
Next, reproduce the extract. Save filter choices in words rather than relying only on a screenshot. Keep estimates and margins of error together. Preserve suppressed, unavailable, not-applicable, or redacted values as published; never silently turn them into zero. If an interactive page and download disagree, record both versions and investigate instead of selecting the preferred value.
Finally, have a second reviewer answer four questions: Does the cited source support the sentence? Does the sentence retain the source's scope? Is analysis labeled as analysis? Is the proposed business action supported by local evidence? A review that cannot answer all four should stop before publication or decision use.
Evidence boundary
| Evidence layer | What belongs here | What it can support |
|---|---|---|
| Federal source | Published definition, table, dataset, rule, guidance, and method | A statement within the publisher's stated scope |
| Research workpaper | Filters, extraction date, calculations, caveats, and reviewer notes | Reproduction and transparent analysis |
| Local operating record | approved copy, images, audience settings, excluded audiences, campaign dates, delivery reports, lead-source exports, vendor terms, change history, and counsel-approved policy | A fact about the named business or property, subject to verification |
| Professional judgment | Legal, accounting, insurance, engineering, appraisal, or other qualified review | A decision within that professional's engagement |
Public evidence should not be promoted to a stronger layer. A national estimate does not become a local count. A dataset row does not prove causation. Guidance does not itself prove a violation. An absent record does not prove an absent event. An industry average is not a local price.
Operating workflow
A marketing assistant can archive the exact creative, settings, platform report, approval, and run dates. The designated decision owner should review targeting choices and escalate legal interpretation to qualified fair-housing counsel.
Use a queue with six statuses: requested, source confirmed, extracted, locally reconciled, exception raised, and owner approved. Attach the source log and workpaper before moving an item to locally reconciled. Record who approved the final use and which version they reviewed.
The assistant's role is evidence administration: find the approved source, preserve its context, perform documented transformations, compare defined fields, and surface exceptions. The role does not include making legal conclusions, altering an unfavorable result, filling missing facts by assumption, or presenting a research screen as professional advice.
For recurring work, set a refresh trigger based on the source rather than an arbitrary daily edit. Triggers can include a new annual release, changed guidance, revised dataset schema, new local document, changed vendor relationship, or upcoming owner review. Keep the earlier workpaper so a later reviewer can explain what changed.