Editorial Standards

Our Editorial Mission

HomesByCounty is a data-journalism site. Our job is to take the housing statistics that the federal government already publishes — median home values, rent prices, property taxes, affordability ratios — and present them in a form that someone planning a move, comparing places to live, or researching housing market trends can actually use. We are not a real-estate brokerage, mortgage lender, or financial advisor. We do not broker homes, originate loans, or recommend specific properties, and we do not publish investment advice.

Every page on this site is grounded in a primary-source dataset from the U.S. Census Bureau or Zillow. Where we compute composite scores or rank counties, we publish the underlying formula on our methodology page. Where we draw on AI assistance for prose, we say so on this page and on the page itself.

Who Writes and Edits This Site

HomesByCounty is published and edited by Logan Johnson, Founder & Data Editor. Logan designs the data pipeline, sets the methodology, reviews published prose for accuracy against the underlying data, and signs off on every methodology change. Logan is not a licensed real-estate agent, mortgage broker, or financial advisor, and HomesByCounty does not present itself as a source of financial or real-estate advice. Logan's role is the data-editor role: ensure statistics on this site match the source datasets, ensure prose stays inside what the data supports, and decline to publish anything that strays into investment claim territory.

Long-form features and reported pieces, when published, carry an explicit byline naming the writer and — where relevant — a named subject-matter reviewer (for example, a real-estate economist or housing policy analyst). The byline appears at the top of the article.

Where Our Data Comes From

All county-level statistics on this site come from primary government and industry sources. We do not republish data from third-party aggregators. Our active sources are:

• U.S. Census Bureau American Community Survey (ACS) 5-Year Estimates (2019-2023). Provides median home value, median gross rent, median household income, monthly owner costs, property taxes, and housing unit counts for every U.S. county.
• Zillow Home Value Index (ZHVI) — monthly county-level home value estimates based on Zillow's transaction database. We use the most recent available release for trend data and market snapshots.

Each source's URL, release date, and pull date are documented on the methodology page. Source datasets are in the public domain (federal works) or published under licenses permitting commercial redistribution with attribution.

How We Use AI

Per-county pages on this site include a short, AI-generated narrative summary that contextualizes the statistics for that county. The narrative is produced by Claude (Anthropic) from the same source data shown in the statistics tables on the page. Logan, as Data Editor, reviews the underlying prompt and spot-checks output before publication; the prompt is constrained to forbid causation claims, investment recommendations, and any prose that goes beyond what the source statistics support.

We do not use AI to:

• Generate financial advice, investment recommendations, or real-estate guidance.
• Invent statistics, sources, or quotes.
• Write methodology, editorial standards, or correction notices.
• Generate cause-and-effect claims about housing markets that aren't grounded in the source data.

When the underlying data is updated, narratives are regenerated to stay consistent. AI-generated prose is always paired with the source statistics so readers can verify the numbers themselves.

Corrections Policy

If you spot a factual error — a wrong statistic, a misattributed source, a broken citation, an outdated value — email logan@homesbycounty.com with the page URL and the specific issue. We aim to acknowledge every report within five business days and to publish a correction or update the page within ten business days for substantive issues.

Substantive corrections (changes to a statistic, methodology, or claim) are noted in a "Corrections" entry on the page itself with the date of the correction and a short description of what changed. Typographical and formatting fixes are made silently.

How HomesByCounty Is Funded

HomesByCounty is independently owned and operated. It is part of the ByCounty Network of data sites. Funding comes from two transparent sources:

• Display advertising served by Google AdSense and similar networks. Ad placements are clearly labeled and do not influence editorial decisions or which counties we rank where.
• Affiliate links, currently limited to mortgage comparison and property tax appeal services. Affiliate links are labeled "Sponsored" and never determine which counties or properties we feature on data pages.

We do not accept paid content, sponsored statistics, or advertorials. No data source, advertiser, or affiliate has any influence over the methodology, rankings, or editorial choices on this site.

Update Cadence

Underlying data is refreshed annually, on the release schedule of each source (ACS releases in December; Zillow updates monthly). Narratives are regenerated when the underlying data for a county changes. The methodology page displays its own "Last reviewed" date and changelog. This editorial-standards page was last reviewed on May 14, 2026.