Editorial Standards

Our Editorial Mission

IncomeByCounty is a data-journalism site. Our job is to take the income and employment statistics that the federal government already publishes — county-by-county median household income, per capita earnings, labor force participation — and present them in a form that someone planning a move, comparing wages, or researching economic trends can actually use. We are not a financial advisory. We do not give investment, tax, or career advice, and we do not publish financial recommendations.

Every page on this site is grounded in a primary-source dataset from a U.S. government agency. 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

IncomeByCounty 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 certified financial planner, economist, or licensed tax professional, and IncomeByCounty does not present itself as a financial advisory. 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 financial advice territory.

Long-form features and reported pieces carry an explicit byline at the top of the article. Logan reviews and signs off on every long-form piece. When a feature genuinely benefits from a domain co-reviewer, we name that contributor only when they are actually involved — we do not list speculative reviewer credentials.

Where Our Data Comes From

All county-level statistics on this site come from primary government 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) — the premier source for detailed demographic and economic data in the United States. Provides median household income, per capita income, income distribution, and employment status for every U.S. county.
• Federal Reserve Economic Data (FRED) — unemployment rate, labor force participation rate, and house price index data at the county level.

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, policy recommendations, and any prose that goes beyond what the source statistics support.

We do not use AI to:

• Generate financial advice, investment recommendations, or tax guidance.
• Invent statistics, sources, or quotes.
• Write methodology, editorial standards, or correction notices.
• Generate cause-and-effect claims about economic outcomes 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 figure — email logan@incomebycounty.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 IncomeByCounty Is Funded

IncomeByCounty 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 financial services and mortgage referrals. Affiliate links are labeled "Sponsored" and never determine which counties 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 (Census ACS releases new 5-year estimates annually; FRED data updates monthly or quarterly depending on the series). 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 17, 2026.