About Our Guides
How We Research Our Guides
Every guide on this site is built through a specific, repeatable research process. We don’t guess where communities live. We don’t invent population numbers. We don’t list organizations we haven’t verified. This page explains exactly where our information comes from—and what we deliberately leave out.
Census & Demographic Data
Population figures, language speaker counts, and neighborhood clustering data come from the U.S. Census Bureau American Community Survey (ACS), specifically the 5-Year Estimates. Five-year estimates are more reliable than single-year snapshots because they aggregate responses over a longer period, producing more stable numbers—especially for smaller communities.
For sub-community mapping, we use PUMA-level language data from ACS Table B16001 (Language Spoken at Home by Ability to Speak English), accessed via Data USA. PUMAs (Public Use Microdata Areas) are Census-defined geographic zones of roughly 100,000 people. They’re the smallest geography where you can see language-group breakdowns—which is how we identify where specific communities actually cluster within a metro area.
An important caveat: the Census tracks language groups, not ethnic or cultural communities. For some communities, this is straightforward—“Tamil speakers” maps closely to “Tamil community.” For others, it’s not. In the 2024 ACS table B16001, Malayalam and Kannada share one row, “Malayalam, Kannada, or other Dravidian languages,” and Marathi sits inside “Nepali, Marathi, or other Indic languages.” Sindhi is not its own row. “Chinese (incl. Mandarin, Cantonese)” is also one row, so Mandarin, Cantonese, and Fujianese are not counted separately.
Where a guide needs a split that table does not make, the figure comes from the 2020–2024 ACS Public Use Microdata Sample, language code LANP, weighted with PWGTP. Those are sample estimates for a PUMA or a state, and they will not match a published B16001 cell exactly. Median rent and home value added beside the listing snapshots are ACS 2024 5-year tables B25064 (median gross rent) and B25077 (median home value) for the incorporated city. A HUD Fair Market Rent is the official payment standard for that metro, not the rent on a current listing.
Where Census categories don’t match the community we’re writing about, we combine Census data with community-reported estimates from local organizations, and we say so explicitly in the guide. When exact figures aren’t available, we use ranges and approximations—and label them as such.
Community Organizations & Institutions
Every organization, temple, church, mosque, gurdwara, and cultural center mentioned in our guides is verified against its own website, social media presence, or public records. We don’t include an organization just because someone mentioned it in a forum post or because it appears on an outdated directory.
Founding dates, addresses, and leadership details come from organization self-reporting—their own websites, annual reports, or public filings. We treat the organization as the primary authority on its own history.
When we cannot independently verify an organization’s current status—no working website, no recent social media activity, no response to outreach—we either note that explicitly or leave it out. We’d rather have a shorter list of verified organizations than a longer list padded with entries we can’t confirm.
We link directly to organizations wherever possible so visitors can verify details themselves and get the most current information. Our guide is a starting point, not a substitute for the organization’s own communications.
Cost of Living Data
Cost of living figures are sourced from publicly available market data. Each guide notes when data was last checked.
- Rent estimates come from Zillow and Apartments.com listings, reflecting asking rents at the time of research. Actual rents vary by unit condition, lease timing, and negotiation.
- Home prices come from Redfin median sale data for specific zip codes or neighborhoods. Medians are useful but can shift significantly month to month in smaller markets.
- Salary benchmarks come from Glassdoor reported compensation and Bureau of Labor Statistics Occupational Employment and Wage Statistics (OEWS). BLS data reflects metro-area averages; actual offers depend on employer, experience, and specialization.
These are approximations. Real estate markets move. A rent figure that was accurate in March may be outdated by September. We include the date of our research so visitors can judge how current the data is.
School & Education Data
School information matters enormously to immigrant families, and we treat it carefully.
- School district enrollment and language data come from district-published reports and state education department databases. When a district reports that 18% of students speak a specific language at home, that figure comes from the district’s own records.
- School ratings and demographic breakdowns come from publicly available data. We cite the source. We don’t editorialize on whether a rating system is fair or complete—we present the numbers and let families evaluate.
- Language program availability—heritage language classes, dual-language immersion, ESL support—is verified against district websites and published course catalogs. Programs change year to year, so we note the school year when we last confirmed availability.
What We Don’t Do
Knowing what a source doesn’t cover is as important as knowing what it does. Here is what you will not find in our guides, and why.
We don’t fabricate community size estimates. If we can’t find reliable data for a community’s population in a specific city, we say “data not available” or “too small to estimate reliably.” A made-up number is worse than no number.
We don’t list businesses that have closed. Restaurants close. Grocery stores move. When we learn that a listed business is no longer operating, we update the page. If you spot a closed business in one of our guides, tell us.
We don’t take sides. Community politics, religious disputes, organizational rivalries, immigration policy debates—none of that belongs in a practical guide for someone trying to figure out where to live. We describe what exists. We don’t evaluate who’s right.
We don’t provide visa or legal immigration advice. Our guides cover what life looks like in a city for a specific community. They do not cover how to get a visa, how to apply for a green card, or how to navigate USCIS processes. That requires an immigration attorney. We will never substitute for one.
We acknowledge gaps. If a community doesn’t have a dedicated temple in a city, we say so. If there are no restaurants serving a specific cuisine, we say that too. Padding a page with near-misses (“well, there’s an Indian restaurant that serves some dishes from that region”) would be dishonest. The absence of something is useful information for someone deciding where to move.
How to Help Us Improve
Our guides get better when the communities they serve contribute corrections and updates. If you spot something wrong, we want to hear about it.
- Found an error? A wrong address, an outdated phone number, a population figure that doesn’t match current data—let us know and we’ll fix it.
- Know of a closed business? If a restaurant, grocery store, or organization listed in our guides has shut down or moved, tell us so we can update the page.
- Missing information? If your community has an organization, temple, school, or resource that should be included, reach out. We’ll verify it and add it.
- Represent a community organization? If you want to verify or update how your organization is listed, we welcome that. You know your own story better than we do.