Demographic & Academic Data Sources
These are specialized, first-hand datasets containing numeric metrics. In academic research, raw numbers and statistical tables are classified as primary sources. This module covers census databases, school performance metrics, and other data dashboards.
Examples in Your Field
| Field | Data sources you might cite |
|---|---|
| Human Development & Family Studies | Annie E. Casey Foundation KIDS COUNT Data Center (child poverty, health, and education); U.S. Census Bureau American Community Survey (family structures and households) |
| Education | National Center for Education Statistics (NCES), home of NAEP "The Nation's Report Card"; state education dashboards like the California School Dashboard |
| Computer Science & Design | W3Techs Web Technology Surveys (real-world software usage); GitHub Innovation Graph (global developer trends and language usage) |
Where the Information Lives
| Piece | Where to look |
|---|---|
| Author | The organization that produces the data, named in the site header or the table's source line. For KIDS COUNT, that's the Annie E. Casey Foundation; for NAEP scores, the National Center for Education Statistics. |
| Year | The release or vintage year shown on the table or dataset page ("2024 ACS 1-year estimates"). A dashboard that updates continuously has no fixed year; use (n.d.) and add a retrieval date. |
| Title | The name of the specific table, dataset, or indicator you used, not the whole website. "Children in poverty by race and ethnicity" is citable; "KIDS COUNT" alone is not specific enough to find your numbers. |
| URL | The address of that specific table or query result. Most data sites (Census, NCES, KIDS COUNT) offer a share or permalink button; use it rather than the address bar if they differ. |
Look for the "Cite this table" link. The Census Bureau, NCES, and most major data centers provide a suggested citation near each table. As always, take the pieces and reformat to APA.
One distinction to keep straight: the data year and the release year can differ (2023 survey responses may be published as a 2024 release). The reference uses the release year of the product you accessed; put the data year in your sentence when it matters: "In 2023, 16% of children..."
Explore Two Samples
Click each dashed-underlined part in both samples to see what it becomes in your reference. The key difference: Sample 1 updates continuously (n.d. plus a retrieval date), while Sample 2 is a fixed release (a year, no retrieval date). Find all 9.
Found: 0 / 9
Sample 1: A continuously updated dashboard
·
All children16%
Children in immigrant families21%
[table continues]
Sample 2: A fixed-release census table
Building the Reference
Datasets use the same bracket move as Module B: a description after the title tells the reader this is data, not a paper.
Walk the pieces: group author, then the year (or n.d.), then the specific table title in italics, then [Data set], then the site name when it differs from the author (KIDS COUNT Data Center is the site; the Foundation is the author), then the URL.
The retrieval date rule: most APA references never include one. The exception is exactly this situation: a page whose numbers change over time and is not archived, like a live dashboard. "Retrieved [date], from [URL]" tells your reader which version of the numbers you saw.
In-text
Cite the organization and year like any group author: (U.S. Census Bureau, 2024), or (Annie E. Casey Foundation, n.d.) for undated dashboards. When you report a specific figure, name the measure in your sentence so the number is traceable: "In 2024, 16% of children lived below the poverty line (Annie E. Casey Foundation, n.d.)."
Check Yourself
Question 1
When does an APA reference include a retrieval date?
Question 2
A student writes: "Sixteen percent of children live in poverty (Google, 2026)." What's wrong?