Yes. All the tools are free to use. There's no account, no paywall.
Only public U.S. government sources — BLS, O*NET, College Scorecard, IPEDS, and DOL visa filings. Full list on the Data sources page.
No — and we're careful not to pretend otherwise. We show factual ranges (a school's middle-50% SAT, a field's typical outcomes) and group-level trends. Whether you get in or get hired depends on far more than any single number.
It's a structural pattern for the occupation, combining task automation potential with adoption signals. It describes the field, not your personal future.
We use the latest available government releases and refresh as new data comes out. Each tool reflects its source's most recent publication.
Email us at [email protected] — we read everything and fix data issues quickly.
