Education research is full of findings that were published once and cited forever. WorldbyFlow surfaces results only where someone besides the authors engaged with them, through citation, replication or follow-on, and treats a disputed finding as a first-class result rather than a footnote.
Written for Researches education policy at a think tank, agency, or university.·Runs in the Learning domain
Research on education policy moves between the literature, the numbers and the public. The scans here cover the three: a pulse on what the field is actually responding to, the figures with their issuers, public opinion with method and sponsor named, a literature review with disagreements intact, a graded explanation when a headline score moved, and the tests that would falsify a popular claim.
Results where someone besides the authors engaged, with disputed findings first-class. What the field is actually debating, not what was press-released.
The figures on a question with each one's issuer and interpretation. Teacher shortages measured as a stock, a flow or a projection, and labeled.
A poll read naming pollster, dates, sample, method and sponsor, spread shown. Public opinion on schools as it was measured.
What the scholarship says, disagreements treated as findings. The literature section, organized honestly.
A headline score or rate moved and every side has an explanation. Candidate causes graded against the record.
The tests that would prove a popular claim wrong, named before the study. The methods section written first.
The order matters. The first read gives you the structure; the next ones fill the parts that are hardest to source by hand.
See whether the results others engaged with are the ones in the press release. The gap is usually the paper.
The scholarship with its disagreements. Check whether it reports the dispute you know about.
The candidate explanations graded. The op-ed you were asked to write, with a basis.
Export the sources in BibTeX or RIS for the paper, or share the read as a page for the policy audience.
Every figure and quote links to where it came from. A claim the scan could not source is marked as such rather than dressed up.
Export the sources for the paper, or share the read as a page policymakers can open without an account.
Ask a follow-up question of any result, or run a Red Team pass that tries to break its own conclusions before someone else does. How the grades work →
Teachers earned 74.8 cents on the dollar in 2025 versus comparable college graduates (a 25.2% pay penalty) — EPI/CEPR, August 2026 — while prep-program completions have fallen from ~214,000 to ~160,000 a year since 2010-11.
The fastest way to judge the result is to pick a subject you know cold and read it against what you know. If a colleague sent you here with an invitation, the credits land on your account when you sign up.