
Synopsis
In this 2021 opinion piece, Katharine Stevens argues that a classic logical error—“faulty generalization”—is distorting early-childhood policy. Policymakers and advocates repeatedly cite Heckman’s famous 13% return figure as proof that “high-quality early education” broadly pays off. In reality, Heckman’s calculations apply only to two exceptional, small-scale, intensive research programs from the 1960s–70s (Perry and Abecedarian, together ~115 children). Most current programs do not replicate those conditions, so the 13% claim does not automatically transfer. The article urges a wider evidence base and more targeted, intensive approaches for the children who need them most, rather than assuming broad expansion will deliver the same results.
Article
Here’s the article:
https://www.ccfp.org/ccfp/how-a-faulty-generalization-is-sabotaging-early-childhood-policy
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Jeff Johnson is an early learning trainer, podcaster, and author who founded Explorations Early Learning, Playvolution HQ, and Play Haven.


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