WAKE the WOKE
Commentary · Ideas are easy. Policy is hard. Wake up to what actually worked.
Commentary

Per-Pupil Spending and Outcomes

Money works when targeted, washes out when sprayed.

EducationSchool BoardLiberty checkEvidence favors the policy

B · 18/24

1 · The idealist case (in its proponents' own framing)

Spend more to raise achievement.

2 · The realist counter-case

Critics cite flat NAEP-vs-spending trends.

3 · Predicted vs. measured — with caveats

QJE 2016 + 2024 AEJ meta (+$1k/4yr -> +0.0316 sigma) show targeted gains; aggregate NAEP flat since 2003.

4 · Liberty check

Investment vs. accountability for results.

5 · The real tradeoff

Targeting is the variable that matters.

Allies & Playbook

If you want to copy this, start here.

No individual sponsor record is catalogued for this policy yet. Start with the primary sources below and the Allies directory.

Sources