How the top four experts would rank the fixes

The New York Times asked 37 researchers to rate ideas for reversing a decade of falling reading and math scores. Here are those ideas re-ranked using the research of the four panelists our analysis rated highest.

What changes

The ideas, re-ranked

Higher effect is better; lower cost is better. Filled circles mark the 8 ideas whose ratings changed. An idea can move down without a rating change when others move up.

  1. 1

    Small group tutoring

    Same place
    Effect 5.7 (panel 6.0)
    Cost 5.2

    Kraft co-wrote the leading guide to high-dosage tutoring, and his research finds effects shrink as programs grow and sessions thin out. Kane has argued recovery efforts reached too few students at too low a dose. Still the top idea, but only when done at full strength.

  2. 2

    Science of reading

    Same place
    Effect 5.3
    Cost 3.2

    Dee's research with Sarah Novicoff found gains from California's early literacy reforms, which supports the panel's rating. No change.

  3. 3

    School accountability

    Up 5
    Effect 5.0 (panel 4.3)
    Cost 2.8

    Two of the strongest studies on this question come from this group: Dee and Brian Jacob found No Child Left Behind raised math scores, and Hanushek and Margaret Raymond found state accountability raised NAEP gains.

  4. 4

    Higher pay in high-poverty schools

    Up 1
    Effect 5.0 (panel 4.8)
    Cost 4.1

    Dee and James Wyckoff found that large bonuses under Washington, D.C.'s IMPACT system improved teacher performance and kept strong teachers. Hanushek has long argued pay should reward effectiveness.

  5. 5

    Fire teachers for underperformance

    Up 4
    Effect 4.8 (panel 4.3)
    Cost 3.5 (panel 3.0)

    Hanushek estimates large gains from replacing the lowest-performing teachers, and Dee and Wyckoff found IMPACT's dismissal threat pushed low performers to improve or leave. Cost rises because Kraft found tougher evaluation rules shrank the supply of new teachers.

  6. 6

    Universal pre-K

    Down 3
    Effect 4.8
    Cost 5.9

    No direct research from the four, so the panel rating stands.

  7. 7

    Expand access to advanced classes

    Down 1
    Effect 4.7
    Cost 3.2

    No direct research from the four, so the panel rating stands.

  8. 8

    Student attendance data

    Up 2
    Effect 4.0
    Cost 1.9

    No direct research from the four, so the panel rating stands.

  9. 9

    High-quality curriculum

    Down 2
    Effect 4.0 (panel 4.5)
    Cost 3.0

    A Harvard study Kane co-led, Learning by the Book, found little average difference in math scores between textbooks when schools adopted them without training and support. The materials alone aren't enough.

  10. 10

    Increase per-student funding

    Down 6
    Effect 4.0 (panel 4.8)
    Cost 6.5

    Hanushek's decades of research conclude that how money is spent matters far more than how much. Extra dollars raise scores only when spent on proven strategies.

  11. 11

    Screen time limits

    Same place
    Effect 3.9
    Cost 1.6

    No direct research from the four, so the panel rating stands.

  12. 12

    Restrict A.I. use

    Same place
    Effect 3.9
    Cost 1.7

    No direct research from the four, so the panel rating stands.

  13. 13

    Ban cellphones

    Up 2
    Effect 3.7
    Cost 1.7

    No direct research from the four, so the panel rating stands.

  14. 14

    Increase mental health spending

    Up 2
    Effect 3.5
    Cost 5.0

    No direct research from the four, so the panel rating stands.

  15. 15

    Increase all teacher pay

    Down 2
    Effect 3.5 (panel 3.9)
    Cost 6.3

    Hanushek argues across-the-board raises are costly and don't target the teachers who make the biggest difference.

  16. 16

    Require full books

    Up 1
    Effect 3.4
    Cost 1.6

    No direct research from the four, so the panel rating stands.

  17. 17

    Smaller class sizes

    Down 3
    Effect 3.3 (panel 3.8)
    Cost 6.5

    Hanushek's reviews of class-size research find inconsistent gains outside of very small classes, at a very high cost.

  18. 18

    Private school vouchers

    Same place
    Effect 2.4
    Cost 5.1

    No direct research from the four, so the panel rating stands.

  19. 19

    Allow A.I. use

    Same place
    Effect 2.2
    Cost 2.6

    No direct research from the four, so the panel rating stands.

How this was made

The four experts are the highest-scoring panelists in our analysis: Tom Kane (9.5 of 10), followed by Matthew Kraft, Thomas Dee and Eric Hanushek (9 each). Sean Reardon also scored 9; the four chosen also rank highest when all four AI assistants' scores are averaged.

The Times published only the panel's combined ratings, not individual answers, so this is not how these four actually voted. It is our estimate: we changed a rating only where one of the four has published research directly on that idea, and kept the panel's rating everywhere else. The article lists ratings for 19 of the 30 ideas; the other 11 appear only in the Times' interactive table and are not included here.

Source: “30 Ideas for Fixing U.S. Schools, Ranked by Experts,” The New York Times, Sept. 28, 2026.