In the full-sample analysis, baseline demographic and prior-achievement differences between treatment and matched comparison groups were minimal, with effect sizes below the WWC threshold¶
Claim · All claims
Evidence · 1 study · causalr2·q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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q2 i? Baseline differences between treatment and matched comparison groups on demographics and prior math achievement were minimal, with effect sizes below the WWC required threshold. → Fong 2025
Evidence¶
Fong 2025¶
Fong, A., Chen-Gaddini, M., & Huang, M. (2025). An evaluation of the Air Tutors Program: Findings from an Arnold Ventures grant. WestEd. https://eric.ed.gov/?id=ED673538
q2 · i? · causal · r2
Baseline balance analysis for the full analytic sample (1,049 treatment students and 1,953 control students) after Mahalanobis matching on prior achievement, demographics, and program status. Differences on key demographic variables were "minimal, with effect sizes well below the WWC's required threshold," which the report says supports the validity of the full-sample analysis.
"Across all key demographic variables (e.g., gender, economic disadvantage, and English Learner status), differences between the treatment and control groups were minimal, with effect sizes well below the WWC's required threshold."
Discussion¶
Related Claims¶
- Propensity score matching produced baseline-equivalent treatment and comparison groups on all measured variables — related
- A virtual comparison group matched on pretest, locale, FRL, and test dates achieved baseline equivalence with the treatment group (effect size = -0.03) — related
- Baseline equivalence held between conditions, but both groups scored far below the grade 8 proficiency cut score — related
- Baseline pre-assessment scores showed no statistical differences between treatment and control groups in either the matched or baseline sample. — related
- Propensity score matching produced comparison groups equivalent at baseline (within +/- 0.25 standard deviations) on all pretest achievement measures across the three QEDs — related
- Matched treatment and comparison grade-level clusters were balanced on observable baseline characteristics, with differences below a quarter of a standard deviation — related
- Across the full sample, students receiving the ASSISTments intervention performed comparably to their virtual comparison peers on end-of-year MAP Growth — related
- Students with lower baseline performance (below the 50th percentile) showed significantly greater math achievement gains with ASSISTments than matched virtual peers — related
- vPLC-augmented ASSISTments did not significantly improve overall middle school math achievement relative to a virtual comparison group — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
air-tutors-full-sample-baseline-equivalence |
title |
In the full-sample analysis, baseline demographic and prior-achievement differences between treatment and matched comparison groups were minimal, with effect sizes below the WWC threshold |
description |
In the full-sample analysis, baseline demographic and prior-achievement differences between treatment and matched comparison groups were minimal, with effect sizes below the WWC threshold |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-09 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — fong-2025 |
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