Cost function analysis indicates substantially higher spending is needed for equal opportunity: weights of 2.49 for first-generation and 2.63 for students older than 24¶
Claim · All claims
Evidence · 1 study · associationalr2·q2
Currency · newest study 2022 · checked against its sources 2026-10-17 (automated, 1 of 1 entry) · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? First-generation students and students older than 24 required the largest spending increases (149 percent and 163 percent more) to earn the statewide average milestones. → Levin 2022
Evidence¶
Levin 2022¶
Levin, J., Baker, B., Lee, J., Atchison, D., & Kelchen, R. (2022). An Examination of the Costs of Texas Community Colleges. Regional Educational Laboratory Southwest. https://ies.ed.gov/ncee/edlabs
q2 · i? · associational · r2
Cost function analysis using an instrumental variables approach on the 50-college, 2014/15–2019/20 dataset. Table 4 prints weights of 2.49 (first-generation), 2.63 (older than 24), 1.31 (economically disadvantaged), 1.19 (English learner), and 0.84 (dual credit), with a base per-student cost of $4,536.86.
"It would cost 149 percent more (or a weight of 2.49) for a first -generation college student to have the same opportunity to earn the statewide average level of success points milestones as an otherwise similar student who is not a first- generation college student"
Discussion¶
Learner Variables¶
- Socioeconomic Status — moderator: an instructional effect differs by group
- Age and Developmental Stage — predictor: learners who differ on it differ in outcomes
Related Claims¶
- Larger adequacy gaps between projected adequate cost and actual spending were associated with fewer success points milestones per FTE student — related
- After accounting for other factors, colleges with higher shares of first-generation, older, English learner, and academically disadvantaged students still earned fewer milestones, while economic disadvantage and dual-credit shares were no longer significant — related
- Texas's current funding system is progressive for several need factors, but the additional spending may not be enough for equal opportunity — a broader claim this one bears on
- Colleges with higher percentages of first-generation, economically disadvantaged, academically disadvantaged, older, and English learner students earned fewer success points milestones per FTE student — related
- Colleges serving the highest shares of first-generation students tended to have larger adequacy gaps, spending $1,475 below projected adequate cost — related
- Students with disabilities cost 50.5 percent more to educate to comparable academic growth than peers without disabilities — related
- Nonpublic school placements cost 24 percent more and yielded 5 to 6 percentage points less academic growth than public placements — related
- First-generation status is a significant predictor of reliance intensity, indicating a compensatory dynamic at minority-serving institutions — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
cost-function-weights-need-factors |
title |
Cost function analysis indicates substantially higher spending is needed for equal opportunity: weights of 2.49 for first-generation and 2.63 for students older than 24 |
description |
Cost function analysis indicates substantially higher spending is needed for equal opportunity: weights of 2.49 for first-generation and 2.63 for students older than 24 |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2022 |
source_checked |
2026-10-17 |
generated |
by process:wiki-ingest on 2026-10-09 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — levin-2022 |
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