Courseware impact varied by context: positive on average in 4-year institutions but insignificant in 2-year colleges, more positive in biology, psychology, and math/statistics, and positive when the comparison course was face-to-face rather than the same modality.¶
Claim · All claims
Evidence · 1 study (2 entries) · quant-synthesisr2·q2
Currency · newest study 2004 · not yet checked against its sources · not reviewed by a person
Evidence quality · No study behind this claim is a peer-reviewed article with a DOI: it rests on a source with no registered publication record (a web page, book or unpublished report). It is kept because a design page cites it; treat it as a lead to check, not an established finding.
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? The courseware impact estimate was positive for implementations in 4-year institutions and insignificant in 2-year colleges. → Barbara Means and Julie Neisler 2004
q2 i? Implementations in biology, psychology, and math/statistics had more positive impacts. → Barbara Means and Julie Neisler 2004
q2 i? Positive impacts were found on average when the comparison version was taught face-to-face but not when it was the same modality as the courseware condition. → Barbara Means and Julie Neisler 2004 (2)
Evidence¶
Barbara Means and Julie Neisler 2004¶
Barbara Means and Julie Neisler. (2004). Continuous Improvement for Student Success. Digital Promise Global. https://www.newyorker.com/magazine/2004/12/06/the-bell-curve
q2 · i? · quant-synthesis · r?
Summary of moderator analyses across NGCC impact data sets, reporting that impacts were "positive for implementations in 4-year institutions and insignificant in 2-year colleges" and more positive in biology, psychology, and math/statistics. No effect sizes are printed.
"On average, the courseware impact estimate was positive for implementations in 4-year institutions and insignificant in 2-year colleges. Courseware implementations in biology, psychology, and math/statistics had more positive impacts."
Barbara Means and Julie Neisler 2004 (2)¶
Barbara Means and Julie Neisler. (2004). Continuous Improvement for Student Success. Digital Promise Global. https://www.newyorker.com/magazine/2004/12/06/the-bell-curve
q2 · i? · quant-synthesis · r2
A second moderator finding from the same set of NGCC impact analyses: comparisons against face-to-face versions showed positive average impacts, while same-modality comparisons did not.
"Positive impacts were found on average when the comparison version of the course was taught face-to-face but not when it was the same modality as the treatment (courseware) condition."
Discussion¶
Related Claims¶
- NGCC adaptive courseware had a small positive, statistically significant average impact on course grades, with the top 25% of implementations showing impacts equivalent to 12 percentile points. — related
- Of 77 impact data sets submitted by NGCC projects, only 28 had adequate sample sizes and reasonably comparable conditions; the rest were eliminated for small samples, confounds, or baseline inequivalence. — related
- Course modality moderated student experience: instructor responsiveness was more prevalent in face-to-face classes and online students reported more frustration — related
- Adaptive courseware in a corequisite statistics course was associated with improved course outcomes, particularly for Pell-eligible and corequisite students, but effects are confounded with instructor practices — related
- Impacts of charter middle schools on achievement varied considerably across schools and students — a broader claim this one bears on
- Students in focus groups were positive about adaptive courseware but reported alignment, access, and reliability concerns — related
- Most instructors using adaptive courseware believed it improved student learning and would use it again — related
- General psychology prevails as the prerequisite for educational psychology, with thirty institutions requiring it and some professors suggesting biology instead — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ngcc-impact-moderators-context |
title |
Courseware impact varied by context: positive on average in 4-year institutions but insignificant in 2-year colleges, more positive in biology, psychology, and math/statistics, and positive when the comparison course was face-to-face rather than the same modality. |
description |
Courseware impact varied by context: positive on average in 4-year institutions but insignificant in 2-year colleges, more positive in biology, psychology, and math/statistics, and positive when the comparison course... |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2004 |
generated |
by process:wiki-ingest on 2026-10-09 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — barbara-means-and-julie-neisler-2004, barbara-means-and-julie-neisler-2004-2 |
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