The DOI matches its Crossref record; 3 of the 3 references it cites were found in a registry or an index.
An Exchange: Part I: Does Money Matter? A Meta-Analysis of Studies of the Effects of Differential School Inputs on Student Outcomes
Abstract
Research on educational production functions attempts to model the relation between resource inputs and school outcomes such as educational achievement. Over the last decade a series of influential reviews of this literature have suggested that there is no systematic relation between resource inputs and school outcomes when controlling for student characteristics such as socioeconomic status. The inference procedure used in these reviews, vote counting, is known to be problematic. This study is a reanalysis of data from these earlier reviews, using more sophisticated synthesis methods. It shows systematic positive relations between resource inputs and school outcomes. Moreover, analyses of the magnitude of these relations suggest that the median relation (regression coefficient) is large enough to be of practical importance.While this reanalysis suggests that previous data do not support the conclusions that Hanushek and others derived from it, limitations of their data set warrant caution in using it for policy formation.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
The file drawer problem and tolerance for null results.
Rosenthal, R. (1979) · Psychological Bulletin · doi:10.1037/0033-2909.86.3.638 · Cited by 9,068
Modeling Publication Selection Effects in Meta-Analysis
Hedges, L. V. (1992) · Statistical Science · doi:10.1214/ss/1177011364 · Cited by 359
Self-citationHedges, L. V. (1984) · Journal of Educational Statistics · doi:10.3102/10769986009001061 · Cited by 241
Self-citation
Cited by
Popay, J., Roberts, H., Sowden, A., Petticrew, M., Arai, L., Rodgers, M., Britten, N., Roen, K., & Duffy, S. (2006) · Lancaster University · doi:10.13140/2.1.1018.4643 · Cited by 2,070
Assessing the Effects of School Resources on Student Performance: An Update
Hanushek, E. A. (1997) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737019002141 · Cited by 1,612
On the Specification and Estimation of the Production Function for Cognitive Achievement
Todd, P. E., & Wolpin, K. I. (2003) · The Economic Journal · doi:10.1111/1468-0297.00097 · Cited by 1,514
Experimental Estimates of Education Production Functions
Krueger, A. B. (1999) · The Quarterly Journal of Economics · doi:10.1162/003355399556052 · Cited by 1,120
Understanding adolescent's sleep patterns and school performance: a critical appraisal
Wolfson, A. R., & Carskadon, M. A. (2003) · Sleep Medicine Reviews · doi:10.1016/s1087-0792(03)90003-7 · Cited by 712
Metadata
- Authors
- Hedges, L. V., Laine, R. D., & Greenwald, R.
- Venue
- Educational Researcher
- Published
- 1994-04
- Volume
- 23
- Issue
- 3
- Pages
- 5-14
- ISSN
- 0013-189X (ISSN-L)
- 1935-102X
- OpenAlex
- W2080083786
- Cited by
- 819
- References
- 3
- FWCI
- 37.73
- Type
- journal article
- Language
- en
- Open access
- closed
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: An Exchange: Part I: Does Money Matter? A Meta-Analysis of Studies of the Effects of Differential School Inputs on Student Outcomes. https://app.cochat.ai/papers/10.3102/0013189x023003005
- The paper
- Hedges, L. V., Laine, R. D., & Greenwald, R. (1994). An Exchange: Part I: Does Money Matter? A Meta-Analysis of Studies of the Effects of Differential School Inputs on Student Outcomes. Educational Researcher. https://doi.org/10.3102/0013189x023003005
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.