Claims

For the DESI example, both approaches would show negative bias under the assumed data-generating model, so the observed positive coefficients make a positive true effect of teacher support likely, though its exact size remains inestimable

Claim · All claims
Evidence · 1 study · theoretical r3 · q2
Currency · newest study 2021 · not yet checked against its sources · 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? Given the assumed data-generating model, both approaches would report a negative instruction effect if the true effect δ was zero; the observed positive coefficients therefore make a positive true effect likely. → Köhler 2021

Evidence

Köhler 2021

Köhler, C., Hartig, J., & Naumann, A. (2021). Detecting Instruction Effects—Deciding Between Covariance Analytical and Change-Score Approach. Educational Psychology Review. https://doi.org/10.1007/s10648-020-09590-6

q2 · i? · theoretical · r3

Bias approximation using the syntax of Köhler et al. (2020a) with assumed parameter values (state variance 0.2, trait variance 0.8, trait effect on instruction −.2, trait effect on gain .3). The article concludes "it is unlikely that the true effect was zero (or negative)".

"Given the data-generating model holds, both approaches would show a negative bias and report a negative instruction effect if the true effect δ was zero. Since we found positive regression coefficients in the data, it is unlikely that the true effect was zero (or negative)."

Discussion

Page metadata
Field Value
type claim
id desi-revisited-positive-true-effect-likely-bias-negative
title For the DESI example, both approaches would show negative bias under the assumed data-generating model, so the observed positive coefficients make a positive true effect of teacher support likely, though its exact size remains inestimable
description For the DESI example, both approaches would show negative bias under the assumed data-generating model, so the observed positive coefficients make a positive true effect of teacher support likely, though its exact siz...
status review
evidence_strength weak
newest_evidence 2021
generated by process:wiki-ingest on 2026-10-22
trust unverified — no one has confirmed this page's content
sources 1 — köhler-2021

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