Outcome-oriented equity framework distinguishing access equity from impact equity

Research Method · All research methods
Evidence · 2 claims (2 for) · 2 studies (2 theoretical), q1–q2 · 0 of 2 report an effect size · 2 claims rest on one study

Description

The paper distinguishes access equity, whether students and institutions can obtain devices, broadband, software, and support, from impact equity, whether AI-enabled learning produces comparable gains across subgroups. It argues that 'Access without learning gains can reproduce inequality in a more technologically sophisticated form, while learning gains observed only in average outcomes can obscure subgroup harms.' Evaluation should use disaggregated evidence on learning gains, transfer, persistence, and confidence calibration.

Accounts

• Outcome-oriented equity framework distinguishing access equity from impact equity: The paper distinguishes access equity, whether students and institutions can obtain devices, broadband, software, and support, from impact equity, whether AI-enabled learning produces comparable gains across subgroups. It argues that 'Access without learning gains can reproduce inequality in a more technologically sophisticated form, while learning gains observed only in average outcomes can obscure subgroup harms.' Evaluation should use disaggregated evidence on learning gains, transfer, persistence, and confidence calibration. (Dongming Mei et al. (2026))

Claims

• Higher education digital divides are acute at MSIs, HBCUs, and TCUs, which have stark capability deficits in hardware, software, and broadband [+W]
• AI in adult education risks reinforcing existing inequalities via the digital divide, particularly for rural, low-income, and marginalized learners [+W]

Related Research Methods

-

Key Sources

• Dongming Mei, Katherine Moore, and Ben Sayler. (2026). Preparing Students for AI-Powered Materials Discovery: A Workflow-Aligned Framework for AI Literacy, Equity, and Scientific Judgment. https://arxiv.org/abs/2605.09624

Page metadata

Field	Value
type	research-method
id	outcome-oriented-equity-framework-distinguishing-access-equity-from-impact-equity
title	Outcome-oriented equity framework distinguishing access equity from impact equity
description	The paper distinguishes access equity, whether students and institutions can obtain devices, broadband, software, and support, from impact equity, whether AI-enabled learning produces comparable gains across subgroups.
status	review
generated	by process:settle-candidates on 2026-10-10
trust	unverified — no one has confirmed this page's content

Frontmatter is the page's machine-readable record — see the Schema & Guide.