Skip to content

Academic integrity indicator framework: 130 items organised under eight dimensions of academic integrity

Product or Programme · All products and programmes
Evidence · 3 claims (3 for) · 1 study (1 design), q2 · 0 of 1 report an effect size · 3 claims rest on one study

Description

A framework developed by Hamish Coates and colleagues that measures and reports institutional academic-assessment integrity across eight dimensions using 130 indicators.

Components

  • Academic integrity indicator framework: 130 items organised under eight dimensions of academic integrity: A governance-level indicator framework for the integrity of student assessment, in which "130 specific items were detailed and organised under eight dimensions of academic integrity". The dimensions, shown in Table 1 with item pool sizes and sample items, span designing assessment and governance arrangements, developing assessment resources, training, assessment implementation, analysis and reporting of assessment data, evaluation, and improvement. The parameterisation is deliberately general to yield governance-relevant insights across disciplines and levels, and items are sampled from dimension-specific pools onto a 100-point reporting metric. (Hamish Coates et al. (2025))

Claims

-

Key Sources

  • Hamish Coates, Gwilym Croucher, Angel Calderon. (2025). Governing Academic Integrity: Ensuring the Authenticity of Higher Thinking in the Era of Generative Artificial Intelligence. Journal of Academic Ethics. https://doi.org/10.1007/s10805-025-09639-7
Page metadata
Field Value
type product
id academic-integrity-indicator-framework-130-items-organised-under-eight-dimensions-of-acade
title Academic integrity indicator framework: 130 items organised under eight dimensions of academic integrity
description A framework developed by Hamish Coates and colleagues that measures and reports institutional academic-assessment integrity across eight dimensions using 130 indicators.
status review
product_kind framework
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.