1 min readExecutive Guide

Executive Guide

A Survey Instrument to Assess Students' AI and Generative AI Knowledge

Author
Aziz Shuaib Ausi
Published
28 August 2026
Reading time
1 min
Publication type
Executive Guide
Availability
Open access

Executive Summary

A new research paper introduces a survey instrument designed to comprehensively assess students' knowledge of Artificial Intelligence (AI) and Generative AI (GenAI). This development addresses a current gap in assessment tools that can evaluate technical concepts, practical applications, and ethical considerations related to AI, amidst the increasing proliferation and educational imperative surrounding AI literacy.

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A new research paper introduces a survey instrument designed to comprehensively assess students' knowledge of Artificial Intelligence (AI) and Generative AI (GenAI). This development addresses a current gap in assessment tools that can evaluate technical concepts, practical applications, and ethical considerations related to AI, amidst the increasing proliferation and educational imperative surrounding AI literacy.

Why it matters

The development of a robust instrument for assessing AI knowledge is critical for understanding and improving AI literacy across educational and professional landscapes. This can inform strategic planning for workforce development, educational curriculum design, and public understanding of emerging technologies, ensuring future readiness in an AI-driven world.

Key insights

  • The proliferation of AI and GenAI necessitates improved educational approaches and assessment tools.
  • Existing AI literacy frameworks define essential knowledge for students.
  • A gap exists in assessment instruments capable of evaluating multiple forms of student AI knowledge.
  • The presented study implements a comprehensive survey instrument to address this assessment gap.

Source

arXiv — Computers and Society — https://arxiv.org/abs/2608.21391

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Cite this publication (APA 7)

Aziz Shuaib Ausi (2026). A Survey Instrument to Assess Students' AI and Generative AI Knowledge. Executive Guide. Aziz Shuaib Ausi. https://www.azizshuaib.com/verify/ASA-EXG-2026-00611

Verification

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Verification ID
ASA-EXG-2026-00611
Version
v1.0 · r0
Issued
28 August 2026
Publisher
Aziz Shuaib Ausi
Licence
All rights reserved. Reproduction requires written permission.

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