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Measuring Ethical AI Governance in Journalism: Development and Validation of the 3A Maturity Index

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Measuring Ethical AI Governance in Journalism: Development and Validation of the 3A Maturity Index


Dr. Saoud Sarwar | Rehan Saeed Khan



Dr. Saoud Sarwar | Rehan Saeed Khan "Measuring Ethical AI Governance in Journalism: Development and Validation of the 3A Maturity Index" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-10 | Issue-2, April 2026, pp.575-592, URL: https://www.ijtsrd.com/papers/ijtsrd107022.pdf

The rapid integration of artificial intelligence (AI) into journalistic workflows has intensified the need for structured institutional governance frameworks capable of moving beyond principle-based declarations toward measurable accountability architectures. This study develops and operationalizes the Artificial Intelligence Governance Maturity Index (AGMI), a weighted, three-dimensional assessment model designed to evaluate governance capacity within journalism institutions. The framework comprises fifteen indicators distributed across Awareness, Auditing, and Accountability dimensions, aggregated through a theoretically justified weighting structure. To enhance methodological rigor, the indicator architecture was subjected to structured expert validation to assess conceptual relevance and dimensional alignment. In addition, an analytical statistical reliability demonstration using simulated institutional profiles was conducted to evaluate internal consistency and structural coherence. Results indicate satisfactory dimensional reliability and composite stability under varied institutional conditions. By translating normative AI governance principles into a structured maturity measurement instrument, the AGMI contributes a replicable benchmarking tool for institutional self-assessment and cross-organizational comparison. While large-scale empirical deployment remains a direction for future research, the study establishes a robust conceptual and methodological foundation for AI governance maturity evaluation in journalism ecosystems.

Artificial Intelligence Governance; Algorithmic Accountability; Journalism and AI; Institutional Maturity Models; Algorithmic Auditing; Media Ethics; AI Regulation; Governance Measurement.


IJTSRD107022
Volume-10 | Issue-2, April 2026
575-592
IJTSRD | www.ijtsrd.com | E-ISSN 2456-6470
Copyright © 2019 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0)

International Journal of Trend in Scientific Research and Development - IJTSRD having online ISSN 2456-6470. IJTSRD is a leading Open Access, Peer-Reviewed International Journal which provides rapid publication of your research articles and aims to promote the theory and practice along with knowledge sharing between researchers, developers, engineers, students, and practitioners working in and around the world in many areas like Sciences, Technology, Innovation, Engineering, Agriculture, Management and many more and it is recommended by all Universities, review articles and short communications in all subjects. IJTSRD running an International Journal who are proving quality publication of peer reviewed and refereed international journals from diverse fields that emphasizes new research, development and their applications. IJTSRD provides an online access to exchange your research work, technical notes & surveying results among professionals throughout the world in e-journals. IJTSRD is a fastest growing and dynamic professional organization. The aim of this organization is to provide access not only to world class research resources, but through its professionals aim to bring in a significant transformation in the real of open access journals and online publishing.

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