From Theory to Operational Architecture: A Framework for Unobtrusive Transformation of the Human Resources Unit in the Age of Artificial Intelligence

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Autore principale: غلامرضا رضائی
Natura: Recurso digital
Lingua:persiano
Pubblicazione: Zenodo 2025
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author غلامرضا رضائی
author_facet غلامرضا رضائی
contents <p><strong><span>Abstract</span></strong></p> <p><span>The Human Resources unit stands at the threshold of a paradigmatic transformation. While Artificial Intelligence technologies promise unprecedented efficiency and strategic insights, the near 70% failure rate of digital transformation projects in this domain testifies to a profound gap between technological capability and the complexity of human, cultural, and process dimensions.</span></p> <p><span>Accepting this challenge, this paper presents a structured, integrated framework for engineering a sustainable and unobtrusive transformation in the Human Resources unit. The proposed framework, derived from a mixed-methods research approach (including theoretical review and an in-depth qualitative case study), rests on three pillars: (1) </span><strong><span>Automated Procedural Justice</span></strong><span> as a design infrastructure, converting rules into transparent and objective logic; (2) </span><strong><span>Controlled Human-AI Nexus</span></strong><span>, where AI acts as an interpretable collaborator with ultimate human governance; and (3) </span><strong><span>Invisible Cultural Engineering</span></strong><span>, which facilitates adoption and behavioral change through system design.</span></p> <p><span>These principles are embodied in a three-layer operational architecture comprising Data Infrastructure, Intelligent Engines, and Value-Creating Experience layers, and are complemented by an agile implementation roadmap (Intelligent Stepping Model). The result is the transition of the HR unit from a traditional support function to an </span><strong><span>"Intelligent Strategic Service and Analysis Center,"</span></strong><span> which not only drastically increases operational efficiency but also acts as a driving engine for transformation across the entire organization. This paper argues that the presented integrated and human-centric approach is a fundamental solution for overcoming the crisis of digital transformation failure at the heart of organizations.</span></p>
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spellingShingle From Theory to Operational Architecture: A Framework for Unobtrusive Transformation of the Human Resources Unit in the Age of Artificial Intelligence
غلامرضا رضائی
: HR Transformation, Socio-Technical Systems Architecture, Procedural Justice, Human-AI Nexus, Cultural Engineering, Explainable AI (XAI), Change Management, Technology Acceptance Design.
<p><strong><span>Abstract</span></strong></p> <p><span>The Human Resources unit stands at the threshold of a paradigmatic transformation. While Artificial Intelligence technologies promise unprecedented efficiency and strategic insights, the near 70% failure rate of digital transformation projects in this domain testifies to a profound gap between technological capability and the complexity of human, cultural, and process dimensions.</span></p> <p><span>Accepting this challenge, this paper presents a structured, integrated framework for engineering a sustainable and unobtrusive transformation in the Human Resources unit. The proposed framework, derived from a mixed-methods research approach (including theoretical review and an in-depth qualitative case study), rests on three pillars: (1) </span><strong><span>Automated Procedural Justice</span></strong><span> as a design infrastructure, converting rules into transparent and objective logic; (2) </span><strong><span>Controlled Human-AI Nexus</span></strong><span>, where AI acts as an interpretable collaborator with ultimate human governance; and (3) </span><strong><span>Invisible Cultural Engineering</span></strong><span>, which facilitates adoption and behavioral change through system design.</span></p> <p><span>These principles are embodied in a three-layer operational architecture comprising Data Infrastructure, Intelligent Engines, and Value-Creating Experience layers, and are complemented by an agile implementation roadmap (Intelligent Stepping Model). The result is the transition of the HR unit from a traditional support function to an </span><strong><span>"Intelligent Strategic Service and Analysis Center,"</span></strong><span> which not only drastically increases operational efficiency but also acts as a driving engine for transformation across the entire organization. This paper argues that the presented integrated and human-centric approach is a fundamental solution for overcoming the crisis of digital transformation failure at the heart of organizations.</span></p>
title From Theory to Operational Architecture: A Framework for Unobtrusive Transformation of the Human Resources Unit in the Age of Artificial Intelligence
topic : HR Transformation, Socio-Technical Systems Architecture, Procedural Justice, Human-AI Nexus, Cultural Engineering, Explainable AI (XAI), Change Management, Technology Acceptance Design.
url https://doi.org/10.5281/zenodo.18056850