Journal of Innovation and Operational System
Vol. 1 No. 1 (2024): Journal of Innovation and Operational System

The Role of AI (Artificial Intelligence) and Machine Learning in Enhancing Decision-Making Processes within Operational Systems

Sukma Hendrian (Universitas Catur Insan Cendikia)



Article Info

Publish Date
23 Mar 2025

Abstract

This study investigates the role of artificial intelligence (AI) and machine learning (ML) in enhancing decision-making processes across healthcare, finance, and logistics sectors. Using a mixed-methods approach, data were collected from 150 organizations, analyzing metrics such as decision-making speed, accuracy, error reduction, and user satisfaction. Findings reveal that AI/ML integration significantly improved decision accuracy and speed, with finance demonstrating the highest increases in efficiency. However, sector-specific challenges—such as regulatory constraints in healthcare and data privacy in finance—highlight the need for industry-specific AI/ML implementation strategies. The results support theories of decision-making and technological innovation, indicating that AI/ML can optimize decision quality when balanced with human oversight. Practical implications suggest that industry leaders adopt phased AI/ML integration strategies to address regulatory and operational barriers, while policymakers could establish frameworks that support responsible AI use. Future research could explore AI/ML’s impact on decision-making in smaller organizations or emerging technologies' influence on decision processes.

Copyrights © 2024






Journal Info

Abbrev

jiosjournal

Publisher

Subject

Computer Science & IT Engineering Industrial & Manufacturing Engineering Mechanical Engineering Transportation

Description

The Journal of Innovation and Operational System (JIOS) is a peer-reviewed academic journal dedicated to advancing knowledge and research in the fields of technology, innovation, and operational systems. It serves as a platform for publishing high-quality research that explores the intersection of ...