Ambidextrous : Journal of Innovation, Efficiency and Technology in Organization
Vol. 5 No. 02 (2026): Ambidextrous: Journal of Innovation, Efficiency and Technology in Organization

Expert System for Safety Recommendations of Active Ingredients Combinations Based on Skin Conditions Using a Rule-Based System

Fitra Ramadhan Lubis (Muhammadiyah University of North Sumatra)
Wilda Rina Hasibuan (Muhammadiyah University of North Sumatra)



Article Info

Publish Date
29 Aug 2026

Abstract

The growth of skincare products increases the need for easily accessible information regarding the safety of active ingredient combinations based on skin conditions. This study aims to develop an expert system that provides recommendations for the safety of active ingredient combinations based on the user's skin condition. The study used a system development method with a Rule-Based System approach and the Forward Chaining inference method. The study did not use conventional human populations and samples, but rather used peer-reviewed literature data from 2022–2025 and expert validation. The research instrument consisted of 25 condition rules covering six active ingredients, five skin conditions, and 15 unique active ingredient pairs. Data analysis was carried out through content analysis and expert validation using a four-level scale. The results showed that the system was able to generate recommendations in three categories: Recommended, Caution, and Not Recommended. Black Box testing showed that the authentication, knowledge base management, consultation, combination analysis, and prediction history functions ran as needed. In conclusion, the developed system can be used as an initial consultation medium to provide structured and easily accessible information on active ingredient safety

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Journal Info

Abbrev

ambidextrous

Publisher

Subject

Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Economics, Econometrics & Finance Electrical & Electronics Engineering

Description

Focus: The primary focus of Ambidextrous is to explore and advance the intersection of innovation, efficiency, and technology within organizational contexts. The journal aims to contribute to the understanding and enhancement of organizational capabilities by examining how innovation strategies, ...