Jurnal Riset Multidisiplin : Agrisosco
Vol 4, No 1 (2026): Vol 4 No 1 April 2026

Utilizing ChatGPT as a Large Language Model for Qualitative Decision Tree Modeling: A Proof-of-Concept for Strengthening Food Security in Indonesia

Rachmadhan, Aditya Arief (Unknown)
Wijayati, Prasmita Dian (Unknown)
Widayanti, Annisa Vira (Unknown)
Hariputra, Akbar (Unknown)
Dewanti, Rizki Puspita (Unknown)



Article Info

Publish Date
30 Apr 2026

Abstract

This study explores the use of Artificial Intelligence, specifically ChatGPT as a large language model, in constructing a qualitative decision tree to support food security analysis in Indonesia. Framed within the FAO’s four-pillar approach—availability, access, utilization, and stability—the research adopts a methodological proof-of-concept design and does not rely on primary or secondary empirical datasets. Instead, the analysis is based on AI-generated reasoning derived from structured prompts, which are systematically organized into a conceptual decision tree framework. Validation is conducted through interpretative comparison with established theoretical frameworks and national policy documents, rather than empirical testing or expert elicitation. The resulting model provides a structured representation of strategic pathways and potential policy options, highlighting the advantages of AI-assisted modeling in terms of speed, scalability, and integrative synthesis of knowledge. However, the model remains qualitative and exploratory, with limitations related to contextual specificity, potential bias, and the absence of real-time data. The findings suggest that AI can function as a complementary analytical tool for structuring policy-relevant insights, although its application requires careful validation and should not be interpreted as evidence of policy effectiveness.

Copyrights © 2026






Journal Info

Abbrev

asc

Publisher

Subject

Agriculture, Biological Sciences & Forestry Economics, Econometrics & Finance Education Law, Crime, Criminology & Criminal Justice Social Sciences

Description

Jurnal Riset Multidisiplin : AGRISOSCO merupakan Jurnal Penelitian dan Artikel Review Ilmiah yang diterbitkan Lembaga Penelitian, Pengembangan, Pemberdayaan Potensi Indonesia (LP4I) yang terbit 3 (tiga) kali dalam setahun pada bulan April, Agustus dan Desember. Penyunting menerima kiriman naskah ...