Media Jurnal Informatika
Vol 17, No 2 (2025): Media Jurnal Informatika

STRIDE-Based Threat Analysis and AI-Driven Dataset Design for Securing Educational E-Payment Systems

Ferdiansyah, Doddy (Unknown)
Lidya, Leony (Unknown)
Muttaqin, Miftahul Fadli (Unknown)



Article Info

Publish Date
03 Jan 2026

Abstract

The increasing adoption of electronic payment (e-payment) systems in educational settings introduces significant cybersecurity challenges. This study conducts a systematic security analysis of a web-based school canteen e-payment system using the STRIDE threat modeling framework. The methodology involves three stages: system modeling with a Data Flow Diagram (DFD), threat mapping across system components, and qualitative risk assessment based on potential impact and likelihood. The analysis identified six STRIDE threat categories, with high-risk findings in Tampering (balance and price manipulation), Spoofing (account takeover), and Denial of Service (flooding attacks). Recommended mitigation strategies include multi-factor authentication, strict server-side input validation, immutable logging, and secure session management. Beyond manual threat analysis, this research contributes by designing a structured threat dataset as a foundation for artificial intelligence (AI) integration. This dataset enables the development of AI models for automated threat classification, risk prediction, and adaptive mitigation recommendations. The findings highlight the importance of proactive and forward-looking security approaches while opening pathways for future research on data-driven security automation in educational digital infrastructures.

Copyrights © 2025






Journal Info

Abbrev

mjinformatika

Publisher

Subject

Computer Science & IT

Description

Media Jurnal Informatika merupakan oleh jurnal yang diterbitkan oleh Program Studi Teknik Informatika Universitas Suryakancana Cianjur yang terbit setiap 6 Bulan pada Juni dan Desember. Media Jurnal Informatika mulai terbit dengan versi cetak pada tahun 2009 dan terbit satu kali dalam satu tahun, ...