Computer Architecture and Signal Processing
Vol. 1 No. 2 (2026): June: Computer Architecture and Signal Processing

Data-Driven Learning Analytics Conceptual Framework for Automated Competency Mapping in Outcome-Based Education: A Design Science Research Approach

Hasbu Naim Syaddad (Universitas Widyatama)
Zainal Arifin Hasibuan (Universitas Komputer Indonesia)
Bobi Kurniawan S (Universitas Komputer Indonesia)
Sri Supatmi (Universitas Komputer Indonesia)
Agus Nursikuwagus (Universitas Komputer Indonesia)
Citra Noviyasari (Universitas Komputer Indonesia)



Article Info

Publish Date
11 Jun 2026

Abstract

The implementation of Outcome-Based Education (OBE) in higher education demands precise measurement of Graduate Learning Outcomes (CPL) and Course Learning Outcomes (CPMK). However, current conventional Learning Management Systems (LMS) remain static and centered on final performance metrics (grades), thus failing to map student academic profiles into sub-competencies in a real-time and granular manner. This study proposes a conceptual artifact in the form of an Intelligent Tutoring System (ITS) architecture based on Learning Analytics (LA) and Knowledge Graphs to automate competency mapping. Through the Design Science Research Methodology (DSRM) approach, this framework designs a data fusion pipeline that integrates high-resolution academic log data with curriculum ontologies. The proposed architecture consists of three main layers: data acquisition, predictive modeling using Machine Learning, and a recommendation engine based on Explainable AI (XAI). This conceptual framework provides a blueprint for higher education institutions to transform from reactive curriculum evaluation into precise and auditable adaptive learning governance.

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Journal Info

Abbrev

CASP

Publisher

Subject

Description

Aims This journal aims to disseminate research on computer architecture and digital signal processing as the foundation for high-performance, embedded, and intelligent computing systems. Scope Computer architecture and organization Embedded systems and IoT hardware Digital signal processing ...