Portrait of Deswal Waskito

Deswal Waskito

Informatics and Computer Engineering Education

Universitas Negeri Semarang
Semarang, Indonesia

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About Me

I develop research-oriented software systems across AI in education, learning analytics, computer vision, Moodle/LMS development, and applied ICT products for education and health contexts.

AI in EducationLearning AnalyticsAdaptive LearningComputer VisionHuman-Centered SystemsMoodle Plugin Development

Research Directions

Fit for PMDSU promoter discussion through research themes, publications, and implemented systems.

AI in Education & Learning Analytics

Exploring LMS behavioral traces, student modeling, dashboard analytics, and evidence-oriented interventions for intelligent learning environments.

LMS tracesStudent modelingLearning analytics

Adaptive Learning & Student Engagement

Designing feedback mechanisms, gamified learning interactions, and Moodle-based features that support motivation and engagement.

Adaptive feedbackGamificationMoodle

Computer Vision for Human-Centered Systems

Applying pose estimation, face recognition, and movement analysis to build assistive, educational, and monitoring systems.

Pose detectionFace recognitionMotion analysis

Software Engineering for Research Products

Building prototypes, plugins, dashboards, APIs, and full-stack systems that turn research ideas into usable technical artifacts.

Research productsAPIsDashboards

Future Research Plan

These directions show the next academic path: not only what I have built, but how the systems can become research problems, methods, and contributions.

Near-term

Adaptive Feedback in LMS-Based Learning

Designing adaptive feedback mechanisms in Moodle or similar LMS environments using learner activity traces, engagement signals, and learning progress indicators.

Expected contribution

A research-ready LMS feature that can support experimentation on student engagement, motivation, and learning intervention timing.

Learning analyticsMoodle plugin developmentLearner modelingQuantitative evaluation
PMDSU research direction

Learning Analytics for Student State Modeling

Modeling student state from behavioral traces such as activity access, submission patterns, quiz attempts, leaderboard behavior, and attendance signals.

Expected contribution

An interpretable analytics framework that helps educators identify engagement patterns and intervention opportunities without overclaiming prediction accuracy.

Systematic literature reviewEducational data miningDashboard prototypingModel interpretability
Longer-term extension

Computer Vision for Human-Centered Educational Systems

Exploring pose detection and face recognition as supportive signals for interaction, accessibility, attendance, posture analysis, or therapy-oriented learning contexts.

Expected contribution

A responsible applied-computing direction that connects computer vision prototypes with education, health, and human-centered system design.

Pose estimationFace recognitionPrototype evaluationHuman-centered design

Skills

Skills are organized by academic relevance instead of presented as a long unstructured tool list.

Research Methods

Methods used to structure academic inquiry and evaluation.

Systematic Literature ReviewPRISMAExperimental DesignR&D ADDIEQuantitative EvaluationAcademic Writing

AI & Data

Applied AI skills for education, vision, and analytics systems.

Machine LearningComputer VisionLearning AnalyticsYOLOMediaPipeFace RecognitionPose Estimation

Software Engineering

Tools and frameworks for turning research ideas into systems.

Next.jsLaravelMoodle Plugin DevelopmentFlask/FastAPIPostgreSQL/MySQLFlutterREST APIGit/GitHub

Design & Communication

Skills for communicating research products clearly.

UI/UX DesignFigmaTechnical DocumentationPublic SpeakingTraining Delivery