2025 – Present
Predictive Analytics for Learner-Outcome Prediction
Independent Researcher · Manuscript in preparation
Using the Open University Learning Analytics Dataset (OULAD) to predict at-risk
learners from early engagement data. Compared Logistic Regression, Random Forest,
and XGBoost — XGBoost performed best (macro F1 0.574, AUC 0.858). Sketching an
LLM-based feedback architecture as a future direction, aimed at extending this work
toward programming-specific education data.
2026 – Present
Research Assistant
NURO
Contributing to ongoing research activities; early stage of appointment.
2024
Independent Researcher — IEEE Conference Publication
Deep Learning-Based Agricultural Image Analysis
Contributed as 5th of 6 authors to a modified ResNet50V2 CNN classifying tomato
ripeness and quality across four categories — 95.36% accuracy on a 3,345-image
dataset. See Publications below.
2022 – 2023
Undergraduate Thesis Researcher
International Islamic University Chittagong
High-Temperature Necking Effects on the Active Layer of a ZnO-Based Organic-Inorganic
Solar Cell. Investigated thermal degradation phenomena affecting active-layer
performance. Completed with an A+ grade, supervised by Prof. Dr. Md. Shamimul Haque
Choudhury.
2026
Peer Reviewer
International Conference on Computer Science and Application Engineering (CSAE 2026)
Reviewed a research manuscript in computer science and artificial intelligence.