
24h Datathon organized by SUDATA and SUBAA Uni Society
Analyzed 5,700+ YouTube comments on Taylor Swift’s engagement using Gemini LLM with ELM theory. Explored sentiment evolution, persuasion pathways, and herding effects in digital discourse.
Univariate & multivariate forecasting (ARIMA+ feature signals) to explore AI-cycle dynamics on NVDA price.
Built a data-driven posting strategy for AI creators by modeling 3,143 videos across 80+ channels. Identified optimal time-slot Ă— channel-scale combinations and estimated ~10% overall view lift by shifting posting windows.
Compared multiple regression specifications and nonlinear forecasting models to evaluate the relative impact of education and work experience on earnings. Tested extended models to reduce omitted-variable bias.
Analyzed UCI Vino Verde wine data (white + red) to identify key physicochemical drivers of sensory quality. Performed assumption checks, log transforms, model selection (stepwise/exhaustive), and stability validation (VIP + Adaptive Fence).
Quantifies hazard exposure and proposes parametric insurance levers; combines hazard indices with socio-economic layers.
Student survey analysis on learning behaviours and expectations; cleaning, Likert scaling and reporting.
Exploratory analysis on employer types and income distributions across Australian regions.
Constructs a composite index to score SA2 areas by resource accessibility; normalization, weighting, and ranking.
Comparative Analysis of Classifier Accuracy and Runtime on Pima Indians Diabetes and Room Occupancy Datasets

Asia-Pacific mathematical modeling contest.
International mathematical modeling competition.
Analyze order-level dataset; cluster consumer segments, model delivery-time drivers, and estimate promo impact with causal inference.
Explore short-video engagement; prototype an agentic analytics dashboard (Tableau + LLM/agents) for retention and recommendations.
Feature engineering from play-by-play and seed history; Elo/efficiency ratings; logistic/XGBoost ensemble for upset prediction.