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Project Ideas for Master of Science in Analytics

Turn data into decisions with deep modeling, cloud pipelines, and industry labs.

🏛 Introduction

Georgia Tech’s MS in Analytics compresses statistics, machine learning, and business acumen into a lightning-fast 12- or 24-month journey. Students deploy Spark clusters on Google Cloud, craft causal-inference models in R, and fine-tune transformer pipelines for unstructured text. The interdisciplinary practicum pairs teams with Delta, CDC, and the Atlanta Hawks to solve real data problems—think optimizing vaccine supply chains or predicting player injuries from wearable feeds. Graduates exit fluent in Python, SQL, and stakeholder storytelling.

💡 Suggested Project Titles

Graph-neural-network churn prediction for streaming services

Bayesian A/B testing framework for e-commerce feature rollout

Time-series anomaly detector for smart-grid demand spikes

Computer-vision pipeline classifying defects in additive-manufactured parts

Deep-learning NLP model extracting adverse-event signals from EHR notes

Reinforcement-learning route planner for drone delivery fleets

Demand-forecast dashboard for farm-to-table grocery logistics

Propensity-to-donate model for global NGO fundraising

Explainable-AI credit-risk scoring with fairness constraints

Real-time sentiment monitor for crypto markets using Twitter streams

Survival-analysis of battery health in EV warranty planning

Geospatial clustering of urban heat-island mitigation zones

Topic-model insight engine for patent landscaping

Tensor-decomposition recommender for B2B industrial parts catalogs

Edge-analytics toolkit for predictive maintenance in IIoT factories

Georgia Tech – MS in Analytics

Master data tools and deliver insights that move metrics.

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