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Business Analytics Project Ideas for MIT MBAn Students

Power smarter business decisions with analytics-driven projects in machine learning, forecasting, optimization, and digital transformation.

📈 Introduction

The Master of Business Analytics (MBAn) at MIT Sloan empowers students to apply advanced data science to real business problems. These projects cover everything from forecasting and classification to simulation and operational optimization in finance, retail, healthcare, and logistics.

💡 Project Ideas

Predictive Churn Modeling for Subscription-Based Services

Price Sensitivity Analysis Using Regression and Clustering

Supply Chain Demand Forecasting with LSTM Neural Networks

Real-Time Fraud Detection Using Anomaly Detection Techniques

A/B Testing Platform for Marketing Campaign Optimization

Customer Lifetime Value Modeling for E-Commerce Brands

Inventory Optimization Using Reinforcement Learning

Text Analytics for Product Review Sentiment Classification

Churn Prediction Dashboard for Telecom Customers

Credit Risk Scoring Model Using Gradient Boosting Machines

Optimizing Call Center Operations Using Queueing Theory

Sales Forecasting Across Retail Chains Using Time-Series Analysis

Behavioral Segmentation for Retail Loyalty Programs

Feature Engineering Pipeline for High-Dimensional Datasets

Data-Driven Recommender System for Cross-Selling in Banking

Dynamic Pricing Engine for Ride-Sharing Services

AI-Powered Resume Screening for Recruitment Automation

Logistics Route Optimization Using Genetic Algorithms

Optimization of Ad Spend Allocation Across Digital Channels

Forecasting Store Traffic Using External Weather and Event Data

ML Model Drift Detection and Monitoring Strategy

Deep Learning Model for Defect Detection in Manufacturing

Interactive Dashboard for Tracking ESG Investment Metrics

Fraud Risk Scoring in Insurance Claims Using XGBoost

Predictive Maintenance Model for Smart Factories

Collexa - Your Academic Partner

Need help with feature engineering, model optimization, or dashboard design? Collexa guides MBAn students through their analytics journey.

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