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01 · Machine Learning
Customer Churn Prediction Model
End-to-end ML pipeline predicting subscriber churn with 91% accuracy, enabling proactive retention interventions across the customer base.
📈 ~18% estimated churn reduction
PythonScikit-learnXGBoostTableauAWS S3
02 · Business Intelligence
Supply Chain Analytics Dashboard
Real-time Power BI dashboard tracking inventory, supplier performance, and logistics KPIs across 6 regions — cutting reporting time from 3 days to 2 hours.
⏱ 93% reduction in reporting time
Power BISQLAzureDAX
03 · NLP Research
Earnings Call Sentiment Analysis
Applied NLP to 5 years of public earnings transcripts to extract sentiment signals correlated with 30-day stock performance.
📊 0.68 Spearman correlation
PythonBERTNLTKPandasPlotly
04 · Systems Analysis
Healthcare EHR Optimization Study
Analyzed EHR system inefficiencies at a regional hospital, proposing workflow redesigns that modeled a 22% reduction in administrative overhead.
🏥 22% overhead reduction modeled
Process MiningSQLRSystems Design
05 · Data Engineering
Automated ETL Pipeline & Data Warehouse
Designed and implemented an end-to-end ETL pipeline consolidating data from 5 sources into a centralized warehouse, enabling self-serve analytics for 50+ users.
⚡ 40% processing time reduction
PythonApache AirflowPostgreSQLAWS
06 · Strategy
Market Entry Analysis — SaaS Vertical
Comprehensive market entry analysis for a B2B SaaS product, combining competitive landscape mapping, TAM/SAM/SOM sizing, and go-to-market channel modeling.
📋 Recommended strategy adopted
ExcelPythonMarket ResearchFinancial Modeling