Data Science Case Studies
Automotive aftermarket pricing analytics
Price Optimization Model for Airbnb, which helps Airbnb hosts set the right price for their Airbnb listing and provides customers, the benefit of cost. This is a Regression Analysis problem.
Revenue management and pricing analytics - Price elasticity modeling, promotional ROI analysis, A/B testing for media industry
Synthetic personal-lines insurance portfolio built as a governed digital twin, with dataset freezing, validation gates, and actuarial realism.
End-to-end Machine Learning project that predicts optimal product discount and estimates revenue impact using LightGBM and Streamlit.
End-to-end machine learning project to predict whether hotel guests will cancel their booking. Includes pricing analysis and recommendations for increasing revenue and reducing cancellations.
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Daily RGM price intelligence for Coca-Cola CSD at Retail store Ireland — zero-cost automated pipeline
Invoice-to-POS pricing model for beverage cost, pour size, markup, and manager review.
Production-style pharmacy category management analytics portfolio using SQL Server, Python, Power BI/DAX, inventory, supplier, assortment and commercial analytics.
Enterprise-grade decision support system for grain pricing and demand forecasting using machine learning, time-series forecasting, pricing scenario simulation, and business intelligence dashboards.
Competitive pricing and promotion benchmarking across 5K+ SKUs with Tableau readouts.
This project analyzes NYC property sales data from September 2016 to September 2017. The goal was to clean, explore, and understand the factors that influence property prices in New York City.
Power BI and SQL analysis of a $2.3M retail portfolio identifying profit leakage drivers and margin erosion across categories includes pricing optimization simulation with $182K uplift estimate.
Laptop Price Analysis Dashboard — Excel-based data analysis project exploring how hardware specifications (CPU, RAM, GPU, storage, brand) impact laptop pricing using pivot tables and interactive dashboards.
Pakistan microphone market analysis using econometrics, XGBoost, GridSearch and Prophet to uncover price elasticity, sales drivers, discount effectiveness, seller dominance, optimal revenue-maximizing prices, and demand forecasts for smarter e-commerce pricing decisions.
Streamlit Automated Dashboard, with LLM powered insights and recommendations for retail brands, covering demand forecasting, marketing mix analysis, and pricing & promotion intelligence for a single-store e-commerce electronics catalogue (44 SKUs · 98 weeks).
Airline pricing, route profitability, and booking behavior analytics dashboard using Python and Power BI.
Power BI & SQL analysis of discount strategy, profitability, product pricing, customer segments, and regional performance.
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