MUSA 508 Portfolio

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Shubham Annadate

MSE Data Science Graduate Student, University of Pennsylvania

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The following work was completed as part of the MUSA 508: Public Policy Analytics course (Fall 2020) taught at University of Pennsylvania. The course was instructed by Ken Steif, Michael Fichman, and Matthew Harris, and teaches advanced spatial analysis and application of data science/machine learning in the urban planning and public policy realm.

All the projects and assignments listed below were done in collaboration with Aayush Dua.

Final Project

Forecasting Wildfire Risk for a Region in California


Other Projects and Assignments

Predicting Bike Share Demand in New York


Improving Efficiency of HCD Tax Credit Program


Drug Offense Risk Modeling in San Francisco


Home Price Prediction in Miami


Transit Oriented Development in Chicago


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