π Washington, D.C. | π Data Analytics | π Energy, Climate & Sustainability | π» Dash & R Shiny
π§ tarun.kumanduri99@gmail.com | LinkedIn
Visit my personal website.
Hello! π Iβm Tarun Kumanduri, a Graduate Research Assistant at The George Washington University, pursuing an M.S. in Data Analytics. I specialize in big data processing, predictive modeling, and interactive dashboards to solve real-world problems in climate, energy, finance, and mobility.
π¬ My research applies machine learning, PySpark, and geospatial analytics to uncover insights in environmental science, energy markets, and finance. I build full-stack applications for real-time data visualization and decision-making.
- π Climate & Sustainability Analytics β Built a nitrogen flow model for the Chesapeake Bay Region
- β‘ Energy & Grid Forecasting β Predicted electricity demand & price spikes in NYISO
- π Big Data & Predictive Analytics β Analyzed NYC taxi demand & Fannie Mae loan risk factors
- ποΈ Full-Stack Dashboards β Developed data-driven web apps in Python Dash & R Shiny
πΉ NYISO Electricity Market Analysis (PySpark & ML)
π Key Insights: Forecasted electricity prices & demand, detected anomalies in grid congestion, and built LSTM models for load prediction using PySpark & TensorFlow.
πΉ NYC Taxi Trip Data Analysis (ML & PySpark)
π Key Insights: Modeled taxi demand patterns, predicted trip durations, and performed geospatial clustering of pickup hotspots using PySpark & Scikit-learn.
πΉ SEC Filings Analysis (Neo4j & PySpark)
π Key Insights: Used graph-based AI techniques to extract financial insights from SEC filings, leveraging Neo4j & PySpark.
πΉ Fannie Mae Loan Risk Analysis (PySpark)
π Key Insights: Assessed loan default risks, predicted delinquencies, and visualized loan performance trends using big data processing with PySpark.
πΉ Nitrogen Flow Model for Chesapeake Bay
π Key Insights: Developed a data-driven model to track nitrogen loss, aiding sustainability planning for Chesapeake Bay restoration.
πΉ Social Vulnerability & Environmental Justice Dashboard
π Key Insights: Created an interactive survey-based tool to measure environmental justice & social vulnerability using Dash & geospatial analytics.
πΉ NREL Energy Data Processing
π Key Insights: Built high-performance data pipelines to process renewable energy datasets from NREL using PySpark & Pandas.
πΉ Chesapeake Bay Nitrogen Loss Dashboard
π Key Insights: Designed a real-time dashboard tracking agricultural nitrogen loss trends, supporting USDA 2030 and 2050 goals.
- π Urban Giants Under Threat: Climate Vulnerabilities & Adaptive Strategies in Megacities β AGU Conference 2024
- π A Systems Approach to Understanding Nitrogen Loss β CESUN 2025 Accepted Paper
- π€ Design & Deployment of a Smart Chatbot using Emerging Technologies
- Finance Director, GW Desis Student Organization β Managing finances for a 350+ member Indian graduate student community
- Digital Marketing Director, Google Developer Student Club GWU β Organized tech events for 150+ students
- Volunteer, The Art of Living Foundation β Led mindfulness workshops at USC, GWU, Babson, IIT Hyderabad, NIFT Hyderabad
π LinkedIn: linkedin.com/in/tarunkumanduri
π§ Email: tarun.kumanduri99@gmail.com
π GitHub: github.com/TarunKumanduri1