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Tarunkumanduri1/README.md

πŸš€ Tarun Kumanduri | Data Scientist | Researcher

πŸ“ Washington, D.C. | πŸ“Š Data Analytics | 🌍 Energy, Climate & Sustainability | πŸ’» Dash & R Shiny
πŸ“§ tarun.kumanduri99@gmail.com | LinkedIn
Visit my personal website.

πŸ‘‹ About Me

Hello! πŸ‘‹ I’m 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.

πŸ”¬ 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.

🌟 My Expertise

  • 🌍 Climate & Sustainability Analytics – Built a nitrogen flow model for the Chesapeake Bay Region
  • ⚑ Energy & Grid Forecasting – Predicted electricity demand & price spikes in NYISO
  • πŸ“Š Big Data & Predictive Analytics – Analyzed NYC taxi demand & Fannie Mae loan risk factors
  • πŸ—οΈ Full-Stack Dashboards – Developed data-driven web apps in Python Dash & R Shiny

πŸ“‚ Featured Projects

πŸ”Ή NYISO Electricity Market Analysis (PySpark & ML)
πŸ“Œ Key Insights: Forecasted electricity prices & demand, detected anomalies in grid congestion, and built LSTM models for load prediction using PySpark & TensorFlow.

πŸ”Ή NYC Taxi Trip Data Analysis (ML & PySpark)
πŸ“Œ Key Insights: Modeled taxi demand patterns, predicted trip durations, and performed geospatial clustering of pickup hotspots using PySpark & Scikit-learn.

πŸ”Ή SEC Filings Analysis (Neo4j & PySpark)
πŸ“Œ Key Insights: Used graph-based AI techniques to extract financial insights from SEC filings, leveraging Neo4j & PySpark.

πŸ”Ή Fannie Mae Loan Risk Analysis (PySpark)
πŸ“Œ Key Insights: Assessed loan default risks, predicted delinquencies, and visualized loan performance trends using big data processing with PySpark.

πŸ”Ή Nitrogen Flow Model for Chesapeake Bay
πŸ“Œ Key Insights: Developed a data-driven model to track nitrogen loss, aiding sustainability planning for Chesapeake Bay restoration.

πŸ”Ή Social Vulnerability & Environmental Justice Dashboard
πŸ“Œ Key Insights: Created an interactive survey-based tool to measure environmental justice & social vulnerability using Dash & geospatial analytics.

πŸ”Ή NREL Energy Data Processing
πŸ“Œ Key Insights: Built high-performance data pipelines to process renewable energy datasets from NREL using PySpark & Pandas.

πŸ”Ή Chesapeake Bay Nitrogen Loss Dashboard
πŸ“Œ Key Insights: Designed a real-time dashboard tracking agricultural nitrogen loss trends, supporting USDA 2030 and 2050 goals.


πŸ“– Research Publications & Conferences

  • πŸ“„ Urban Giants Under Threat: Climate Vulnerabilities & Adaptive Strategies in Megacities – AGU Conference 2024
  • πŸ“‘ A Systems Approach to Understanding Nitrogen Loss – CESUN 2025 Accepted Paper
  • πŸ€– Design & Deployment of a Smart Chatbot using Emerging Technologies

πŸ›οΈ Community & Leadership

  • Finance Director, GW Desis Student Organization – Managing finances for a 350+ member Indian graduate student community
  • Digital Marketing Director, Google Developer Student Club GWU – Organized tech events for 150+ students
  • Volunteer, The Art of Living Foundation – Led mindfulness workshops at USC, GWU, Babson, IIT Hyderabad, NIFT Hyderabad

πŸ“’ Let’s Connect!

πŸ”— LinkedIn: linkedin.com/in/tarunkumanduri
πŸ“§ Email: tarun.kumanduri99@gmail.com
πŸ“‚ GitHub: github.com/TarunKumanduri1


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