AI-Driven Wildfire Risk Monitoring
Translating satellite data and machine learning into real-time early-warning insights for wildfire response teams.
Overview
As part of the University of Miami MSBA Deloitte DIRPA cohort, our team partnered with Deloitte to design an AI-driven solution for wildfire risk monitoring and early detection. Wildfires cause billions in damages annually and early-warning capabilities can directly save lives. This project bridges advanced analytics with operational decision-making for emergency response stakeholders.
My Role
I served as a data analytics and strategy contributor, responsible for translating analytical outputs into actionable business insights. My focus spanned data pipeline exploration, stakeholder communication, and framing model outputs as decision-ready intelligence.
- Analyzed environmental and satellite datasets to identify fire-risk indicators
- Developed data visualizations to communicate risk patterns to non-technical stakeholders
- Contributed to the project strategy and client-facing reporting framework
- Collaborated across a cross-functional team with Deloitte advisors
Project Scope
Approach
Data Collection and Exploration
Gathered and cleaned geospatial, weather, and historical wildfire datasets to build a reliable analytical foundation.
Risk Modeling
Applied machine learning techniques to identify environmental risk factors and predict high-probability ignition zones.
Visualization and Insight Design
Designed interactive risk maps and dashboards enabling stakeholders to interpret outputs without specialized data science backgrounds.
Strategic Recommendations
Translated model findings into operational recommendations, aligning analytics outputs with real-world emergency response workflows.
Key Takeaways
Real-World Impact
Directly applicable to emergency management decision-making at a scale where timing matters most.
Industry Collaboration
Worked alongside Deloitte professionals, gaining hands-on exposure to enterprise-level consulting workflows.
Insight Communication
Refined the ability to present complex analytics in a way that drives action across diverse audiences.