Project Portfolio
GIS & Spatial Analysis
Digital Divides in Mexico
Center for Spatial Business, University of Redlands, 2026
Collected and analyzed data for over 20 independent and 30 dependent variables and created maps for spatial analysis in an upcoming journal submission from Drs. James Pick and Avijit Sarkar.
Battle Damage Detection from Satellite Imagery
University of Redlands, 2026
Reimplemented the Pixel-Wise T-Test (PWTT) for battle damage detection in JupyterLab, outside its original platform, Google Earth.
Sidewalk Management in ArcGIS
University of Redlands, 2025
StoryMap: https://arcg.is/Pnvue2
Evaluated Esri's Sidewalk Management solution for building sidewalk inventories using deep learning and field data collection on sidewalk conditions.
Landslide Susceptibility, Eaton/Palisades
University of Redlands, 2025
Developed Python code to map fire-adjusted landslide susceptibility using DEM and geological data, and satellite imagery.
Sustainable Investment in AfPak
Princeton University, 2010-11
Modeled sustainable investment potential along the Afghanistan–Pakistan border using ArcGIS to analyze environmental and socioeconomic patterns.
Product Strategy & Market Analysis
AI-in-Edtech Product Database/Market Mapping
Common Sense Growth, 2023-24
Built a database of 700+ AI-in-EdTech products, mapping key segments and players in the space.
Membership Product Marketing Strategy
Common Sense Growth, 2023
Developed the GTM plan and 5-year financial model for a $10M+ family membership product.
Chromebook Monitoring Product Go-to-Market
SchoolBranch, 2023
Developed and executed a GTM strategy for a K-12 Chromebook monitoring tool currently used across Arcadia schools.
AI & Data Systems
AI Data Quality Evaluation & Optimization
Scale AI/Outlier, 2024-25 (current)
Supported large language model development through strategic data evaluation and refinement to ensure high-quality training inputs.
Data Systems Analysis
KIPP Foundation, 2014-15
Catalogued and analyzed KIPP’s SQL and Salesforce databases to inform a system-wide data platform overhaul.
Data Collection, Verification, and Report Card
KIPP Foundation, 2013-15
Collected and verified multi-region K-12 data to produce KIPP’s Annual Report Card and secure $4M in grants.
Team Operations
Project Planning
KIPP Foundation, 2013
Created and implemented a project-planning template that streamlined communication and ensured on-time delivery.
