Project Portfolio

GIS & Spatial Analysis

Sidewalk Management in ArcGIS

University of Redlands, 2025 (in progress)
StoryMap: https://arcg.is/Pnvue2

Evaluating 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 elevation, geology, 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.