Building AI products and automating workflows across Hg’s portfolio companies (PE, $100B+ AUM, $185B EV, focused on B2B software and tech-enabled services). First hire into the US Data & AI team.

Built and led teams shipping supply chain ML systems - demand forecasting, fleet optimization, production planning. Clients across automotive, banking, travel, and consumer goods. Heavy use of simulation (discrete event, agent-based) and optimization (MILP/Gurobi).

Worked with 9 long-term clients on NLP models (text classification, NER, sentiment analysis), web scraping APIs, GIS consulting, and map tile generation. Provided technical advice to startups on ML implementation. GIS consultant for hiking app with >100k active users.

GovTech (Jan 2021 - May 2022)
Associate Data Scientist
Data scientist on the sensor data platform team (Azure, React, Databricks, tileserver-gl). Mobility analytics, privacy-preserving methods, synthetic data generation with GANs.

Ministry of Health (Apr 2020 - Dec 2020)
Public Health Intelligence
COVID task force. Horizon scanning and data analysis to inform reopening and border policies. Built internal tools to streamline epidemiology reporting.

JTC Corporation (Aug 2019 - Apr 2020)
Project Manager
Infrastructure projects. Saved >$200k on ferry terminal construction through stakeholder coordination. Managed $2M+ maintenance budget for industrial facilities.