Selected work · 2022—2026

Case studies

Five systems I've designed and shipped — AI agents, LLM pipelines and data platforms, told the way a product manager thinks: challenge, approach, impact.

Academic

Research interests

Crime Analysis

Crime Analysis

Geo

Hotspot mapping and homicide pattern analysis for evidence-based policing — including a CCA President's Prize-winning map.

Environmental Monitoring

Environmental Monitoring

Geo AI

Deep learning on satellite imagery for disaster detection and response.

Public Health

Public Health

Geo Biz

Spatial analysis of health outcomes — from the MAUP in Ontario health data to how local politics shape care home quality in England.

Quantitative Finance

Quantitative Finance

Fin AI

Transformers, genetic algorithms and streaming ML for financial prediction — from stock prices to real-time fraud detection.

Web Analytics

Web Analytics

Biz AI

Turning unstructured user-generated content into strategic business intelligence via multimodal sentiment analysis and dynamic topic modelling.

Index

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