Work — Serena Xie

Where does Toronto's daycare supply fall short of the workforce that needs it?

A bivariate web map for DEI, benefits design, and workforce planning. It flags neighbourhoods where childcare access and labour-force participation are mismatched, turning spatial analysis into employer action.

Web Map DEI Benefits Design Workforce Planning

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How much safety do Toronto pedestrians give up for a faster walk?

An interactive pedestrian safety navigator for Toronto. Enter any two locations to compare the fastest and safest walking routes, scored against real crime data from the Toronto Police Service.

Mapbox GL JS Turf.js Routing Algorithm Crime Data GGR472

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Where should Halifax run its next light-rail corridor?

GIS-based multi-criteria least-cost-path analysis for a proposed Light Rail Transit alignment through Halifax Regional Municipality.

GIS Transit ArcGIS Pro Nova Scotia

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How equitably does Toronto distribute its pharmacies, doctors, and hospitals?

A density-based reading of Shoppers Drug Mart pharmacies, physician offices, and hospitals across Toronto's neighbourhoods.

GIS Healthcare Access Toronto

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Health Mapping & Spatial Cluster Analysis

Where in Ontario do infant mortality and road-collision risks cluster?

Choropleth mapping of infant mortality rates across Ontario and LISA cluster analysis of child and senior road-collision risks.

GIS Health Geography LISA Ontario

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