MuhammadAhmad
Resume

07 / Case study

Calgary TransitAccessibility

Mapping transit access and commute efficiency across more than 200 Calgary communities.

  1. Tableau01
  2. ArcGIS02
  3. Open data03
Calgary transit network overlaid with community access markers.

Calgary, ABMMVI KID

Same city.Brightertomorrows.

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Scatter plot comparing Calgary community population and Community Impact Score.

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Differentperspectivebigger impact

The challenge

Which Calgary communities face the largest gaps in transit access and commute efficiency?

Impact

Communities analyzed
200+
Underserved communities identified
15
Bottleneck zones identified
10

Calgary

Realplacesrealprogress

Overview

I led a six-person DATA 201 team analyzing City of Calgary, Statistics Canada and Calgary Transit datasets. We compared access and commute efficiency across more than 200 communities.

Approach

We created two evaluation measures—the Community Impact Score and People-to-Route Ratio—then built interactive Tableau dashboards and ArcGIS maps to surface underserved neighbourhoods and network bottlenecks.

Outcome

The analysis identified 15 underserved communities and 10 bottleneck zones. We presented three recommendations for more equitable transit expansion, grounded in official Calgary Transit planning material.