~/talk

Navigating to nourishment: Technology for food equity

Talkat BUILD with Mapbox 2025 · 2025-09-08..09-12· [web-platform, data-visualization]
links:none on file
slides:none on file

Helpline evolves from phone calls to SMS to a Mapbox map that couples a weighted recommendation model with live travel times, using Mapbox Directions API durations and four signals: data confidence, next-open time, client experience and distance (distance gets 5x weight, later replaced by travel time). Daily re-runs trigger bell alerts when top-three choices change. Features include schedule, reminders, activity feed, image-backed feedback; two developers scale to serve 12,000 people daily with 14,229 users recorded.

AI-written summary · about

  1. 0:00Introduction and setup
  2. 1:23Food equity mission explained
  3. 3:52From phone calls to text messages
  4. 6:01Why maps matter for food access
  5. 8:29Smart recommendations concept
  6. 10:35Building smart food pantry maps
  7. 13:22Travel time over distance
  8. 15:32Daily algorithm updates
  9. 16:34Additional Lemon Tree features
  10. 17:37Scaling impact and growth
  11. 18:20Q&A begins
  12. 19:02Data accuracy and sources
  13. 21:11Future killer features
  14. 22:15Feedback to food pantries
  15. 24:01Product development process
  16. 25:04Closing and thanks
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