~/talk

Why data science and UX research should be best friends

Talkat UX New Zealand 2023 · 2023-02-15..02-17· [data-science, ux-and-product-design]
links:none on file
slides:none on file

Explains concrete collaborations: a booking-site model that predicts host acceptance and drives a 10% increase in conversions, a deep learning model that predicts element tapability at ~90% of human judgment, a music-service diary study that uncovers a user belief causing skipped-ad limits, and a bank’s tagger that spits 20–30 tags and increases time on task (a failure that needed UX tightening). Outlines the data pipeline from wrangling to evaluation and shows using models to predict churn and to prioritize features.

AI-written summary · about

  1. 0:00The importance of data
  2. 2:12Defining UX and data
  3. 3:32The data science pipeline
  4. 6:02Technical data processes
  5. 11:21Data storytelling
  6. 12:57Case studies of collaboration
  7. 17:11Spotify's insights
  8. 20:39Lessons from failure
  9. 22:48Holistic user understanding
  10. 25:44Actionable next steps
  11. 30:07Conclusion and resources
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