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Stephisha Ycoy-Walton

Vice chair, Oakland Budget Advisory Commission

We identified Ycoy-Walton’s voice at four meetings.

4 of 6transcribed meetings with their voice identified
Talk time, and Ycoy-Walton’s other bodies
Meetings

Every meeting where we identified Ycoy-Walton’s voice

Four, newest first. The date opens the meeting; the time plays the video at Ycoy-Walton’s first remark.

  1. Sep 15, 2026Budget Advisory Commission10.8 min10:59
  2. Aug 12, 2026Budget Advisory Commission1.3 min15:55
  3. Mar 11, 2026Budget Advisory Commission6.0 min43:48
  4. Feb 11, 2026Budget Advisory Commission9.3 min25:41
How we identify who is speaking · blind check, pooled across five cities: of 340 commission lines drawn, 260 right, 4 wrong, 1 unclear, 75 couldn’t be judged

A meeting missing here means we couldn’t attribute the voice, not that Ycoy-Walton was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Stephisha Ycoy-Walton’s name only when both agree and a code check finds the name said on, or just before, their turn. Voices our transcripts merge with someone else’s are never attributed, so every count here undercounts what Ycoy-Walton said. For commissions, of 340 lines drawn, 260 were right, 4 wrong and 1 unclear, and the checkers couldn’t judge 75. We have since removed the voices behind 64 of those lines (3 wrong, 0 unclear, the rest we had already held for other reasons). Of the 276 lines we still publish, the checkers could judge 228: 226 right, 1 wrong and 1 unclear (90% lower bound 0.97). They couldn’t judge the other 48. The check is one sample pooled across the five cities, not of Ycoy-Walton or of Oakland alone.