Oakland
Menu

Josie Ahrens

Chair, Oakland Planning Commission

We identified Ahrens’ voice at nine meetings.

Talk time, and Ahrens’ other bodies
  • Planning Commission: talk time not compared. Presides over its meetings, so isn’t compared with the members.
Neighborhoods Ahrens named

One place Ahrens named in meetings

Lines where Ahrens named the place, read by two AI readers that both agree it means that place. Each dot plays the newest one; brighter means named more often.

Oakland
  • Downtown Oakland 1 time

Places are drawn at the centre of their own boundary in the city’s neighborhoods (CEDA) file (City of Oakland Open Data Portal). A dot says the place was named, not where Ahrens was or what was said about it.

Meetings

Every meeting where we identified Ahrens’ voice

Nine, newest first. The date opens the meeting; the time plays the video at Ahrens’ first remark.

  1. Sep 23, 2026Planning Commission9.1 min4:14
  2. Sep 2, 2026Planning Commission7.0 min2:22
  3. Jun 3, 2026Planning Commission5.7 min18:30
  4. May 20, 2026Planning Commission21.9 min20:45
  5. Apr 1, 2026Planning Commission4.9 min44:12
  6. Mar 18, 2026Planning Commission1.4 min32:46
  7. Feb 18, 2026Planning Commission16.6 min30:00
  8. Feb 4, 2026Planning Commission9.6 min1:25:28
  9. Nov 19, 2025Planning Commission4.6 min8:56
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 Ahrens was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Josie Ahrens’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 Ahrens 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 Ahrens or of Oakland alone.