Gerlie Collado
President, Los Angeles North Valley Area Planning CommissionRuns the North Valley Area Planning Commission’s meetings; we identified Collado’s voice at all six transcribed.
Presides over the North Valley Area Planning Commission
Talk time, and Collado’s other bodies
- North Valley Area Planning Commission: talk time not compared. Presides over its meetings, so isn’t compared with the members.
Every meeting where we identified Collado’s voice
- Sep 17, 2026North Valley Area Planning Commission14.6 minVideo
- Aug 6, 2026North Valley Area Planning Commission4.3 min2:16
- May 21, 2026North Valley Area Planning Commission8.2 minVideo
- May 7, 2026North Valley Area Planning Commission11.8 minVideo
- Jan 15, 2026North Valley Area Planning Commission2.8 minVideo
- Dec 4, 2025North Valley Area Planning Commission4.0 min0:33
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
We identified Collado’s voice at six meetings. A meeting missing here means we couldn’t attribute the voice, not that Collado was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Gerlie Collado’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 Collado 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 Collado or of Los Angeles alone.