Los Angeles
Menu

Manjusha P. Kulkarni

Former member, Los Angeles Ethics Commission

We identified Kulkarni’s voice at three meetings.

Former member. Kulkarni’s term ended Jun 30, 2026; our record covers only the final months.

3 of 3transcribed meetings with their voice identified
Talk time, and Kulkarni’s other bodies
  • Ethics Commission: talk time not compared. Listed on the roster as President, so isn’t compared with the members.
Meetings

Every meeting where we identified Kulkarni’s voice

Three, newest first. The date opens the meeting; the time plays the video at Kulkarni’s first remark.

  1. Jun 17, 2026Ethics Commission24.4 min0:06
  2. Feb 18, 2026Ethics Commission15.7 minVideo
  3. Dec 17, 2025Ethics Commission42.9 min0:21
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 Kulkarni was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Manjusha P. Kulkarni’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 Kulkarni 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 Kulkarni or of Los Angeles alone.