~/talk

(Improving) Muddled Information

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Heterogeneous gaming ability causes manipulable signals to decouple from true types, so raising incentives reduces information: a two-by-two model and a linear‑quadratic‑elliptical model both show higher stakes lower R-squared (information loss), pooling equilibria exist, and the Stackelberg designer optimally chooses a smaller sensitivity than the Nash fixed point. Remedies include lowering stakes (ban credit use in hiring), hardening features (use incoming links not site text), or flatten allocation rule via noise/regularization.

AI-written summary · about

  1. 0:00Intro
  2. 1:00Allocation Problem
  3. 4:27Signaling Game
  4. 6:44Formal Language
  5. 9:39Observations
  6. 10:58Cost Function
  7. 11:19Natural Action
  8. 12:31Higher Gaming Ability
  9. 14:46Higher Natural Action
  10. 15:31Preliminary Observations
  11. 18:27Main Results
  12. 23:37Interventions
  13. 31:30Commitment
  14. 33:06Model
  15. 39:50Fixed Point
  16. 42:24Improving Information
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