~/talk

JimSavage

Talkat StanCon 2018 · 2018-01-10..01-12· [data-science]
name:JimSavage
links:none on file
slides:none on file

Implements an aggregate random coefficients logit in Stan to handle only market-level shares while modeling individual heterogeneity with multivariate normal betas and Gumbel epsilons; addresses price endogeneity by embedding a simple structural supply-side markups rule (profit‑maximizing first‑order condition) rather than relying on external instruments; uses a fake-people Monte Carlo matrix draw to integrate over tastes. Notebook recovers most parameters from simulated data, with a noted bias in the effective price estimate, and argues the approach is identifiable.

AI-written summary · about

  1. 0:00Start
  2. 3:56aggregate data only
  3. 5:34endogeneity in price-setting
  4. 6:39strategy in price setting
  5. 7:53The aggregate random coefficients logit model
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