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ANECDOTE

Early Indexing Began With Hand Collected Prices

  • Mack McQuown recalled finance before computers when weekly share prices for ~50–200 NYSE stocks were hand-collected, which limited analysis and indexing.
  • That data curation at MIT/Harvard led to early index ideas and set the stage for modern quantitative investing.
INSIGHT

CRSP Database Exposed Active Manager Shortfalls

  • Robin Wigglesworth described how the CRSP project manually assembled prices and corporate corrections, proving stocks' long-term returns and revealing active managers underperformed.
  • The cleaned database showed market returns exceed many active funds once dividends, tax differences, and security types were corrected.
INSIGHT

Market Efficiency Means No Free Alpha After Fees

  • Eugene Fama defined market efficiency: prices reflect available information, so stock-picking won't systematically beat risk‑adjusted expected returns.
  • Empirically, actively managed portfolios' excess returns center around zero before fees and become negative after fees.
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