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Isolating Alpha in Trading Models — Transcript

by Roman Paolucci · 179 words · 29 segments · language en · Watch on YouTube

Full transcript

  1. 0:00This is how all of the pieces of the
  2. 0:01puzzle fit together. We start from
  3. 0:03diversifiable undiversifiable risk. We
  4. 0:06take a look at what it looks like
  5. 0:07visually to compress to undiversifiable
  6. 0:09risk. And then we take a look at
  7. 0:11principal component analysis as an
  8. 0:13unsupervised means of corroborating that
  9. 0:16theory. Then we take a look at the
  10. 0:17capital asset pricing model and
  11. 0:19extensions, Fama-French, other factor
  12. 0:22models, factors, use whatever to try to
  13. 0:24proxy in a quantitative way for what we
  14. 0:26need to neutralize. We see that oh wow,
  15. 0:29if we run a market neutral strategy, it
  16. 0:31doesn't matter what the broader
  17. 0:32macroeconomy does so long as our model
  18. 0:34is correct.
  19. 0:36And then when we go about constructing
  20. 0:37that market neutral strategy here, I
  21. 0:39show you on Coke and Pepsi. In reality,
  22. 0:41we'd probably do a broader
  23. 0:42cross-sectional signal if you have
  24. 0:44significantly more data, whatever it is
  25. 0:45you're actually trying to run.
  26. 0:48You see the net effect. When the market
  27. 0:50is down, it doesn't matter so long as
  28. 0:52our model is correct and we've
  29. 0:53reasonably neutralized beta.

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