Skip to content

R Factor Analysis with BAB and QMJ factors (Table 4) in the "Buffett's Alpha" paper

Notifications You must be signed in to change notification settings

penilessquant/buffetts_alpha_R

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

6 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

buffetts_alpha_R

R Factor Analysis with BAB and QMJ factors (Table 4) in the "Buffett's Alpha" paper

How to Run

  1. Edit frazinni.r, choose the csv file to use.
  2. ffdata_brk.csv: BRK.A stock prices from 1980 to 2013
  3. ffdata_brk13f.csv: Berkshire Hathaway 13F-HR portfolio's simulation return from 1999 to 2013
  4. Choose which factor analysis to display - reg_ff1, reg_ff2, ref_ff3.
  5. Run it by Rscript frazinni.r

Major Results on BRK.A analysis

Regression to the market

BRK.A has alpha of 12% and beta of 63%

alt tag

Table 4

We attempt to reproduce the loadings shown in Table 4.

alt tag

Table 4, Column 1: Basic FF loadings

Here we see that the loadings are strong on rmrf, smb, hml, but not on umd.

alt tag

Table 4, Column 1: Loadings with BAB

Here we see that BAB has strong loading, and it weakens both hml and umd. Alpha is reduced from 12% to 8%, indicating BAB has explanatory power.

alt tag

Table 4, Column 1: Loadings with BAB and QMJ

Here we see that QMJ has strong loading, and it weakens smb and umd. Alpha is reduced from 8% to 3%, indicating BAB and QMJ has explanatory power.

alt tag

Major Results on 13F-HR analysis

We don't have enough data (since 1980) to reproduce the 13F-HR analysis in the paper -

alt tag

In the short history we have (since 1999), we can observe loading on QMJ, but not on BAB.

alt tag

References

Buffett's Alpha

https://www.econ.yale.edu/~af227/pdf/Buffett%27s%20Alpha%20-%20Frazzini,%20Kabiller%20and%20Pedersen.pdf

Factor Analysis in R

https://www.calculatinginvestor.com/2011/04/19/fama-french-tutorial/

About

R Factor Analysis with BAB and QMJ factors (Table 4) in the "Buffett's Alpha" paper

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • R 100.0%