A Note on “Risk Reduction in Large Portfolios: Why Imposing the Wrong Constraints Helps”

AuthorJIAQI ZHANG,TONGSHU MA,RAVI JAGANNATHAN
Date01 October 2019
DOIhttp://doi.org/10.1111/jofi.12824
Published date01 October 2019
THE JOURNAL OF FINANCE VOL. LXXIV, NO. 5 OCTOBER 2019
A Note on “Risk Reduction in Large Portfolios:
Why Imposing the Wrong Constraints Helps’’
RAVI JAGANNATHAN, TONGSHU MA, and JIAQI ZHANG
ABSTRACT
This note corrects an error in the proof of Proposition 2 of “Risk Reduction in Large
Portfolios: Why Imposing the Wrong Constraint Helps” that appeared in the Journal
of Finance, August 2003.
PROPOSITION 1(PAGE 1655) OF JAGANNATHAN AND MA(2003) shows that the
global minimum variance portfolio of a given sample covariance matrix when
there are “no short sale” constraints and upper bounds on portfolio weights
is the unconstrained global minimum variance portfolio when the covariance
matrix is adjusted by shrinking its elements that are large in magnitude in a
particular manner.
Proposition 2(page 1656), says that: (1) the adjusted covariance matrix in
Proposition 1is the maximum likelihood estimate of the covariance matrix
subject to the constraint that its implied global minimum variance portfolio
satisfies the portfolio weight constraints, and (2) the global minimum variance
portfolio of the constrained maximum likelihood estimate of the covariance ma-
trix is also the global minimum variance of the sample covariance matrix when
there are “no short sale” constraints and upper bounds on portfolio weights.
Unfortunately, there is an error in the proof of Proposition 2, and in this note
we correct the error. Equation (8) in Jagannathan and Ma (2003) should have
been equation (10) in this note. The two equations are the same except for the
fourth term on the right side of equation (10) in this note. The fourth term was
omitted in Jagannathan and Ma (2003) by mistake, and that mistake carried
over to the proofs of the propositions. Because of this error, the proofs in the
paper are correct only when there are lower bounds on portfolio weights (i.e., “no
short sale” constraints only) but not when there are upper bounds on portfolio
weights as well. We now have the fourth term incorporated, and the proofs of
the propositions have been corrected. The propositions as originally stated in
Jagannathan and Ma (2003) remain valid. In the following, we present a self-
contained discussion of the effects of portfolio weight constraints that corrects
the omission in Section I of the original paper.
Ravi Jagannathan is at Kellogg School of Management, Northwestern University and NBER,
ISB, SAIF. Jiaqi Zhang is at Kellogg School, Northwestern University. Tongshu Ma is with Bing-
hamton University.
DOI: 10.1111/jofi.12824
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