PT - JOURNAL ARTICLE AU - Michael D. Bergmann AU - C. Thomas Howard TI - Estimating Asset Class Standard Deviations and Correlations AID - 10.3905/jwm.2003.320485 DP - 2003 Oct 31 TA - The Journal of Wealth Management PG - 11--18 VI - 6 IP - 3 4099 - https://pm-research.com/content/6/3/11.short 4100 - https://pm-research.com/content/6/3/11.full AB - The authors present a robust method for estimating the asset class covariance matrix for use in a mean variance optimizer. The article is based on the work of Ledoit [1997] who proposes a technique for combining the sample covariance matrix with the single index covariance matrix to yield an estimate that has a lower out of sample standard error than does either of the two inputs when used alone. Using data from 1990 through 2001, the authors apply this methodology, with a few of additional modifications, to the AMG Guaranty Trust N.A. universe and present covariance, correlation, and standard deviation estimates.