Back to search

Massachusetts Institute of Technology

Essays on the emiprical properties of stock and mutual fund returns

Abstract

dc:description.abstract

Survivorship bias influences statistical inference in Finance. Through a series of Monte Carlo simulations in the style of Brown, Goetzmann, Ibbotson, and Ross {1992), we study the sampling distribution of the mean return, standard deviation, beta, Fama & MacBeth {1973) t-statistic, and Jegadeesh & Titman (1993) momentum strategy return in progressively truncated datasets. Survivor-biased datasets have higher mean returns, lower return standard deviations and lower betas than the full sample. Beta has no explanatory power even when the CAPM is true, a finding virtually unaffected by survivorship bias. Returns to a momentum strategy are positive even when stock idiosyncratic returns are serially and cross-sectionally uncorrelated, but survivorship bias overestimates the returns and underestimates the beta of the strategy.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Operations Research Center.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2000

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Taylor, Jonathan David, 1969-
Advisor dc:contributor.advisor
  • Andrew W. Lo.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/9043
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/9043

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Taylor, Jonathan David, 1969-. Essays on the emiprical properties of stock and mutual fund returns. Massachusetts Institute of Technology, 2000. http://hdl.handle.net/1721.1/9043