Recovering Investor Expectations from Demand for Index Funds

Working Paper: NBER ID: w26608

Authors: Mark L. Egan; Alexander Mackay; Hanbin Yang

Abstract: We use a revealed-preference approach to estimate investor expectations of stock market returns. Using data on demand for index funds that follow the S&P 500, we develop and estimate a model of investor choice to flexibly recover the time-varying distribution of expected future returns across investors. Our analysis is facilitated by the prevalence of leveraged funds that track the same underlying asset: by choosing between higher and lower leverage, investors trade off higher return against less risk. Our estimates indicate that investor expectations are heterogeneous, extrapolative, and persistent. Following a downturn, investors become more pessimistic on average, but there is also an increase in disagreement among participating investors due to the presence of contrarian investors.

Keywords: Investor Expectations; Index Funds; S&P 500; Leveraged ETFs; Behavioral Economics

JEL Codes: D12; D81; D84; G11; G50


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
investor expectations are heterogeneous (D84)investor purchasing behavior (G11)
investor expectations are extrapolative (D84)investor purchasing behavior (G11)
investor expectations are persistent (D84)investor purchasing behavior (G11)
downturn (E32)investor pessimism (G41)
downturn (E32)disagreement among investors (G40)
choice of leveraged ETF (G11)expectations about future stock market performance (G17)
choice of leveraged ETF (G11)risk preferences (D81)
mean expectation of returns is negatively correlated with dispersion of beliefs (D80)lower future returns (G12)
average forecast errors are predictable (C53)violation of full-information rational expectations (D84)
past returns and dispersion of beliefs (D80)forecast errors (C53)

Back to index