Liquidity
Illiquid stocks earn a premium for being hard to trade.
Typical IS Sharpe
0.4 – 0.7
Typical OOS Sharpe
0.2 – 0.4
Capacity
Small-cap
Signal decay
Persistent
Overview
Investors demand compensation for holding illiquid assets because illiquidity increases transaction costs and the risk of not being able to exit a position in adverse conditions. Amihud (2002) proposed a simple illiquidity measure — average daily |return|/volume — that predicts cross-sectional and time-series stock returns. Pastor and Stambaugh (2003) showed that stocks with high sensitivity to aggregate liquidity shocks earn a premium of about 7.5% per year. Liu (2006) constructed a multi-period measure of trading continuity that also predicts returns. Together, these papers establish that liquidity risk is a priced factor distinct from size.
Economic Intuition
The risk-based story is clean: liquidity risk is systematic because it spikes in market downturns when investors most need to sell. Assets with high liquidity betas lose value precisely when the marginal investor's wealth and risk tolerance are lowest — a bad combination that warrants a risk premium. Transaction costs provide a direct economic mechanism: if trading an illiquid stock costs 1–3% round-trip, the gross return premium must exceed this threshold for net returns to be positive. This creates a natural floor on how much the liquidity premium can be arbitraged.
Out-of-Sample Evidence
Moderate OOS survivalThe illiquidity premium is real but inherently hard to harvest for large investors. Transaction costs in illiquid stocks often consume the entire gross premium, leaving nothing net. The premium survives post-publication precisely because it is self-limiting: any large position in illiquid stocks destroys its own premium through market impact. For small accounts (as in this platform's simulation environment), liquidity signals are implementable, but the lesson is to always model transaction costs explicitly.
Key Papers
Foundational research on this factor — start here.
2002
Journal of Financial Markets
Pastor, L., & Stambaugh, R. F.
2003
Journal of Political Economy
2006
Journal of Financial Economics
Further Reading
Momentum and Post-Earnings-Announcement Drift Anomalies: The Role of Liquidity Risk
Sadka, R.
2006
Journal of Financial Economics

