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building-capital-markets
THEME: CAPITAL MARKETS
27 March 2025 Financial Analysts Journal Volume 81, Issue 2

Optimal Factor Timing in a High-Dimensional Setting

  1. Rob Lehnherr, CFA
  2. Manan Mehta
  3. Stefan Nagel

Authors propose a framework for equity factor timing in a high-dimensional setting, using shrinkage to enhance out-of-sample performance. Empirical results show sizable gains, even for factors built solely from large-cap stocks.

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Abstract

We develop a framework for equity factor timing in a high-dimensional setting when the number of factors and factor return predictors can be large. To ensure good out-of-sample performance, the approach is disciplined by shrinkage that effectively expresses a degree of skepticism about outsized gains from timing. In our empirical application, the predictors include macroeconomic variables and factor-specific characteristics spreads between the long and short legs of the factors. We find sizable gains from timing equity factors, including for factors constructed only from large-cap stocks.