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Manufacturing Industry Timing and Hedge Fund Performance

Article BigQuant

Summary

The study tests whether hedge funds can time returns in particular industries and whether measured timing ability predicts later fund outcomes. It first removes market exposure from industry returns, then estimates each fund’s industry timing coefficient with rolling regressions. Fama–MacBeth regressions and sorted portfolio tests assess whether those estimates predict future performance, flows, and survival.

Across the 12 Fama–French industries, manufacturing timing is the only measure reported to predict higher future returns. The relationship remains after controls, persists for up to six months, and is associated with subsequent inflows and higher survival. The authors connect the finding to funds’ exposure to unexpected earnings, the persistence of manufacturing earnings surprises, and post-announcement drift. These results describe historical associations in the study’s hedge fund sample; they do not establish that the strategy will work in other periods or guarantee that investors can capture the reported returns.

Key ideas

  • Industry timing is estimated using market-orthogonal industry returns and rolling fund regressions.
  • Manufacturing timing coefficients predict future hedge fund returns in the reported sample, while the other tested industries do not show the same result.
  • The return relationship persists for up to six months and remains after controlling for fund characteristics and other timing abilities.
  • Stronger manufacturing timing is associated with later fund inflows and higher survival likelihood.
  • Greater earnings-surprise exposure, surprise persistence, and post-announcement drift are offered as explanations for the manufacturing result.

Tags

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.