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The Role of Intangible Investment in Predicting Stock Returns: Six Decades of Evidence

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Abstract

Using an intangible intensity factor that is orthogonal to the Fama–French factors, we compare the role of intangible investment in predicting stock returns over the periods 1963–1992 and 1993–2022. For 1963–1992, intangible investment is weak in predicting stock returns, but for 1993–2022, the predictive power of intangible investment becomes very strong. Intangible investment has a significant impact not only on the MTB ratio (Fama–French high minus low [HML] factor) but also on operating profitability (OP) (Fama–French robust minus weak [RMW] factor) when forecasting stock returns from 1993 to 2022. For intangible asset-intensive firms, intangible investment is the main predictor of stock returns, rather than MTB ratio and profitability. Our evidence suggests that intangible investment has become an important factor in explaining stock returns over time, independent of other factors such as profitability and MTB ratio.

Original languageEnglish
Article numbere12505
JournalFinancial Management
Volume55
Issue number1
DOIs
Publication statusPublished - 1 Mar 2026
Externally publishedYes

Keywords

  • factor analysis | intangible investment | market-to-book ratio | profitability | stock returns

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