This paper proposes a time series decomposition of book-to-market ratio (BM) into a trend component and an innovation component (I_BM). Under the framework of stock valuation with growth options, we demonstrate that I_BM is negatively related to the change of growth options and therefore...

A bottom-up measure of aggregate investment plans, namely, aggregate expected investment growth (AEIG) can negatively predict market returns. At the one-year horizon, the adjusted in-sample R-square is 18.2% and the out-of-sample R-square is 14.4%. The return predictive power is robust after...

Consistent with neoclassical models with investment lags, we find that a bottom-up measure of aggregate investment plans, namely, aggregate expected investment growth, negatively predicts future stock market returns. with an adjusted in-sample R2 of 18.5% and an out-of-sample R2 of 16.3% at the...

Consistent with neoclassical models with investment lags, we find that a bottom-up measure of aggregate investment plans, namely, aggregate expected investment growth, negatively predicts future stock market returns. with an adjusted in-sample R2 of 18.5% and an out-of-sample R2 of 16.3% at the...