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This paper studies the predictability of ultra high-frequency stock returns and durations to relevant price, volume and transactions events, using machine learning methods. We find that, contrary to low frequency and long horizon returns, where predictability is rare and inconsistent,...
Persistent link: https://www.econbiz.de/10013362020
We survey the nascent literature on machine learning in the study of financial markets. We highlight the best examples of what this line of research has to offer and recommend promising directions for future research. This survey is designed for both financial economists interested in grasping...
Persistent link: https://www.econbiz.de/10014322889
Stock returns are correlated with contemporaneous earnings growth, dividend growth, future real activity, and other …
Persistent link: https://www.econbiz.de/10012467516
-diversified equity portfolio. We do not use any dividend strips data in the estimation of the model; however, model-implied equity yields … their dynamics. Using the model, we price dividend strips of the aggregate market index, as well as any other well … generated by the model match closely the equity yields from the traded dividend forwards reported in the literature. Our model …
Persistent link: https://www.econbiz.de/10014250137
The predictability of the market return and dividend growth is addressed in an equilibrium model with two regimes. A … state variable that drives the conditional means of the aggregate consumption and dividend growth rates follows different … by the price-dividend ratio with R2 11.7% if the probability of being in the first regime exceeds 50%; and dividend …
Persistent link: https://www.econbiz.de/10012462474
the sum of the dividend yield on stocks plus some weighted average of expected future growth rates in dividends. We …
Persistent link: https://www.econbiz.de/10012458014
We investigate a consumption-based present value relation that is a function of future dividend growth. Using data on … aggregate consumption and measures of the dividend payments from aggregate wealth, we show that changing forecasts of dividend … growth make an important contribution to fluctuations in the U.S. stock market, despite the failure of the dividend …
Persistent link: https://www.econbiz.de/10012469093
This paper is an investigation into the determinants of asymmetries in stock returns. We develop a series of cross-sectional regression specifications which attempt to forecast skewness in the daily returns of individual stocks. Negative skewness is most pronounced in stocks that have...
Persistent link: https://www.econbiz.de/10012471074
dividend yield, the earnings yield and the short rate. The predictability regression is suggested by a present value model with … dividend yield predictability is not robust to our increased sample period, does not survive finite sample corrections and does …
Persistent link: https://www.econbiz.de/10012470517
The aggregate dividend payout ratio forecasts aggregate excess returns on both stocks and corporate bonds in post …
Persistent link: https://www.econbiz.de/10012473171