Sentiment from more than 3.6 million Reuters news articles is tested in a vector autoregression model framework on its ability to forecast returns of the Dow Jones Industrial Average stock index. We show that Reuters sentiment can explain and predict changes in stock returns better than macroeconomic factors. We further find that negative Reuters sentiment has more predictive power than positive Reuters sentiment. Trading strategies with Reuters sentiment achieve significant outperformance with high success rates as well as high Sharpe ratios.
机构:
SW Univ Finance & Econ, Res Inst Econ & Management, Chengdu, Sichuan, Peoples R ChinaHong Kong Polytech Univ, Sch Accounting & Finance, Kowloon, Hong Kong, Peoples R China
Shan, Liwei
Gong, Stephen X.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Sch Accounting & Finance, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Sch Accounting & Finance, Kowloon, Hong Kong, Peoples R China