We introduce a new text-mining methodology that extracts sentiment information from news articles to predict asset … returns. Unlike more common sentiment scores used for stock return prediction (e.g., those sold by commercial vendors or built … with dictionary-based methods), our supervised learning framework constructs a sentiment score that is specifically adapted …