In Practice Brief: Big Data Meets the Turbulent Oil Market

Using topic modeling on millions of news articles, the paper creates novel NLP indicators that outperform standard variables in forecasting oil prices, volatility, production, inventories, and energy equity returns—both in-sample and out-of-sample.