In this review, we summarise a paper that builds a financial sentiment indicator using X (Twitter) data to forecast next-day stock market returns and monetary policy shocks. The high-frequency and real-time nature of social media data (particularly from Twitter) can be monitored in time with the changing landscape of US monetary activity.