Our papers are the official record of our discoveries. They allow others to build on and apply our work. Each paper is the result of many months of research, so we make a special effort to make them clear, beautiful and inspirational, and publish them in leading journals.

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  • Coupling news sentiment with web browsing data improves prediction of intra-day price dynamics

    Financial markets

    GRIBGBGCG. CaldarelliFL... PLoS ONE

    News sentiment and price dynamics

    News sentiment analysis and web browsing data are unilluminating alone, but inspected together, predict fluctuations in stock prices.

  • The effects of Twitter sentiment on stock price returns

    Financial markets

    GRDAGCG. CaldarelliMGIM PLoS ONE

    Effect of Twitter on stock prices

    When the number of tweets about an event peaks, the sentiment of those tweets correlates strongly with abnormal stock market returns.

  • Web search queries can predict stock market volumes

    Financial markets

    IBSBGCG. CaldarelliMCAU... PLoS ONE

    Search queries predict stocks

    Analysis of web search queries about a given stock, from the seemingly uncoordinated activity of many users, can anticipate the trading peak.