Skip to main navigation Skip to search Skip to main content

Google search trends and stock markets: Sentiment, attention or uncertainty?

Jan Jakub Szczygielski, Ailie Charteris, Princess Rutendo Bwanya, Janusz Brzeszczyński*

*Corresponding author for this work

    Research output: Contribution to journalArticlepeer-review

    44 Citations (Scopus)
    743 Downloads (Pure)

    Abstract

    Keyword-based measures purporting to reflect investor sentiment, attention or uncertainty have increasingly been used to model stock market behaviour. We investigate and shed light on the narrative reflected by Google search trends (GST) by constructing a neutral and general stock market-related GST index. To do so, we apply elastic net regression to select investor relevant search terms using a sample of 77 international stock markets. The index peaks around significant events that impacted global financial markets, moves closely with established measures of market uncertainty and it is predominantly correlated with uncertainty measures in differences, implying that GST reflect an uncertainty narrative. Returns and volatility for developed, emerging and frontier markets widely reflect changing Google search volumes and relationships conform to a priori expectations associated with uncertainty. Our index performs well relative to existing keyword-based uncertainty measures in its ability to approximate and predict systematic stock market drivers and factor dispersion underlying return volatility both in-sample and out-of-sample. Our study contributes to the understanding of the information reflected by GST, their relationship with stock markets and points towards generalisability, thus facilitating the development of further applications using internet search data.

    Original languageEnglish
    Article number102549
    Number of pages27
    JournalInternational Review of Financial Analysis
    Volume91
    Early online date31 Jan 2023
    DOIs
    Publication statusPublished - 1 Jan 2024

    Keywords

    • Attention
    • Elastic net regression
    • Google search trends
    • Machine learning
    • Market uncertainty
    • Returns
    • Sentiment
    • Volatility

    Fingerprint

    Dive into the research topics of 'Google search trends and stock markets: Sentiment, attention or uncertainty?'. Together they form a unique fingerprint.

    Cite this