When central bank research meets Google search: A sentiment index of global financial stress
Mikhail Stolbov,
Maria Shchepeleva and
Alexander Karminsky
Journal of International Financial Markets, Institutions and Money, 2022, vol. 81, issue C
Abstract:
We construct a sentiment-based index of global financial stress (s-GFS index) for the period January 2004-December 2020. It builds on a novel methodological approach, which synthesizes the intensity of Google search for specific terms and word collocations related to financial instability and their prior selection based on the titles and abstracts of more than 2,000 working papers posted on the Basel Bank for International Settlements Central Bank Research Hub. The s-GFS index obtained by means of sparse principal component analysis (PCA) accurately captures major episodes of global financial instability during the observation period, playing a pivotal role for the US financial stress as well as industrial production in the USA, the Eurozone and China. It also Granger causes several well-known measures of global financial instability based on sentiment and “hard” data, e.g. the VIX index, as well as the overall dynamics of the global financial cycle, thereby emphasizing the usefulness of sentiment-based measures in monitoring worldwide financial stress.
Keywords: Financial stability; Financial stress; Google trends; Sentiment index; Sparse principal component analysis (search for similar items in EconPapers)
JEL-codes: G15 G41 (search for similar items in EconPapers)
Date: 2022
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Citations: View citations in EconPapers (3)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:intfin:v:81:y:2022:i:c:s1042443122001640
DOI: 10.1016/j.intfin.2022.101692
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