Crosato, L.; Mariani, P.; Marletta, A.; Zavanella, B. (2018). Big data and official data: a cointegration analysis based on Google Trends and economic indicators. En 2nd International Conference on Advanced Reserach Methods and Analytics (CARMA 2018). Editorial Universitat Politècnica de València. 229-235. https://doi.org/10.4995/CARMA2018.2018.8364
Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/111837
Title:
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Big data and official data: a cointegration analysis based on Google Trends and economic indicators
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Author:
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Crosato, Lisa
Mariani, Paolo
Marletta, Andrea
Zavanella, Biancamaria
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Issued date:
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Abstract:
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[EN] In this paper the relationship between the Industrial Production Index (IPI),
the confidence index for the manufacturing sector and Google searches for
several words linked to the economic situation is explored. In ...[+]
[EN] In this paper the relationship between the Industrial Production Index (IPI),
the confidence index for the manufacturing sector and Google searches for
several words linked to the economic situation is explored. In particular, time
series referred to the period January 2004 - September 2016 on Italian data.
An analysis of significant correlations between the selected indicators is
achieved to explore the probable comovements of same. Adding one
observation at a time since the first forewarning signs of the 2008 crisis, we
find that a few Google searches and the IPI cointegrate, particularly during
the strong downward trend leading to January 2009, while there is no
cointegration between confidence indicators and the IPI. These results
suggest that searches in google and the IPI or the confidence indexes are
influenced by common circumstances. Finally forecasts of the IPI obtained
through VECM models suggest that the evolution of the IPI can be well
represented using the real time Gtrends selected variables.
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Subjects:
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Web data
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Google trends
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Confidence indicators
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Cointegration
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Internet data
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Big data
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QCA
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PLS
,
SEM
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Conference
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Copyrigths:
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Reconocimiento - No comercial - Sin obra derivada (by-nc-nd)
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ISBN:
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9788490486894
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Source:
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2nd International Conference on Advanced Reserach Methods and Analytics (CARMA 2018).
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DOI:
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10.4995/CARMA2018.2018.8364
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Publisher:
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Editorial Universitat Politècnica de València
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Publisher version:
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http://ocs.editorial.upv.es/index.php/CARMA/CARMA2018/paper/view/8364
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Conference name:
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CARMA 2018 - 2nd International Conference on Advanced Research Methods and Analytics
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Conference place:
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Valencia, Spain
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Conference date:
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Julio 12-13,2018
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Type:
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Capítulo de libro
Comunicación en congreso
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