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Replacing Judgment by Statistics: Constructing Consumer Confidence Indicators on the Basis of Data-driven Techniques

Author

Listed:
  • Alessandro Girardi
  • Christian Gayer
  • Andreas Reuter

Abstract

This article compares the properties of the European Commission's Consumer Confidence Indicator (CCI) for the euro area with three alternative indices which differ from the former in that they (i) consider a richer set of survey questions and (ii) are the result of data-driven statistical techniques, rather than the simple arithmetic mean of the input series. The alternative indicators are shown to perform only slightly better than the CCI in tracking real private consumption growth and to fail to produce significantly better forecasts of expansions and contractions in private consumption, once information from relevant, timely available hard data is controlled for. The conclusions change, however, if the analysis is re-conducted on well-defined subsets of survey questions. Concretely, the application of the alternative construction techniques to a data set which is limited to questions about consumers' personal finances produces an indicator which, combined with relevant macro-economic time series, yields significant improvements in forecasting expansions and contractions in private consumption.

Suggested Citation

  • Alessandro Girardi & Christian Gayer & Andreas Reuter, 2016. "Replacing Judgment by Statistics: Constructing Consumer Confidence Indicators on the Basis of Data-driven Techniques," European Economy - Discussion Papers 034, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
  • Handle: RePEc:euf:dispap:034
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    File URL: https://economy-finance.ec.europa.eu/publications/replacing-judgment-statistics-constructing-consumer-confidence-indicators-basis-data-driven_en
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    Cited by:

    1. Ivana Lolić & Marija Logarušić & Mirjana Čižmešija, 2022. "Recent Revision of the European Consumer Confidence Indicator: Is There any additional Space for Improvement?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 159(3), pages 845-863, February.

    More about this item

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications

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