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2 / 21. Present business situationBusiness expectations. Visual Analog Scale (VAS) in Web Surveys . . Ifo Economic Climate Index. . . 3-Category Scale.. . 3 / 21. Motivation: Measurement of Expectations . . Qualitative measurement of economic expectations: category-rating scales. Probabilistic expectations.
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1. Effectiveness of the Visual Analog Scale for the Measurement of Business Expectations
Anna Stangl
Ifo Institute for Economic Research
Brussels, 12. October 2009
2. 2 / 21 Visual Analog Scale (VAS) in Web Surveys
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6. 6 / 21 Data
7. 7 / 21 Observation period
8. 8 / 21 Scale reliability:
Parallel-form reliability
Test-retest reliability
Internal consistency
Inter-rater reliability
Scale Reliability Tests
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11. 11 / 21 “Epistemic uncertainty”
Bruine de Bruin et al., 2000
Dispersion of business expectations (Heterogeneity)
Zarnowith and Labros, 1987, Bomberger, 1996, Batchelor and Dua, 1996,
Giordani and Soderlind, 2003, Rich and Tracy, 2006, Mitchel et al., 2005,
Lahiri and Liu, 2006, Doepke and Fritsche, 2006, Boero et al., 2007…
3. Kurtosis
Doepke and Fritsche, 2006: A significant kurtosis above 3 indicates
that the forecasters are very close to each other.
4. Skewness
Doepke and Fritsche, 2006: If the distribution of economic expectations is
significantly skewed, consensus among forecasters is rejected
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15. 15 / 21 Skewness of the VAS Business Expectations
16. 16 / 21 Skewness of the VAS Business Expectations andProduction Index
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18. 18 / 21 Dispersion and Kurtosis of business expectations
- Contra-cyclical
- Proxy for uncertainty and heterogeneity
“Epistemic uncertainty” (Bruine et al. definition)
- Increases around turning points
- Proxy for uncertainty
Skewness of the VAS distribution
- Cyclical
- More pronounced in VAS business situation
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21. 21 / 21 Gathering longer time-series
Improving the business cycle forecasts with the information on uncertainty and heterogeneity of expectations (out-of-sample forecasts)
VAS measurement of consumer expectations
Application of VAS batteries in surveys, analysis of drop-outs
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