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The Role of Heterogeneous Demand for Temporal and Structural Aggregation Bias

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Author Info
Bente Halvorsen and Bodil M. Larsen () (Statistics Norway)
Abstract

Differences in estimated parameters depending on the frequency of aggregate data have been reported in several fields of economic research. Some differences are due to seasonal variations in demand, but temporal aggregation bias is reported even in seasonally adjusted models. These biases have been explained by time-nonseparable preferences and excluded dynamic components. We show that it is possible to observe temporal aggregation bias in a seasonally adjusted static model even when preferences are time-separable. This is because of changes in the distribution of exogenous factors describing the variation in seasonal demand across consumers. To show this, we develop a method for aggregation based on an Almost Ideal Demand System, where demand response varies across both consumers and time

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Paper provided by Research Department of Statistics Norway in its series Discussion Papers with number 537.

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Date of creation: Apr 2008
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Handle: RePEc:ssb:dispap:537

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Related research
Keywords: Temporal aggregation; Consumer demand; Heterogeneity;

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Find related papers by JEL classification:
C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
D1 - Microeconomics - - Household Behavior

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  1. Richard Blundell & Thomas M. Stoker, 2005. "Heterogeneity and Aggregation," Journal of Economic Literature, American Economic Association, vol. 43(2), pages 347-391, June. [Downloadable!] (restricted)
  2. Jean Imbs & Haroon Mumtaz & Morten Ravn & Hélène Rey, 2005. "PPP Strikes Back: Aggregation and the Real Exchange Rate," The Quarterly Journal of Economics, MIT Press, vol. 120(1), pages 1-43, January.
    Other versions:
  3. Stoker, Thomas M, 1993. "Empirical Approaches to the Problem of Aggregation Over Individuals," Journal of Economic Literature, American Economic Association, vol. 31(4), pages 1827-74, December. [Downloadable!] (restricted)
  4. Marcellino, Massimiliano, 1999. "Some Consequences of Temporal Aggregation in Empirical Analysis," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(1), pages 129-36, January.
  5. Bergstrom, A.R., 1984. "Continuous time stochastic models and issues of aggregation over time," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 20, pages 1145-1212 Elsevier. [Downloadable!] (restricted)
  6. Christiano, Lawrence J & Eichenbaum, Martin & Marshall, David, 1991. "The Permanent Income Hypothesis Revisited," Econometrica, Econometric Society, vol. 59(2), pages 397-423, March. [Downloadable!] (restricted)
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  7. M Pesaran & Yongcheol Shin & Ron P Smith, 2004. "Pooled mean group estimation of dynamic heterogeneous panels," ESE Discussion Papers 16, Edinburgh School of Economics, University of Edinburgh. [Downloadable!]
  8. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July. [Downloadable!] (restricted)
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  9. Bente Halvorsen and Bodil M. Larsen, 2006. "Aggregation with price variation and heterogeneity across consumers," Discussion Papers 489, Research Department of Statistics Norway. [Downloadable!]
  10. Blundell, Richard & Pashardes, Panos & Weber, Guglielmo, 1993. "What Do We Learn About Consumer Demand Patterns from Micro Data?," American Economic Review, American Economic Association, vol. 83(3), pages 570-97, June. [Downloadable!] (restricted)
  11. Heien, Dale, 2001. "Habit, Seasonality, and Time Aggregation in Consumer Behaviour," Applied Economics, Taylor and Francis Journals, vol. 33(13), pages 1649-53, October. [Downloadable!] (restricted)
  12. Deaton, Angus S & Muellbauer, John, 1980. "An Almost Ideal Demand System," American Economic Review, American Economic Association, vol. 70(3), pages 312-26, June. [Downloadable!] (restricted)
  13. Bente Halvorsen, 2006. "When can micro properties be used to predict aggregate demand?," Discussion Papers 452, Research Department of Statistics Norway. [Downloadable!]
  14. Frank Denton & Dean Mountain, 2004. "Aggregation effects on price and expenditure elasticities in a quadratic almost ideal demand system," Canadian Journal of Economics, Canadian Economics Association, vol. 37(3), pages 613-628, August. [Downloadable!] (restricted)
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  15. Buse, Adolf, 1992. "Aggregation, Distribution and Dynamics in the Linear and Quadratic Expenditure Systems," The Review of Economics and Statistics, MIT Press, vol. 74(1), pages 45-53, February. [Downloadable!] (restricted)
  16. Denton, Frank T. & Mountain, Dean C., 2001. "Income distribution and aggregation/disaggregation biases in the measurement of consumer demand elasticities," Economics Letters, Elsevier, vol. 73(1), pages 21-28, October. [Downloadable!] (restricted)
  17. Stoker, Thomas M, 1986. "Simple Tests of Distributional Effects on Macroeconomic Equations," Journal of Political Economy, University of Chicago Press, vol. 94(4), pages 763-95, August. [Downloadable!] (restricted)
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