Aggregated vs. disaggregated data in regression analysis: implications for inference
This note demonstrates why regression coefficients and their statistical significance differ across degrees of data aggregation. Given the frequent use of aggregated data to explain individual behavior, data aggregation can result in misleading conclusions regarding the economic behavior of individuals.
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- Goodfriend, Marvin, 1992.
American Economic Review,
American Economic Association, vol. 82(3), pages 508-519, June.
- Marvin Goodfriend, 1991. "Information-aggregation bias," Working Paper 91-06, Federal Reserve Bank of Richmond.
- Carroll, Christopher D & Fuhrer, Jeffrey C & Wilcox, David W, 1994. "Does Consumer Sentiment Forecast Household Spending? If So, Why?," American Economic Review, American Economic Association, vol. 84(5), pages 1397-1408, December.
- Christopher D. Carroll & Jeffrey C. Fuhrer & David W. Wilcox, 1991. "Does consumer sentiment affect household spending? If so why?," Finance and Economics Discussion Series 168, Board of Governors of the Federal Reserve System (U.S.).
- Christopher D. Carroll & Jeffery C. Fuhrer & David W. Wilcox, 1994. "RATS code for Does Consumer Sentiment Forecast Household Spending? If So, Why?," QM&RBC Codes 49, Quantitative Macroeconomics & Real Business Cycles.
- Jason Bram & Sydney Ludvigson, 1998. "Does consumer confidence forecast household expenditure? a sentiment index horse race," Economic Policy Review, Federal Reserve Bank of New York, issue Jun, pages 59-78.
- Jason Bram & Sydney Ludvigson, 1997. "Does consumer confidence forecast household expenditure?: A sentiment index horse race," Research Paper 9708, Federal Reserve Bank of New York.
- George C. Davis, 1997. "Product Aggregation Bias as a Specification Error in Demand Systems," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(1), pages 100-109.
- Cherry, Todd L. & List, John A., 2002. "Aggregation bias in the economic model of crime," Economics Letters, Elsevier, vol. 75(1), pages 81-86, March.
- Todd Cherry & John List, 2002. "Aggregation bias in the economic model of crime," Natural Field Experiments 00512, The Field Experiments Website.
- Mittelhammer, Ronald C. & Shi, Hongqi & Wahl, Thomas I., 1996. "Accounting For Aggregation Bias In Almost Ideal Demand Systems," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 21(02), December.
- Robert E. Hall, 1987. "Consumption," NBER Working Papers 2265, National Bureau of Economic Research, Inc. Full references (including those not matched with items on IDEAS)