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Sampling variability: some observations from a labour supply equation

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Author Info
Daniel V. Gordon
Lars Osberg
Shelley Phipps

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Abstract

In economics, the number of observations available for empirical work is often predetermined. Researchers assume some large sample distribution and carry through with measurement and testing applied to data sets of varying sizes. The consequences of sampling variability are generally ignored. It is shown in a re-sampling experiment, using data sets of different sizes and estimating log-linear male labour supply equations, that a wide range of what appears to be statistically supported estimates of the wage elasticity of labour supply are generated. Testing based on bootstrapped estimates shows that 4000 observations are required to reduce sampling variability to statistically acceptable levels.

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Publisher Info
Article provided by Taylor and Francis Journals in its journal Applied Economics.

Volume (Year): 37 (2005)
Issue (Month): 18 (October)
Pages: 2167-2175
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Handle: RePEc:taf:applec:v:37:y:2005:i:18:p:2167-2175

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  1. Shulamit Kahn & Kevin Lang, 1988. "The Effects of Hours Constraints on Labor Supply Estimates," NBER Working Papers 2647, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  2. Gordon, D.V. & Lin, Z. & Osberg, L. & Phipps, S., 1992. "Predicting Probabilities : Inherent and Sampling Variability in the Estimation of Discrete-Choice Models," Department of Economics at Dalhousie University working papers archive 92-10, Dalhousie, Department of Economics.
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  3. Ashenfelter, Orley, 1980. "Unemployment as Disequilibrium in a Model of Aggregate Labor Supply," Econometrica, Econometric Society, vol. 48(3), pages 547-64, April. [Downloadable!] (restricted)
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  4. Alice Nakamura & Masao Nakamura, 1983. "Part-Time and Full-Time Work Behaviour of Married Women: A Model with a Doubly Truncated Dependent Variable," Canadian Journal of Economics, Canadian Economics Association, vol. 16(2), pages 229-57, May. [Downloadable!] (restricted)
  5. Osberg, Lars & Phipps, Shelley, 1993. "Labour Supply with Quantity Constraints: Estimates from a Large Sample of Canadian Workers," Oxford Economic Papers, Oxford University Press, vol. 45(2), pages 269-91, April. [Downloadable!] (restricted)
  6. Nakamura, Masao & Nakamura, Alice & Cullen, Dallas, 1979. "Job Opportunities, the Offered Wage, and the Labor Supply of Married Women," American Economic Review, American Economic Association, vol. 69(5), pages 787-805, December. [Downloadable!] (restricted)
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