Abstract
Most empirical work employs models with fixed parameters. In contrast, I discuss the specification of self-selection models with random parameters. I demonstrate that in a self-selection model, mis-specification of the parameter structure as constant causes biased estimates, especially of the selectivity effect. I estimate a self-selection model of moonlighting with random parameters and find that the selectivity effect, which was almost absent in the constant parameter version of the model, is indeed significant.
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References
Akin J, Guilkey DK, Sickles R (1979) A Random Coefficient Probit Model with an Application to the Study of Migration. Journal of Econometrics 11:233–246
Benus J, Kmenta J, Shapiro H (1976) The Dynamics of Household Budget Allocation to Food Expenditures. Review of Economics and Statistics 68:129–138
Chesher A (1984) Testing for Neglected Heterogeneity. Econometrica 52 (4):865–872
Hausman JA, Wise DA (1978) A Conditional Probit Model for Qualitative Choice: Discrete Decisions Recognizing Interdependence and Heterogeneous Preferences. Econometrica 46:319–339
Heckman J (1976) The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models. Annals of Social and Economic Measurement 5:475–492
Hildreth C, Houck JP (1968) Some Estimators for a Linear Model with Random Coefficients. Journal of the American Statistical Association 63:584–595
Hurd M (1979) Estimation in Truncated Samples when there is Heteroscedasticity. Journal of Econometrics 11:247–258
Krishnan P (1990) The Economics of Moonlighting: A Double Self-Selection Model. Review of Economics and Statistics 72 (2):361–367
Lee LF, Trost RP (1978) Estimation of Some Limited Dependent Variable Models with an Application to Housing Demand. Journal of Econometrics 8:357–382
McFadden D (1964) Existence Conditions for Theil-Type Preferences. Mimeograph, University of California, Berkeley
McFadden D (1973) Conditional Logit Analysis of Qualitative Choice Behavior. In: Zarembka P (ed) Frontiers in Econometrics. Academic Press, New York
Maddala GS (1977) Econometrics. McGraw-Hill, New York
Maddala GS (1983) Limited Dependent and Qualitative Variables in Econometrics. Cambridge University Press, New York
Maddala GS, Nelson F (1975) Switching Regression Models with Exogenous and Endogenous Switching. Proceedings of the American Statistical Association 423–426
Pollak RA, Wales TJ (1969) Maximum Likelihood Estimates of the Linear Expenditure System. Econometrica 37:116–128
Rubin H (1950) A Note on Random Coefficients. In: Koopmans TC (ed) Statistical Inference in Dynamic Statistical Models. John Wiley & Sons, New York
Swamy PAVB (1970) Efficient Inference in a Random Coefficient Regression Model. Econometrica 38:311–323
Selen J (1981) Random Parameters and Selectivity Adjustment for the Linear Model. Working Paper of the Swedish Institute for Social Research, Stockholm
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I would like to thank G.S. Maddala, Lawrence Kenny, Philip King and two anonymous referees for their helpful comments.