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Weighting Methods for Attrition in Choice-Based Panels

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Panels for Transportation Planning

Part of the book series: Transportation Research, Economics and Policy ((TRES))

Abstract

A choice-based panel sample is one in which selected sample units, chosen on the basis of endogenous variable values, are repeatedly surveyed over time. Choice-based panel samples are subject to two forms of bias. The first arises from selective attrition. The second is a result of the choice-based nature of the sampling scheme itself. This chapter discusses weighting methods for choice-based panel samples which account for both kinds of bias, and enable us to draw inferences regarding the population. Panel samples are usually replenished with refreshments to maintain the size and representativeness of the panel. This chapter discusses weighting methods for refreshment samples, and briefly reviews sampling schemes that can be used for recruitment of new panel members. We demonstrate the application of these methods through a study of mode choice behavior in the Puget Sound Transportation Panel.

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References

  • Abdel-Aty, M. (1994) A New Approach to Route Choice Data Collection: Multiphase CATI Panel Surveys Using a GIS Data Base. Mimeograph.

    Google Scholar 

  • Amemiya, T. (1985) Advanced Econometrics. Harvard University Press, Cambridge, Massachusetts.

    Google Scholar 

  • Ben-Aiuva, M. and Lerman, S.R. (1985) Discrete Choice Analysis: Theory and Application to Travel Demand. MIT Press, Cambridge, Massachusetts.

    Google Scholar 

  • Bollen, K.A. (1989) Structural Equations with Latent Variables. John Wiley Sons, New York.

    Google Scholar 

  • Brownstone, D. and Chu, X. (1997) Multiply-imputed sampling weights for consistent inference with panel attrition. Chapter Ten in this volume.

    Google Scholar 

  • Cossletr, S.R. (1981) Maximum likelihood estimator for choice-based samples. Econometrica, 49(5), 1289 - 1316.

    Article  Google Scholar 

  • Dwivedi, T. and Srivastava, K. (1978) Optimality of least squares in the seemingly unrelated regressions model. Journal of Econometrics, 7, 391 - 395.

    Article  Google Scholar 

  • Greene, W.H. (1990) Econometric Analysis. Macmillan Publishing Co., New York.

    Google Scholar 

  • Greene, W.H. (1990a) LIMDEP Version 5. 1. Econometric Software Inc., New York.

    Google Scholar 

  • 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 Economic and Social Measurement, 5, 475 - 492.

    Google Scholar 

  • Hensher, D.A. (1989) An assessment of attrition in a multi-wave panel of households. In J. Hauer, et al. (eds.) Urban Dynamics and Spatial Choice Behavior. Kluwer Publishing, Dordrecht, 105 - 124.

    Chapter  Google Scholar 

  • Imbens, G. (1992) An efficient method of moments estimator for discrete choice models with choice-based sampling. Econometrica, 60(5), 1187 - 1214.

    Article  Google Scholar 

  • Krramura, R. (1990) Panel analysis in transportation planning: An overview. Transportation Research, 24A, 401 - 415.

    Article  Google Scholar 

  • Krramura, R. and Bovy, P.H.L. (1987) Analysis of attrition biases and trip reporting errors for panel data. Transportation Research, 21A, 287 - 302.

    Google Scholar 

  • Krramura, R. and Bunch, D.S. (1990) Heterogeneity and state dependence in household car ownership: A panel analysis using ordered-response probit models with error components. In M. Koshi (ed.) Transportation and Traffic Theory. Elsevier Science Publishers B.V., North Holland, 477 - 496.

    Google Scholar 

  • Krramura, R Pendyata, R.M. and Goudas, K.G. (1993) Weighting methods for choice-based panels with correlated attrition and initial choice. In C.F. Daganzo (ed.) Transportation and Traffic Theory. Elsevier Science Publishers B.V., North Holland, 275 - 294.

    Google Scholar 

  • Lancaster, T. and Imbens, G. (1990) Choice-based sampling of dynamic populations. In J. Hartog, G. Ridder, and J. Theeuwes (eds.) Panel Data and Labor Market Studies. Elsevier Science Publishers B.V., North Holland, 21 - 43.

    Google Scholar 

  • Maddai A., G.S. (1983) Limited Dependent and Qualitative Variables in Econometrics. Cambridge University Press. Cambridge, Massachusetts.

    Google Scholar 

  • Manskq, C.F. and Lerman, S.R. (1977) The estimation of choice probabilities from choice based samples. Econometrica, 45(8), 1977 - 1988.

    Article  Google Scholar 

  • Manski, C.F. and Mcfadden, D. (1981) Alternative estimators and sample designs for discrete choice analysis. In C.F. Manski and D.McFadden (eds.) Structural Analysis of Discrete Data. MIT Press, Cambridge, Massachusetts, 2 - 50.

    Google Scholar 

  • Murawwu, E. and Warrerson, W.T. (1990) Developing a household travel panel survey for the Puget Sound Region. Transportation Research Record, 1285, 40 - 46.

    Google Scholar 

  • Murakaml, E. and Watterson, W.T. (1992) The Puget Sound Transportation Panel after two waves. Transportation, 19(2), 141 - 158.

    Article  Google Scholar 

  • Nelson, F.D. (1984) Efficiency of the two-step estimator for models with endogenous sample selection. Journal of Econometrics, 24, 181 - 196.

    Article  Google Scholar 

  • Permyal A., R.M., Gouuas, K.G., Krramura, R. and Murakami, E. (1992) Development of weights for a choice-based panel sample with attrition. Transportation Research, 27A(6), 477 - 492.

    Google Scholar 

  • Bidder, G. (1990) Attrition in multi-wave panel data. In J. Hartog, et al. (eds.) Panel Data and Labor Market Studies. North Holland, Amsterdam, 45 - 69.

    Google Scholar 

  • Thtu, J.C. and Horowrrz, J.L. (1991) Estimating a destination choice model from a choice-based sample with limited information. Geographical Analysis, 23(4), 298 - 315.

    Google Scholar 

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© 1997 Springer Science+Business Media New York

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Pendyala, R.M., Kitamura, R. (1997). Weighting Methods for Attrition in Choice-Based Panels. In: Golob, T.F., Kitamura, R., Long, L. (eds) Panels for Transportation Planning. Transportation Research, Economics and Policy. Springer, Boston, MA. https://doi.org/10.1007/978-1-4757-2642-8_9

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  • DOI: https://doi.org/10.1007/978-1-4757-2642-8_9

  • Publisher Name: Springer, Boston, MA

  • Print ISBN: 978-1-4419-5184-7

  • Online ISBN: 978-1-4757-2642-8

  • eBook Packages: Springer Book Archive

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