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A Censored Random Coefficients Model for Pooled Survey Data with Application to the Estimation of Power Outage Costs

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Author Info
David F. Layton (University of California)
Klaus Moeltner (University of Washington)

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Abstract

In many surveys multiple observations on the dependent variable are collected from a given respondent. The resulting pooled data set is likely to be censored and to exhibit cross-sectional heterogeneity. We propose a model that addresses both issues by allowing regression coefficients to vary randomly across respondents and by using the Geweke-Hajivassiliou-Keane simulator and Halton sequences to estimate high-order probabilities. We show how this framework can be usefully applied to the estimation of power outage costs to firms using data from a recent survey conducted by a U.S. utility. Our results strongly reject the hypotheses of parameter constancy and cross-sectional homogeneity.

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Paper provided by Econometric Society in its series Econometric Society World Congress 2000 Contributed Papers with number 0912.

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Date of creation: 01 Aug 2000
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Handle: RePEc:ecm:wc2000:0912

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Kenneth Train, 2000. "Halton Sequences for Mixed Logit," Department of Economics, Working Paper Series 1035, Department of Economics, Institute for Business and Economic Research, UC Berkeley. [Downloadable!]
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  2. Herriges, Joseph A. & Caves, D. W. & Windle, R. J., 2003. "The Cost of Power Interruptions in the Industrial Sector: Estimates Derived from Interruptible Service Programs," Staff General Research Papers 10789, Iowa State University, Department of Economics.
  3. Pasha, Hafiz A. & Ghaus, Aisha & Malik, Salman, 1989. "The economic cost of power outages in the industrial sector of Pakistan," Energy Economics, Elsevier, vol. 11(4), pages 301-318, October. [Downloadable!] (restricted)
  4. Caves, Douglas W & Herriges, Joseph A & Windle, Robert J, 1990. "Customer Demand for Service Reliability in the Electric Power Industry: A Synthesis of the Outage Cost Literature," Bulletin of Economic Research, Blackwell Publishing, vol. 42(2), pages 79-119, April.
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  5. Bhargava, Alok, 1997. "Nutritional status and the allocation of time in Rwandese households," Journal of Econometrics, Elsevier, vol. 77(1), pages 277-295, March. [Downloadable!] (restricted)
  6. Skoufias, Emmanuel, 1993. "Labor market opportunities and intrafamily time allocation in rural households in South Asia," Journal of Development Economics, Elsevier, vol. 40(2), pages 277-310, April. [Downloadable!] (restricted)
  7. Hajivassiliou, V A, 1994. "A Simulation Estimation Analysis of the External Debt Crises of Developing Countries," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(2), pages 109-31, April-Jun. [Downloadable!] (restricted)
  8. Moulton, Brent R., 1986. "Random group effects and the precision of regression estimates," Journal of Econometrics, Elsevier, vol. 32(3), pages 385-397, August. [Downloadable!] (restricted)
  9. Hajivassiliou, Vassilis & McFadden, Daniel & Ruud, Paul, 1996. "Simulation of multivariate normal rectangle probabilities and their derivatives theoretical and computational results," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 85-134. [Downloadable!] (restricted)
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  10. Feenberg, Daniel & Skinner, Jonathan, 1994. "The Risk and Duration of Catastrophic Health Care Expenditures," The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 633-47, November. [Downloadable!] (restricted)
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  11. Boyle Kevin J. & Welsh Michael P. & Bishop Richard C., 1993. "The Role of Question Order and Respondent Experience in Contingent-Valuation Studies," Journal of Environmental Economics and Management, Elsevier, vol. 25(1), pages S80-S99, July. [Downloadable!] (restricted)
  12. Andrews, Donald W K, 1996. "Admissibility of the Likelihood Ratio Test When the Parameter Space Is Restricted under the Alternative," Econometrica, Econometric Society, vol. 64(3), pages 705-18, May. [Downloadable!] (restricted)
  13. Swamy, P A V B, 1970. "Efficient Inference in a Random Coefficient Regression Model," Econometrica, Econometric Society, vol. 38(2), pages 311-23, March. [Downloadable!] (restricted)
  14. Borsch-Supan, Axel & Hajivassiliou, Vassilis A., 1993. "Smooth unbiased multivariate probability simulators for maximum likelihood estimation of limited dependent variable models," Journal of Econometrics, Elsevier, vol. 58(3), pages 347-368, August. [Downloadable!] (restricted)
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(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Siikamäki, Juha & Layton, David, 2005. "Incentive Payment Programs for Environmental Protection: A Framework for Eliciting and Estimating Landowners' Willingness to Participate," Discussion Papers dp-05-57, Resources For the Future. [Downloadable!]
  2. Carlsson, Fredrik & Martinsson, Peter, 2006. "Do Experience and Cheap Talk influence Willingness to Pay in an Open-Ended Contingent Valuation Survey?," Working Papers in Economics 190, Göteborg University, Department of Economics. [Downloadable!]
  3. Mark Lijesen, . "Increasing the reliability of electricity production; A cost benefit analysis," CPB Documents 52, CPB Netherlands Bureau for Economic Policy Analysis. [Downloadable!]
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