A Censored Random Coefficients Model for Pooled Survey Data with Application to the Estimation of Power Outage Costs
AbstractIn 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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Date of creation: 01 Aug 2000
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- Klaus Moeltner & David F. Layton, 2002. "A Censored Random Coefficients Model For Pooled Survey Data With Application To The Estimation Of Power Outage Costs," The Review of Economics and Statistics, MIT Press, vol. 84(3), pages 552-561, August.
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- 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.
- Skoufias, E., 1989. "Labor Market Opportunities And Interafamily Time Allocation In Rural Households In South Asia," Papers 3-90-2, Pennsylvania State - Department of Economics.
- 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,
Wiley Blackwell, vol. 42(2), pages 79-119, April.
- Herriges, Joseph A. & Caves, Douglas W. & Windle, R. J., 1990. "Customer Demand for Service Reliability in the Electric Power Industry: A Synthesis of the Outage Cost Literature," Staff General Research Papers 10790, Iowa State University, Department of Economics.
- 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.
- Swamy, P A V B, 1970.
"Efficient Inference in a Random Coefficient Regression Model,"
Econometric Society, vol. 38(2), pages 311-23, March.
- Tom Doan, . "SWAMY: RATS procedure to compute a GLS matrix weighted estimator for a panel data set," Statistical Software Components RTS00206, Boston College Department of Economics.
- Vassilis A. Hajivassiliou & Axel Borsch-Supan, 1990.
"Smooth Unbiased Multivariate Probability Simulators for Maximum Likelihood Estimation of Limited Dependent Variable Models,"
Cowles Foundation Discussion Papers
960, Cowles Foundation for Research in Economics, Yale University.
- 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.
- Herriges, Joseph A. & Caves, Douglas W. & Windle, R. J., 1992. "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.
- 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.
- Vassilis A. Hajivassiliou & Daniel L. McFadden & Paul Ruud, 1993. "Simulation of Multivariate Normal Rectangle Probabilities and their Derivatives: Theoretical and Computational Results," Working Papers _024, Yale University.
- Daniel J. Stynes & George L. Peterson & Donald H. Rosenthal, 1986. "Log Transformation Bias in Estimating Travel Cost Models," Land Economics, University of Wisconsin Press, vol. 62(1), pages 94-103.
- Bhargava, Alok, 1997. "Nutritional status and the allocation of time in Rwandese households," Journal of Econometrics, Elsevier, vol. 77(1), pages 277-295, March.
- Gregory L. Poe & Michael P. Welsh & Patricia A. Champ, 1997. "Measuring the Difference in Mean Willingness to Pay When Dichotomous Choice Contingent Valuation Responses Are Not Independent," Land Economics, University of Wisconsin Press, vol. 73(2), pages 255-267.
- Douglas W. Caves & Joseph A. Herriges & Robert J. Windle, 1992. "The Cost of Electric Power Interruptions in the Industrial Sector: Estimates Derived from Interruptible Service Programs," Land Economics, University of Wisconsin Press, vol. 68(1), pages 49-61.
- Michael Beenstock & Ephraim Goldin & Yoel Haitovsky, 1997. "The Cost of Power Outages in the Business and Public Sectors in Israel: Revealed Preference vs. Subjective Valuation," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 39-61.
- Chi-Keung Woo & Kenneth Train, 1988. "The Cost of Electric Power Interruptions to Commercial Firms," The Energy Journal, International Association for Energy Economics, vol. 0(Special I), pages 161-172.
- 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.
- Hajivassiliou, 1993. "A Simulation Estimation Analysis of the External Debt Crises of Developing Countries," Cowles Foundation Discussion Papers 1057, Cowles Foundation for Research in Economics, Yale University.
- Vassilis A. Hajivassiliou, 1993. "A Simulation Estimation Analysis of the External Debt Crises of Developing Countries," Working Papers _022, Yale University.
- Heng Z. Chen & Stephen R. Cosslett, 1998. "Environmental Quality Preference and Benefit Estimation in Multinomial Probit Models: A Simulation Approach," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 80(3), pages 512-520.
- 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.
- Moulton, Brent R., 1986. "Random group effects and the precision of regression estimates," Journal of Econometrics, Elsevier, vol. 32(3), pages 385-397, August.
- 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.
- Daniel Feenberg & Jonathan Skinner, 1992. "The Risk and Duration of Catastrophic Health Care Expenditures," NBER Working Papers 4147, National Bureau of Economic Research, Inc.
- 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.
- Reichl, Johannes & Kollmann, Andrea & Tichler, Robert & Schneider, Friedrich, 2008. "The importance of incorporating reliability of supply criteria in a regulatory system of electricity distribution: An empirical analysis for Austria," Energy Policy, Elsevier, vol. 36(10), pages 3862-3871, October.
- Carlsson, Fredrik & Martinsson, Peter & Akay, Alpaslan, 2011.
"The effect of power outages and cheap talk on willingness to pay to reduce outages,"
Elsevier, vol. 33(5), pages 790-798, September.
- Carlsson, Fredrik & Martinsson, Peter & Akay, Alpaslan, 2009. "The Effect of Power Outages and Cheap Talk on Willingness to Pay to Reduce Outages," IZA Discussion Papers 4307, Institute for the Study of Labor (IZA).
- 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.
- Mark Lijesen, 2004. "Increasing the reliability of electricity production: a cost-benefit analysis," CPB Document 52, CPB Netherlands Bureau for Economic Policy Analysis.
- 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, University of Gothenburg, Department of Economics.
- Xue, Hong & Mainville, Denise Y. & You, Wen & Nayga, Rodolfo M., Jr., 2009. "Nutrition Knowledge, Sensory Characteristics and Consumers’ Willingness to Pay for Pasture-Fed Beef," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49277, Agricultural and Applied Economics Association.
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