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Generalized Mixed Estimation Of A Multinomial Discretecontinuous Choice Model For Electricity Demand

Author

Listed:
  • Pene Kalulumia

    (Département d'économique, Université de Sherbrooke)

  • Denis Bolduc

    (GREEN Département d'économique Université Laval, Québec G1K 7P4)

Abstract

In this paper, we applied the generalized mixed estimation approach to the problem of estimating the Quebec residential electricity demand for space and water heating. A multinomial discrete-continuous choice model is used and estimated in two stages. The discrete choice is modelled as a multinomial probit model, while the continuous choice is estimated from a reduced form approach which corrects for the simultaneity biases. The results indicate that the GM estimator which combines prior and sample information dominates the classical ML estimator of the MNP models and hence, provides better prevision for electricity consumption. Evidence also shows that heating-system capital and operating costs, households characteristics, and energy prices have a significant impact on the choice of heating systems and electricity use. In particular, price substitution effects are well predicted.

Suggested Citation

  • Pene Kalulumia & Denis Bolduc, 2004. "Generalized Mixed Estimation Of A Multinomial Discretecontinuous Choice Model For Electricity Demand," Cahiers de recherche 04-01, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
  • Handle: RePEc:shr:wpaper:04-01
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    References listed on IDEAS

    as
    1. Cyril Téjédo & Michel Truchon, 2002. "Monotonicity and Bounds for Cost Shares under the Path Serial Rule," CIRANO Working Papers 2002s-43, CIRANO.
    2. St-Pierre, A & Hanel, P, 1996. "Les effets directs et indirects de l'activite de R&D sur la profitabilite de la firme," Cahiers de recherche 96-01, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    3. Bilodeau, Marc & Slivinski, Al, 1996. "Toilet cleaning and department chairing: Volunteering a public service," Journal of Public Economics, Elsevier, vol. 59(2), pages 299-308, February.
    4. Parent, Daniel, 2002. "Matching, human capital, and the covariance structure of earnings," Labour Economics, Elsevier, vol. 9(3), pages 375-404, July.
    5. Daniel Parent, 1995. "Industry-Specific Capital and the Wage Profile: Evidence from the NLSY and the PSID," CIRANO Working Papers 95s-26, CIRANO.
    6. Petr Hanel, 2001. "Current Intellectual Protection practices by Manufacturing firms in Canada," Cahiers de recherche 01-09, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    7. Paul Makdissi & Quentin Wodon, 2000. "Consumption Dominance Curves: Testing for the Impact of Tax Reforms on Poverty," Cahiers de recherche 00-05, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    8. repec:ebl:ecbull:v:10:y:2003:i:2:p:1-9 is not listed on IDEAS
    9. Jean‐Yves Duclos & Paul Makdissi & Quentin Wodon, 2005. "Poverty‐Reducing Tax Reforms with Heterogeneous Agents," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 7(1), pages 107-116, February.
    10. André Leclerc & Mario Fortin, 2003. "Mesure De La Production Bancaire, Rationalisation Et Efficacité Des Caisses Populaires Desjardins," Cahiers de recherche 03-07, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    11. Paul Makdissi & Quentin Wodon, 2012. "Gini Decomposition And Gini Income Elasticity Under Income Variability," Bulletin of Economic Research, Wiley Blackwell, vol. 64(2), pages 184-191, April.
    12. Paul Makdissi & Quentin Wodon, 2004. "Robust Comparisons of Natural Resources Depletion Indices," Economics Bulletin, AccessEcon, vol. 9(2), pages 1-9.
    13. Duclos, Jean-Yves & Makdissi, Paul & Wodon, Quentin, 2002. "Socially-Efficient Tax Reforms," Cahiers de recherche 0201, Université Laval - Département d'économique.
    14. Paul Makdissi & Quentin Wodon, 2006. "Environmental Regulation And Economic Growth Under Education Externalities," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 31(1), pages 45-51, June.
    15. André Leclerc & Mario Fortin, 2003. "Production et rationalisation des intermédiaires financiers: Leçons à tirer de l’expérience des Caisses Populaires Acadiennes," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 74(3), pages 397-432, September.
    16. Tejedo, Cyril & Truchon, Michel, 2002. "Serial cost sharing in multidimensional contexts," Mathematical Social Sciences, Elsevier, vol. 44(3), pages 277-299, December.
    17. Daniel Parent, 1999. "Methods of Pay and Earnings: A Longitudinal Analysis," ILR Review, Cornell University, ILR School, vol. 53(1), pages 71-86, October.
    18. Bilodeau, Marc & Slivinski, Al, 1996. "Volunteering nonprofit entrepreneurial services," Journal of Economic Behavior & Organization, Elsevier, vol. 31(1), pages 117-127, October.
    19. Wodon, Quentin, 2001. "Government Programs and Poverty," MPRA Paper 12308, University Library of Munich, Germany.
    20. Paul Makdissi & Quentin Wodon, 2002. "Can Safety Nets Offset the Impact of Risk on Wage Inequality and Social Welfare?," Cahiers de recherche 02-08, Departement d'économique de l'École de gestion à l'Université de Sherbrooke, revised 2002.
    21. Paul MAKDISSI & Quentin WODON, 2003. "Robust Poverty Comparisons and Marginal Policy Reform Orderings Under Income Variability," Cahiers de recherche 03-05, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    22. Parent, Daniel, 1999. "Wages and Mobility: The Impact of Employer-Provided Training," Journal of Labor Economics, University of Chicago Press, vol. 17(2), pages 298-317, April.
    23. Cruces Guillermo & Makdissi Paul & Wodon Quentin T., 2004. "Poverty Measurement Under Risk Aversion Using Panel Data," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 3(1), pages 1-18, September.
    24. Duclos, Jean-Yves & Makdissi, Paul & Wodon, Quentin, 2003. "Poverty-Efficient Transfer Programs: The Role of Targeting and Allocation Rules," Cahiers de recherche 0305, CIRPEE.
    25. Cyril Tejedo & Sylvaine PORET, 2002. "Analyse horizontale du marché des biens illicites," Cahiers de recherche 02-06, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    26. Paul Makdissi & Quentin Wodon, 2004. "Measuring Poverty Reduction and Targeting Performance Under Multiple Government Programs," Review of Development Economics, Wiley Blackwell, vol. 8(4), pages 573-582, November.
    27. Pene Kalulumia, 2002. "Effects of government debt on interest rates: evidence from causality tests in johansen-type models," Cahiers de recherche 02-07, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    28. Hanel, P., 1995. "Analyse de la performance a exporter des industries manufacturieres du Quebec," Cahiers de recherche 95-02, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    29. Paul Makdissi & Nguyen Mahn Hung, 2003. "Infantile mortality and fertility decisions in a stochastic environment," Economics Bulletin, AccessEcon, vol. 10(2), pages 1-9.
    30. Makdissi, Paul & Therrien, Yannick & Wodon, Quentin, 2006. "L’impact des transferts publics et des taxes sur la pauvreté au Canada et aux États-Unis," L'Actualité Economique, Société Canadienne de Science Economique, vol. 82(3), pages 377-394, septembre.
    31. William Bentley MacLeod & Daniel Parent, 1998. "Job Characteristics and the Form of Compensation," CIRANO Working Papers 98s-08, CIRANO.
    32. Jean-Yves Duclos & Paul Makdissi, 2007. "Restricted Inequality and Relative Poverty," Research on Economic Inequality, in: Inequality and Poverty, pages 255-280, Emerald Group Publishing Limited.
    33. Paul Makdissi, 2003. "La décroissance démographique : pourquoi pas ?," Revue d'économie politique, Dalloz, vol. 113(3), pages 403-414.
    34. Paul Makdissi & Quentin Wodon, 2006. "Fuel poverty and access to electricity: comparing households when they differ in needs," Applied Economics, Taylor & Francis Journals, vol. 38(9), pages 1071-1078.
    35. Paul Makdissi & Quentin Wodon, 2004. "Fuzzy Targeting Indices and Orderings," Bulletin of Economic Research, Wiley Blackwell, vol. 56(1), pages 41-51, January.
    36. Petr Hanel & Sofiene Zorgati, 2000. "Technology Spillovers and Trade:Empirical Evidence for the G7 Industrial Countries," Cahiers de recherche 00-07, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    37. Makdissi, Paul & Groleau, Yves, 2002. "Que pouvons-nous apprendre des profils de pauvreté canadiens?," L'Actualité Economique, Société Canadienne de Science Economique, vol. 78(2), pages 257-286, Juin.
    38. Petr Hanel, 2003. "Impact of innovation motivated by environmental concerns and government regulations on firm performance: a study of survey data," Cahiers de recherche 03-09, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    39. Mario Fortin & André Leclerc, 2000. "Demographic Changes and Real Housing Prices in Canada," Cahiers de recherche 00-06, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
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    Cited by:

    1. Petr Hanel, 2003. "Impact Of Government Support Programs On Innovation By Canadian Manufacturing Firms," Cahiers de recherche 04-02, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.

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    More about this item

    Keywords

    Generalized mixed estimator; residential electricity demand; multinomial probit; discretecontinuous choice.;
    All these keywords.

    JEL classification:

    • C - Mathematical and Quantitative Methods
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • Q41 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Demand and Supply; Prices

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