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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

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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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