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Validation in Computable General Equilibrium Modeling

In: Handbook of Computable General Equilibrium Modeling

Author

Listed:
  • Dixon, Peter B.
  • Rimmer, Maureen T.

Abstract

Validity is a key issue for consumers of computable general equilibrium (CGE) modeling services. What assurance can producers of CGE results give to consumers that a CGE analysis: (i) is computationally sound, (ii) uses accurate up-to-date data, (iii) adequately captures behavioral and institutional characteristics of the relevant part of the economy, (iv) is consistent with history, and (v) is based on a model that has forecasting credentials? This chapter gives some answers. With regard to (i), CGE modelers have an obligation to conduct exhaustive test simulations. The value of these procedures goes beyond computational checking. Test simulations are a practical way to become familiar with a model and often reveal modeling weaknesses. On (ii) and (iii), the most effective approach for displaying the relevant data and describing what is going on is via a back-of-the-envelope (BOTE) model. A well-designed BOTE model has two properties: it reveals the roles of major behavioral, institutional and data assumptions in causing a model to generate a particular result; and it is small enough to be managed with pencil and paper (on the back of an envelope) and to be presented in a limited timeframe to policy advisors. On (iv) and (v), the chapter describes various aspects of statistical validation, concentrating mainly on historical simulation, baseline forecasting and the testing of baselines against reality. This work demonstrates that CGE models can produce forecasts at a highly disaggregated level that comfortably beat non-model-based trend forecasts. It also demonstrates that there is considerable potential for improved CGE forecasts through conscientious data work and improved methods for projecting trends from historical simulations into forecasting simulations.

Suggested Citation

  • Dixon, Peter B. & Rimmer, Maureen T., 2013. "Validation in Computable General Equilibrium Modeling," Handbook of Computable General Equilibrium Modeling, in: Peter B. Dixon & Dale Jorgenson (ed.), Handbook of Computable General Equilibrium Modeling, edition 1, volume 1, chapter 0, pages 1271-1330, Elsevier.
  • Handle: RePEc:eee:hacchp:v:1:y:2013:i:c:p:1271-1330
    DOI: 10.1016/B978-0-444-59568-3.00019-5
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    References listed on IDEAS

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    2. Peter B. Dixon & Maureen T. Rimmer, 2010. "Johansen's contribution to CGE modelling: originator and guiding light for 50 years," Centre of Policy Studies/IMPACT Centre Working Papers g-203, Victoria University, Centre of Policy Studies/IMPACT Centre.
    3. Peter B. Dixon & Maureen T. Rimmer & Marinos E. Tsigas, 2007. "Regionalising results from a detailed CGE model: Macro, industry and state effects in the U.S. of removing major tariffs and quotas," Papers in Regional Science, Wiley Blackwell, vol. 86(1), pages 31-55, March.
    4. W. Jill Harrison & J. Mark Horridge & K.R. Pearson, 2000. "Decomposing Simulation Results with Respect to Exogenous Shocks," Computational Economics, Springer;Society for Computational Economics, vol. 15(3), pages 227-249, June.
    5. Peter B. Dixon, 2009. "Comments on the Productivity Commission’s Modelling of the Economy‐Wide Effects of Future Automotive Assistance," Economic Papers, The Economic Society of Australia, vol. 28(1), pages 11-18, March.
    6. Hertel, Thomas & Hummels, David & Ivanic, Maros & Keeney, Roman, 2007. "How confident can we be of CGE-based assessments of Free Trade Agreements?," Economic Modelling, Elsevier, vol. 24(4), pages 611-635, July.
    7. Kehoe, Timothy J & Polo, Clemente & Sancho, Ferran, 1995. "An Evaluation of the Performance of an Applied General Equilibrium Model of the Spanish Economy," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 6(1), pages 115-141, June.
    8. Peter B. Dixon & Maureen T. Rimmer, 1999. "Changes in Indirect Taxes in Australia: A Dynamic General Equilibrium Analysis," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 32(4), pages 327-348, December.
    9. Peter B. Dixon & Jayant Menon & Maureen T. Rimmer, 2000. "Changes in Technology and Preferences: A General Equilibrium Explanation of Rapid Growth in Trade," Australian Economic Papers, Wiley Blackwell, vol. 39(1), pages 33-55, March.
    10. Daina McDonald & Peter B. Dixon, 1988. "The Australian Economy: 1987–88 and 1988–89," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 21(2), pages 3-26, June.
    11. Harris, Richard, 1984. "Applied General Equilibrium Analysis of Small Open Economies with Scale Economies and Imperfect Competition," American Economic Review, American Economic Association, vol. 74(5), pages 1016-1032, December.
    12. Feenstra, Robert C, 1994. "New Product Varieties and the Measurement of International Prices," American Economic Review, American Economic Association, vol. 84(1), pages 157-177, March.
    13. Peter B. Dixon & Maureen T. Rimmer, 2004. "The US Economy from 1992 to 1998: Results from a Detailed CGE Model," The Economic Record, The Economic Society of Australia, vol. 80(s1), pages 13-23, September.
    14. Jeffrey J. Reimer, 2007. "Assessing Global Computable General Equilibrium Model Validity Using Agricultural Price Volatility," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 89(2), pages 383-397.
    15. Adams, Philip D., 2005. "Interpretation of results from CGE models such as GTAP," Journal of Policy Modeling, Elsevier, vol. 27(8), pages 941-959, November.
    16. Kehoe, Timothy J., 2002. "An Evaluation of the Performance of Applied General Equilibrium Models of the Impact of NAFTA," Conference papers 331066, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    17. Peter B. Dixon & Maureen T. Rimmer & Glyn Wittwer, 2011. "Saving the Southern Murray‐Darling Basin: The Economic Effects of a Buyback of Irrigation Water," The Economic Record, The Economic Society of Australia, vol. 87(276), pages 153-168, March.
    18. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    19. Peter B. Dixon & Maureen T. Rimmer, 2010. "Optimal Tariffs: Should Australia Cut Automotive Tariffs Unilaterally?," The Economic Record, The Economic Society of Australia, vol. 86(273), pages 143-161, June.
    20. Krueger, Anne O, 1974. "The Political Economy of the Rent-Seeking Society," American Economic Review, American Economic Association, vol. 64(3), pages 291-303, June.
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    23. Dixon, Peter B. & Parmenter, B. R. & Powell, Alan A., 1984. "The role of miniatures in computable general equilibrium modelling : Experience from ORANI," Economic Modelling, Elsevier, vol. 1(4), pages 421-428, October.
    24. Kehoe,Timothy J. & Srinivasan,T. N. & Whalley,John (ed.), 2005. "Frontiers in Applied General Equilibrium Modeling," Cambridge Books, Cambridge University Press, number 9780521825252.
    25. Peter B. Dixon & Maureen T. Rimmer, 1999. "The Government's Tax Package: Further Analysis based on the MONASH Model," Centre of Policy Studies/IMPACT Centre Working Papers g-131, Victoria University, Centre of Policy Studies/IMPACT Centre.
    26. Peter B. Dixon & Maureen T. Rimmer, 2010. "Validating a Detailed, Dynamic CGE Model of the USA," The Economic Record, The Economic Society of Australia, vol. 86(s1), pages 22-34, September.
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    More about this item

    Keywords

    Validating CGE models; CGE test simulations; CGE back of the envelope; CGE baseline; CGE forecasting performance;
    All these keywords.

    JEL classification:

    • C68 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computable General Equilibrium Models
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • D58 - Microeconomics - - General Equilibrium and Disequilibrium - - - Computable and Other Applied General Equilibrium Models

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