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Prediciendo decisiones de agentes económicos: ¿Cómo determina el Banco de la República de Colombia la tasa de interés?

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  • Gustavo Nicolás Páez

Abstract

Este trabajo propone una metodología denominada “algoritmo de menú” para la generación automática de modelos de pronóstico de decisiones en política pública. A partir del algoritmo de Metrópolis-Hastings y un conjunto de posibles variables explicativas, se construye un modelo que elige los factores más influyentes y la forma cómo estos, a través de funciones matemáticas, afectan la decisión. Ilustrando su uso con el problema de la predicción de la tasa de interés que fija el Banco de la República de Colombia, se resalta que el algoritmo, evidenciando la forma funcional por medio del cual se pronostica la decisión, provee un insumo cuantitativo para analizar teorías existente sobre la forma en que la decisión es tomada así como amplia el campo de investigación hacia nuevas variables predictivas.

Suggested Citation

  • Gustavo Nicolás Páez, 2015. "Prediciendo decisiones de agentes económicos: ¿Cómo determina el Banco de la República de Colombia la tasa de interés?," Documentos CEDE 12567, Universidad de los Andes, Facultad de Economía, CEDE.
    • Handle: RePEc:col:000089:012567
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    1. Boris Hofmann & Bilyana Bogdanova, 2012. "Taylor rules and monetary policy: a global "Great Deviation"?," BIS Quarterly Review, Bank for International Settlements, September.
    2. George A. Kahn, 2012. "The Taylor Rule and the Practice of Central Banking," Book Chapters, in: Evan F. Koenig & Robert Leeson & George A. Kahn (ed.), The Taylor Rule and the Transformation of Monetary Policy, chapter 3, Hoover Institution, Stanford University.
    3. S. P. Brooks & N. Friel & R. King, 2003. "Classical model selection via simulated annealing," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 65(2), pages 503-520, May.
    4. Salomón Kalmanovitz, 2001. "El Banco de la República como Institución Independiente," Borradores de Economia 190, Banco de la Republica de Colombia.
    5. Salomón Kalmanovitz, 2001. "El Banco De La República Y El Régimen De Meta De Inflación," Borradores de Economia 2460, Banco de la Republica.
    6. Ricardo J. Caballero, 2010. "Macroeconomics after the Crisis: Time to Deal with the Pretense-of-Knowledge Syndrome," Journal of Economic Perspectives, American Economic Association, vol. 24(4), pages 85-102, Fall.
    7. Jesus Otero & Manuel Ramirez, 2009. "Modelling the monetary policy reaction function of the Colombian Central Bank," Macroeconomics and Finance in Emerging Market Economies, Taylor & Francis Journals, vol. 2(1), pages 3-11.
    8. John B. Taylor, 2012. "The Great Deviation," Book Chapters, in: Evan F. Koenig & Robert Leeson & George A. Kahn (ed.), The Taylor Rule and the Transformation of Monetary Policy, chapter 7, Hoover Institution, Stanford University.
    9. Svensson, Lars E. O., 1997. "Inflation forecast targeting: Implementing and monitoring inflation targets," European Economic Review, Elsevier, vol. 41(6), pages 1111-1146, June.
    10. Barro, Robert J. & Gordon, David B., 1983. "Rules, discretion and reputation in a model of monetary policy," Journal of Monetary Economics, Elsevier, vol. 12(1), pages 101-121.
    11. Athanasios Orphanides, 2007. "Taylor rules," Finance and Economics Discussion Series 2007-18, Board of Governors of the Federal Reserve System (U.S.).
    12. Tae-Hwan Kim & Paul Mizen & Thanaset Chevapatrakul, 2008. "Forecasting changes in UK interest rates," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(1), pages 53-74.
    13. Andrew Levin & Volker Wieland & John C. Williams, 2003. "The Performance of Forecast-Based Monetary Policy Rules Under Model Uncertainty," American Economic Review, American Economic Association, vol. 93(3), pages 622-645, June.
    14. Uribe, José Darío, 2013. "La independencia de la Banca Central en Colombia," Chapters, in: Alonso Masmela, Gloria (ed.), Banco de la República : 90 años de la Banca Central en Colombia, chapter 1, pages 11-15, Banco de la Republica de Colombia.
    15. Richard Clarida & Jordi Galí & Mark Gertler, 2000. "Monetary Policy Rules and Macroeconomic Stability: Evidence and Some Theory," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(1), pages 147-180.
    16. Geraats, Petra M., 1999. "Inflation and Its Variation: An Alternative Explanation," Center for International and Development Economics Research, Working Paper Series qt56b2g3vn, Center for International and Development Economics Research, Institute for Business and Economic Research, UC Berkeley.
    17. John H. Cochrane, 2011. "Determinacy and Identification with Taylor Rules," Journal of Political Economy, University of Chicago Press, vol. 119(3), pages 565-615.
    18. Lucas, Robert Jr., 1972. "Expectations and the neutrality of money," Journal of Economic Theory, Elsevier, vol. 4(2), pages 103-124, April.
    19. John P. Judd & Glenn D. Rudebusch, 1998. "Taylor's rule and the Fed, 1970-1997," Economic Review, Federal Reserve Bank of San Francisco, pages 3-16.
    20. Julian A. Parra-Polania, 2012. "Transparency: can central banks commit to truthful communication?," Borradores de Economia 9614, Banco de la Republica.
    21. Litterman, Robert B, 1983. "A Random Walk, Markov Model for the Distribution of Time Series," Journal of Business & Economic Statistics, American Statistical Association, vol. 1(2), pages 169-173, April.
    22. Hodrick, Robert J & Prescott, Edward C, 1997. "Postwar U.S. Business Cycles: An Empirical Investigation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(1), pages 1-16, February.
    23. Athanasios Orphanides, 2001. "Monetary Policy Rules Based on Real-Time Data," American Economic Review, American Economic Association, vol. 91(4), pages 964-985, September.
    24. Orphanides, Athanasios, 2003. "Monetary policy evaluation with noisy information," Journal of Monetary Economics, Elsevier, vol. 50(3), pages 605-631, April.
    25. Gourieroux, C. & Monfort, A. & Trognon, A., 1985. "A General Approach to Serial Correlation," Econometric Theory, Cambridge University Press, vol. 1(3), pages 315-340, December.
    26. Juan Carlos Echeverry & Marcela Eslava M., 1997. "Notas sobre la Tasa de Interés y la Inflación en Colombia," Borradores de Economia 3280, Banco de la Republica.
    27. G. V. Kass, 1980. "An Exploratory Technique for Investigating Large Quantities of Categorical Data," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 29(2), pages 119-127, June.
    28. M. S. Mohanty & Marc Klau, 2005. "Monetary Policy Rules in Emerging Market Economies: Issues and Evidence," Springer Books, in: Rolf J. Langhammer & Lúcio Vinhas Souza (ed.), Monetary Policy and Macroeconomic Stabilization in Latin America, pages 205-245, Springer.
    29. Gloria Lucía Bernal Nisperuza & Johanna Táutiva Pradere, 2011. "Datos en tiempo real:una aplicación a la regla de taylor en Colombia," Revista de Economía Institucional, Universidad Externado de Colombia - Facultad de Economía, vol. 13(24), pages 373-394, January-J.
    30. Chow, Gregory C & Lin, An-loh, 1971. "Best Linear Unbiased Interpolation, Distribution, and Extrapolation of Time Series by Related Series," The Review of Economics and Statistics, MIT Press, vol. 53(4), pages 372-375, November.
    31. Bruce Hajek, 1988. "Cooling Schedules for Optimal Annealing," Mathematics of Operations Research, INFORMS, vol. 13(2), pages 311-329, May.
    32. Henry C. Simons, 1936. "Rules versus Authorities in Monetary Policy," Journal of Political Economy, University of Chicago Press, vol. 44(1), pages 1-1.
    33. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    34. Lucas, Robert Jr, 1976. "Econometric policy evaluation: A critique," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 1(1), pages 19-46, January.
    35. Javier Gómez & José Darío Uribe & Hernando Vargas, 2002. "The Implementation Of Inflation Targeting In Colombia," Borradores de Economia 3603, Banco de la Republica.
    36. Fernandez, Adriana Z. & Koenig, Evan F. & Nikolsko-Rzhevskyy, Alex, 2010. "Can alternative Taylor-rule specifications describe Federal Reserve policy decisions?," Journal of Policy Modeling, Elsevier, vol. 32(6), pages 733-757, November.
    37. Salomón Kalmanovitz, 1997. "Realidades de la independencia del Banco de la República," Revista Cuadernos de Economia, Universidad Nacional de Colombia, FCE, CID, December.
    38. Michael Woodford, 2001. "The Taylor Rule and Optimal Monetary Policy," American Economic Review, American Economic Association, vol. 91(2), pages 232-237, May.
    39. Adrienne A. Kearney, 2003. "The Changing Probability of a Monetary Policy Response to Inflation and Employment Announcements," Eastern Economic Journal, Eastern Economic Association, vol. 29(4), pages 565-574, Fall.
    40. Juan Manuel Julio Román, 2006. "The Monetary Policy Rule During The Transition To A Stable Level Of Inflation: The Case Of Colombia," Borradores de Economia 404, Banco de la Republica de Colombia.
    41. Bernal Raquel, 2003. "Monetary Policy Rules in Colombia," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE, March.
    42. McCallum, Bennett T., 1993. "Discretion versus policy rules in practice: two critical points : A comment," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 39(1), pages 215-220, December.
    43. Taylor, John B., 1993. "Discretion versus policy rules in practice," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 39(1), pages 195-214, December.
    44. Edgberto Alexander Riveros, 2012. "¿Responde el Banco de la República a los movimientos en la tasa de cambio real?," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, vol. 30(69), pages 150-194, December.
    45. Eichengreen, Barry & Watson, Mark W & Grossman, Richard S, 1985. "Bank Rate Policy under the Interwar Gold Standard: A Dynamic Probit Model," Economic Journal, Royal Economic Society, vol. 95(379), pages 725-745, September.
    46. Fernandez, Roque B, 1981. "A Methodological Note on the Estimation of Time Series," The Review of Economics and Statistics, MIT Press, vol. 63(3), pages 471-476, August.
    47. White, Halbert, 2006. "Approximate Nonlinear Forecasting Methods," Handbook of Economic Forecasting, in: G. Elliott & C. Granger & A. Timmermann (ed.), Handbook of Economic Forecasting, edition 1, volume 1, chapter 9, pages 459-512, Elsevier.
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    More about this item

    Keywords

    Selección de modelos; pronósticos; Metrópolis-Hastings; tasas de interés; reglas de Taylor.;
    All these keywords.

    JEL classification:

    • 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
    • C54 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Quantitative Policy Modeling
    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • E40 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - General
    • E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies

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