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Constructive data mining: modeling Argentine broad money demand

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Abstract

This paper assesses the empirical merits of PcGets and Autometrics--two recent algorithms for computer-automated model selection--using them to improve upon Kamin and Ericsson's (1993) model of Argentine broad money demand. The selected model is an economically sensible and statistically satisfactory error correction model, in which cointegration between money, inflation, the interest rate, and exchange rate depreciation depends on the inclusion of a \"ratchet\" variable that captures irreversible effects of inflation. Short-run dynamics differ markedly from the long run. Algorithmically based model selection complements opportunities for the researcher to contribute value added in the empirical analysis.

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  • Neil R. Ericsson & Steven B. Kamin, 2008. "Constructive data mining: modeling Argentine broad money demand," International Finance Discussion Papers 943, Board of Governors of the Federal Reserve System (U.S.).
    • Handle: RePEc:fip:fedgif:943
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    References listed on IDEAS

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    1. Kevin D. Hoover & Stephen J. Perez, 1999. "Data mining reconsidered: encompassing and the general-to-specific approach to specification search," Econometrics Journal, Royal Economic Society, vol. 2(2), pages 167-191.
    2. Paul Beckerman, 1992. "The Economics of High Inflation," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-21713-7, October.
    3. Kevin D Hoover & Selva Demiralp & Stephen J Perez, 2010. "Empirical Identification of the Vector Autoregression: The Causes and Effects of U.S. M2," Working Papers 10-03, Duke University, Department of Economics.
    4. Hendry, David F & Doornik, Jurgen A, 1994. "Modelling Linear Dynamic Econometric Systems," Scottish Journal of Political Economy, Scottish Economic Society, vol. 41(1), pages 1-33, February.
    5. Jared Enzler & Lewis Johnson & John Paulus, 1976. "Some Problems of Money Demand," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 7(1), pages 261-282.
    6. Akaike, Hirotugu, 1981. "Likelihood of a model and information criteria," Journal of Econometrics, Elsevier, vol. 16(1), pages 3-14, May.
    7. David F. Hendry & Hans-Martin Krolzig, 2005. "The Properties of Automatic "GETS" Modelling," Economic Journal, Royal Economic Society, vol. 115(502), pages 32-61, March.
    8. repec:bla:jecsur:v:12:y:1998:i:5:p:533-72 is not listed on IDEAS
    9. Julia Campos & Neil R. Ericsson, 1999. "Contructive data mining: modeling consumers' expenditure in Venezuela," Econometrics Journal, Royal Economic Society, vol. 2(2), pages 226-240.
    10. Jared Enzler & Lewis Johnson & John Paulus, 1976. "Some Problems of Money Demand," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 7(1), pages 261-280.
    11. Hendry, David F & Mizon, Grayham E, 1978. "Serial Correlation as a Convenient Simplification, not a Nuisance: A Comment on a Study of the Demand for Money by the Bank of England," Economic Journal, Royal Economic Society, vol. 88(351), pages 549-563, September.
    12. Hendry, David F. & Ericsson, Neil R., 1991. "Modeling the demand for narrow money in the United Kingdom and the United States," European Economic Review, Elsevier, vol. 35(4), pages 833-881, May.
    13. Carlos Santos & David Hendry & Soren Johansen, 2008. "Automatic selection of indicators in a fully saturated regression," Computational Statistics, Springer, vol. 23(2), pages 317-335, April.
    14. Hendry, David F., 2006. "Robustifying forecasts from equilibrium-correction systems," Journal of Econometrics, Elsevier, vol. 135(1-2), pages 399-426.
    15. Johansen, Soren, 1992. "Testing weak exogeneity and the order of cointegration in UK money demand data," Journal of Policy Modeling, Elsevier, vol. 14(3), pages 313-334, June.
    16. Engle, Robert F. & Hendry, David F., 1993. "Testing superexogeneity and invariance in regression models," Journal of Econometrics, Elsevier, vol. 56(1-2), pages 119-139, March.
    17. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    18. Kiguel, Miguel A., 1991. "Inflation in Argentina: Stop and go since the Austral plan," World Development, Elsevier, vol. 19(8), pages 969-986, August.
    19. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    20. Kathryn M. E. Dominguez & Linda L. Tesar, 2007. "International Borrowing and Macroeconomic Performance in Argentina," NBER Chapters, in: Capital Controls and Capital Flows in Emerging Economies: Policies, Practices, and Consequences, pages 297-348, National Bureau of Economic Research, Inc.
    21. Katarina Juselius, 1991. "Domestic and Foreign Effects on Prices in an Open Economy," Discussion Papers 91-05, University of Copenhagen. Department of Economics.
    22. Sebastian Edwards, 2007. "Capital Controls and Capital Flows in Emerging Economies: Policies, Practices, and Consequences," NBER Books, National Bureau of Economic Research, Inc, number edwa06-1.
    23. Neil R. Ericsson & David F. Hendry & Kevin M. Prestwich, 1998. "The Demand for Broad Money in the United Kingdom, 1878–1993," Scandinavian Journal of Economics, Wiley Blackwell, vol. 100(1), pages 289-324, March.
    24. Neil R. Ericsson & Steven B. Kamin, 1993. "Dollarization in Argentina," International Finance Discussion Papers 460, Board of Governors of the Federal Reserve System (U.S.).
    25. Johansen, Soren, 1992. "Cointegration in partial systems and the efficiency of single-equation analysis," Journal of Econometrics, Elsevier, vol. 52(3), pages 389-402, June.
    26. Melnick, Rafi, 1990. "The Demand for Money in Argentina 1978-1987: Before and after the Austral Program," Journal of Business & Economic Statistics, American Statistical Association, vol. 8(4), pages 427-434, October.
    27. Kamin, Steven B. & Ericsson, Neil R., 2003. "Dollarization in post-hyperinflationary Argentina," Journal of International Money and Finance, Elsevier, vol. 22(2), pages 185-211, April.
    28. Kevin D. Hoover & Soren Johansen & Katarina Juselius, 2008. "Allowing the Data to Speak Freely: The Macroeconometrics of the Cointegrated Vector Autoregression," American Economic Review, American Economic Association, vol. 98(2), pages 251-255, May.
    29. Johansen, Soren, 1995. "Likelihood-Based Inference in Cointegrated Vector Autoregressive Models," OUP Catalogue, Oxford University Press, number 9780198774501.
    30. Neil R. Ericsson, 2004. "The ET interview: professor David F. Hendry," International Finance Discussion Papers 811, Board of Governors of the Federal Reserve System (U.S.).
    31. Kongsted, Hans Christian, 2005. "Testing the nominal-to-real transformation," Journal of Econometrics, Elsevier, vol. 124(2), pages 205-225, February.
    32. David F. Hendry & Hans-Martin Krolzig, 1999. "Improving on 'Data mining reconsidered' by K.D. Hoover and S.J. Perez," Econometrics Journal, Royal Economic Society, vol. 2(2), pages 202-219.
    33. David Hendry, 1995. "On the interactions of unit roots and exogeneity," Economics Papers 7., Economics Group, Nuffield College, University of Oxford.
    34. Helkie, William L. & Howard, David H., 1994. "External adjustment in selected developing countries in the 1990s," Journal of Policy Modeling, Elsevier, vol. 16(4), pages 353-393, August.
    35. David H. Howard, 1987. "Exchange rate regimes and macroeconomic stabilization in a developing country," International Finance Discussion Papers 314, Board of Governors of the Federal Reserve System (U.S.).
    36. Yoshihisa Baba & David F. Hendry & Ross M. Starr, 1992. "The Demand for M1 in the U.S.A., 1960–1988," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(1), pages 25-61.
    37. Søren Johansen & Bent Nielsen, 2008. "An analysis of the indicator saturation estimator as a robust regression," Discussion Papers 08-03, University of Copenhagen. Department of Economics.
    38. Ahumada, Hildegart, 1992. "A dynamic model of the demand for currency: Argentina 1977-1988," Journal of Policy Modeling, Elsevier, vol. 14(3), pages 335-361, June.
    39. Atkinson, A. C., 1981. "Likelihood ratios, posterior odds and information criteria," Journal of Econometrics, Elsevier, vol. 16(1), pages 15-20, May.
    40. Sebastian Edwards, 2007. "Introduction to "Capital Controls and Capital Flows in Emerging Economies: Policies, Practices and Consequences"," NBER Chapters, in: Capital Controls and Capital Flows in Emerging Economies: Policies, Practices, and Consequences, pages 1-18, National Bureau of Economic Research, Inc.
    41. Juselius, Katarina, 1992. "Domestic and foreign effects on prices in an open economy: The case of Denmark," Journal of Policy Modeling, Elsevier, vol. 14(4), pages 401-428, August.
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    Cited by:

    1. Ramos Francia Manuel & Noriega Antonio E. & Rodríguez-Pérez Cid Alonso, 2015. "The Use of Monetary Aggregates as Indicators of the Future Evolution of Consumer Prices: Monetary Growth and Inflation Target," Working Papers 2015-14, Banco de México.
    2. Loening, Josef L. & Durevall, Dick & Ayalew Birru, Yohannes, 2009. "Inflation Dynamics and Food Prices in an Agricultural Economy: The Case of Ethiopia," Working Papers in Economics 347, University of Gothenburg, Department of Economics.
    3. Camila Epprecht & Dominique Guegan & Álvaro Veiga, 2013. "Comparing variable selection techniques for linear regression: LASSO and Autometrics," Documents de travail du Centre d'Economie de la Sorbonne 13080, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    4. Noriega Antonio E. & Ramos Francia Manuel & Rodríguez-Pérez Cid Alonso, 2015. "Money Demand Estimations in Mexico and of its Stability 1986-2010, as well as Some Examples of its Uses," Working Papers 2015-13, Banco de México.

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    Keywords

    Money supply; Demand for money;

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