IDEAS home Printed from https://ideas.repec.org/p/rbp/wpaper/2011-009.html
   My bibliography  Save this paper

Impacto amplificador del ajuste de inventarios ante choques de demanda según especificaciones flexibles

Author

Listed:
  • Barrera, Carlos R.

    (BCRP y UNMSM)

Abstract

La presente investigación aproxima cuantitativamente las relaciones dinámicas potencialmente asimétricas entre el crecimiento del PBI, del acervo de inventarios y de tres componentes de la demanda agregada (la demanda interna pública, la demanda interna privada y, en particular, la demanda externa por exportaciones) durante la experiencia peruana de crecimiento basado en el mercado (1993-2010). Para capturar la potencial presencia de asimetrías en el vector de medias condicionales, se propone un modelo dinámico flexible (VAR neuronal), una distribución t de Student para el vector de perturbaciones asociado, así como un modelo de heteroscedásticidad dinámica (ARCH) para su matriz de co-varianzas condicionales. Los parámetros de ambos momentos condicionales son robustos ante la presencia de observaciones atípicas -outliers- debido a que los vectores de perturbaciones son realizaciones de una distribución t de Student multi-variada, lo que además reduce la presencia de asimetrías espurias en las medias condicionales. Al cubrir el costo computacional requerido, la aproximación de los parámetros logra develar la presencia de incentivos para mantener inventarios que son adicionales al tradicional suavizamiento de la producción. Un parámetro estadísticamente diferente de cero en la estructura contemporánea indica que un choque positivo en el ritmo de crecimiento de la demanda privada será absorbido principalmente por un aumento más que proporcional en el choque del ritmo de la producción. Este impacto amplificador ("des-moderador") de los choques de demanda sobre la evolución de la producción es consistente con los cálculos de la incidencia promedio del crecimiento de la inversión en inventarios en el crecimiento del producto real durante 4 recesiones recientes y se explicaría por el ciclo agregado de los inventarios (aunque no necesariamente de bienes finales).

Suggested Citation

  • Barrera, Carlos R., 2011. "Impacto amplificador del ajuste de inventarios ante choques de demanda según especificaciones flexibles," Working Papers 2011-009, Banco Central de Reserva del Perú.
  • Handle: RePEc:rbp:wpaper:2011-009
    as

    Download full text from publisher

    File URL: https://www.bcrp.gob.pe/docs/Publicaciones/Documentos-de-Trabajo/2011/Documento-de-Trabajo-09-2011.pdf
    File Function: Application/pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Luis Firinguetti & Hernán Rubio, 2000. "A Note on The Moments of Stochastic Shrinkage Parameters in Ridge Regression," Working Papers Central Bank of Chile 65, Central Bank of Chile.
    2. Blinder, Alan S, 1986. "More on the Speed of Adjustment in Inventory Models," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 18(3), pages 355-365, August.
    3. Helmut Lütkepohl, 2005. "New Introduction to Multiple Time Series Analysis," Springer Books, Springer, number 978-3-540-27752-1, September.
    4. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(1), pages 122-150, February.
    5. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    6. Alan S. Blinder, 1986. "Can the Production Smoothing Model of Inventory Behavior be Saved?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(3), pages 431-453.
    7. Barrera, Carlos R., 2010. "Redes neuronales para predecir el tipo de cambio diario," Working Papers 2010-001, Banco Central de Reserva del Perú.
    8. Steven J. Davis & James A. Kahn, 2008. "Interpreting the Great Moderation: Changes in the Volatility of Economic Activity at the Macro and Micro Levels," Journal of Economic Perspectives, American Economic Association, vol. 22(4), pages 155-180, Fall.
    9. Marianne Sensier, 2003. "Inventories and asymmetric business cycle fluctuations in the UK: a structural approach," Applied Economics, Taylor & Francis Journals, vol. 35(4), pages 387-402.
    10. Alan S. Blinder & Louis J. Maccini, 1991. "Taking Stock: A Critical Assessment of Recent Research on Inventories," Journal of Economic Perspectives, American Economic Association, vol. 5(1), pages 73-96, Winter.
    11. JONATHAN McCARTHY & EGON ZAKRAJSEK, 2007. "Inventory Dynamics and Business Cycles: What Has Changed?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(2-3), pages 591-613, March.
    12. Callen, T S & Hall, S G & Henry, S G B, 1990. "Manufacturing Stocks: Expectations, Risk and Co-integration," Economic Journal, Royal Economic Society, vol. 100(402), pages 756-772, September.
    13. Kawakatsu, Hiroyuki, 2006. "Matrix exponential GARCH," Journal of Econometrics, Elsevier, vol. 134(1), pages 95-128, September.
    14. Blanchard, Olivier J, 1983. "The Production and Inventory Behavior of the American Automobile Industry," Journal of Political Economy, University of Chicago Press, vol. 91(3), pages 365-400, June.
    15. James A. Kahn & Margaret M. McConnell & Gabriel Perez-Quiros, 2002. "On the causes of the increased stability of the U.S. economy," Economic Policy Review, Federal Reserve Bank of New York, vol. 8(May), pages 183-202.
    16. James D. Hamilton, 2008. "Macroeconomics and ARCH," NBER Working Papers 14151, National Bureau of Economic Research, Inc.
    17. Kenneth D. West, 1990. "The Sources of Fluctuations in Aggregate Inventories and GNP," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(4), pages 939-971.
    18. Yochanan Shachmurove, 2002. "Applying Artificial Neural Networks to Business, Economics and Finance," Penn CARESS Working Papers 5ecbb5c20d3d547f357aa1306, Penn Economics Department.
    19. Jean-Marie Dufour & Abdeljelil Farhat & Lucien Gardiol & Lynda Khalaf, 1998. "Simulation-based finite sample normality tests in linear regressions," Econometrics Journal, Royal Economic Society, vol. 1(Conferenc), pages 154-173.
    20. Eichenbaum, Martin, 1989. "Some Empirical Evidence on the Production Level and Production Cost Smoothing Models of Inventory Investment," American Economic Review, American Economic Association, vol. 79(4), pages 853-864, September.
    21. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    22. John Simon, 2001. "The Decline in Australian Output Volatility," RBA Research Discussion Papers rdp2001-01, Reserve Bank of Australia.
    23. Bénédicte Vidaillet & V. d'Estaintot & P. Abécassis, 2005. "Introduction," Post-Print hal-00287137, HAL.
    24. Barrera, Carlos, 2009. "Ciclos sectoriales de los negocios en el Perú e indicadores anticipados para el crecimiento del PBI no primario," Working Papers 2009-013, Banco Central de Reserva del Perú.
    25. Kahn, James A, 1987. "Inventories and the Volatility of Production," American Economic Review, American Economic Association, vol. 77(4), pages 667-679, September.
    26. Wang, Hansheng & Li, Guodong & Jiang, Guohua, 2007. "Robust Regression Shrinkage and Consistent Variable Selection Through the LAD-Lasso," Journal of Business & Economic Statistics, American Statistical Association, vol. 25, pages 347-355, July.
    27. Jean-Marie Dufour & Lynda Khalaf & Marie-Claude Beaulieu, 2010. "Multivariate residual-based finite-sample tests for serial dependence and ARCH effects with applications to asset pricing models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(2), pages 263-285.
    28. Eggers, Andrew & Ioannides, Yannis M., 2006. "The role of output composition in the stabilization of US output growth," Journal of Macroeconomics, Elsevier, vol. 28(3), pages 585-595, September.
    29. James A. Kahn & Margaret M. McConnell, 2002. "Has inventory volatility returned? A look at the current cycle," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 8(May).
    30. Jurgen A. Doornik & Henrik Hansen, 2008. "An Omnibus Test for Univariate and Multivariate Normality," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(s1), pages 927-939, December.
    31. Kuan, Chung-Ming & Liu, Tung, 1995. "Forecasting Exchange Rates Using Feedforward and Recurrent Neural Networks," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(4), pages 347-364, Oct.-Dec..
    32. James A. Kahn, 2008. "Durable goods inventories and the Great Moderation," Staff Reports 325, Federal Reserve Bank of New York.
    33. Cuthbertson, Keith & Gasparro, David, 1993. "The Determinants of Manufacturing Inventories in the UK," Economic Journal, Royal Economic Society, vol. 103(421), pages 1479-1492, November.
    34. Bera, Anil K. & Jarque, Carlos M., 1981. "Efficient tests for normality, homoscedasticity and serial independence of regression residuals : Monte Carlo Evidence," Economics Letters, Elsevier, vol. 7(4), pages 313-318.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Barrera, Carlos, 2014. "La relación entre los ciclos discretos en la inflación y el crecimiento: Perú 1993 - 2012," Working Papers 2014-024, Banco Central de Reserva del Perú.
    2. Carlos R. Barrera Chaupis, 2018. "Inventory Adjustments to Demand Shocks under Flexible Specifications," Monetaria, Centro de Estudios Monetarios Latinoamericanos, CEMLA, vol. 0(1), pages 149-201, january-j.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Carlos R. Barrera Chaupis, 2018. "Inventory Adjustments to Demand Shocks under Flexible Specifications," Monetaria, Centro de Estudios Monetarios Latinoamericanos, CEMLA, vol. 0(1), pages 149-201, january-j.
    2. Carine Bouthevillain & Didier Eyssartier, 1997. "Le rôle des variations de stocks dans les cycles d'activité des principaux pays industrialisés," Revue de l'OFCE, Programme National Persée, vol. 62(1), pages 151-202.
    3. Maccini, Louis J. & Moore, Bartholomew & Schaller, Huntley, 2015. "Inventory behavior with permanent sales shocks," Journal of Economic Dynamics and Control, Elsevier, vol. 53(C), pages 290-313.
    4. Louis Maccini, 2013. "Inventory Behavior with Permanent Sales Shocks," Economics Working Paper Archive 608, The Johns Hopkins University,Department of Economics.
    5. Ramey, Valerie A. & West, Kenneth D., 1999. "Inventories," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 13, pages 863-923, Elsevier.
    6. Marianne Sensier, 2003. "Inventories and asymmetric business cycle fluctuations in the UK: a structural approach," Applied Economics, Taylor & Francis Journals, vol. 35(4), pages 387-402.
    7. Barrera, Carlos, 2010. "¿Respuesta asimétrica de precios domésticos de combustibles ante choques en el WTI?," Working Papers 2010-016, Banco Central de Reserva del Perú.
    8. Scott Schuh, "undated". "Evidence on the Link between Firm-Level and Aggregate Inventory Behavior," Finance and Economics Discussion Series 1996-46, Board of Governors of the Federal Reserve System (U.S.), revised 10 Dec 2019.
    9. Yi Wen, 2008. "Inventories, liquidity, and the macroeconomy," Working Papers 2008-045, Federal Reserve Bank of St. Louis.
    10. Marcel Fafchamps Jan Willem Gunning & Remco Oostendorp, "undated". "Inventories, Liquidity, and Contractual Risk in African Manufacturing," Working Papers 97020, Stanford University, Department of Economics.
    11. Kenneth D. West, 1993. "Inventory Models," NBER Technical Working Papers 0143, National Bureau of Economic Research, Inc.
    12. Louri, Helen, 1996. "Inventory investment in Greek manufacturing industry: Effects from participation in the European market," International Journal of Production Economics, Elsevier, vol. 45(1-3), pages 47-54, August.
    13. Wen, Yi, 2003. "Durable Goods Inventories and the Volatility of Production: A Puzzle," Working Papers 03-12, Cornell University, Center for Analytic Economics.
    14. Bivin, David, 2013. "Production chains and aggregate output volatility," International Journal of Production Economics, Elsevier, vol. 145(2), pages 807-816.
    15. Yulei Luo & Jun Nie & Xiaowen Wang & Eric Young, 2021. "Production and Inventory Dynamics under Ambiguity Aversion," Research Working Paper RWP 21-05, Federal Reserve Bank of Kansas City.
    16. Matteo Iacoviello & Fabio Schiantarelli & Scott Schuh, 2011. "Input And Output Inventories In General Equilibrium," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(4), pages 1179-1213, November.
    17. Sucarrat, Genaro & Grønneberg, Steffen & Escribano, Alvaro, 2016. "Estimation and inference in univariate and multivariate log-GARCH-X models when the conditional density is unknown," Computational Statistics & Data Analysis, Elsevier, vol. 100(C), pages 582-594.
    18. Steven J. Davis & James A. Kahn, 2008. "Interpreting the Great Moderation: Changes in the Volatility of Economic Activity at the Macro and Micro Levels," Journal of Economic Perspectives, American Economic Association, vol. 22(4), pages 155-180, Fall.
    19. Yi Wen, 2007. "Production and Inventory Behavior of Capital," Annals of Economics and Finance, Society for AEF, vol. 8(1), pages 95-112, May.
    20. Blinder, Alan S & Maccini, Louis J, 1991. "The Resurgence of Inventory Research: What Have We Learned?," Journal of Economic Surveys, Wiley Blackwell, vol. 5(4), pages 291-328.

    More about this item

    Keywords

    Inventarios; Fluctuaciones en los negocios.;

    JEL classification:

    • E29 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Other
    • E3 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:rbp:wpaper:2011-009. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Research Unit (email available below). General contact details of provider: https://edirc.repec.org/data/bcrgvpe.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.