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Cointegration, causality and the transmission of shocks across wheat market in Pakistan

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Abstract

This paper uses quarterly price data and examines the transmission of shocks across different spatially separated locations besides identifying causality among these locations. Johansen and Juselius’s (Econ. Stat., 52, 160–210, 1990) multivariate cointegration procedure identified two cointegrating vectors among these locations. Following Toda and Yamamoto (J. Econom., 66, 225–250, 1995), causality tests showed only one bi-directional causality and it was between Peshawar and Hyderabad locations. Faisalabad and Sargodha appeared independent (i.e. exogenous) market locations in price discovery process. Peshawar market showed maximum (i.e. 5) number of significant links. The generalized impulse response functions, though, suggested similar (cyclical) pattern of responses across the markets, but their time profile, which provides insight into the system’s speed of convergence to long run equilibrium path, varied with different level of extent and persistency. Responses to shock originating in consumption markets (i.e. Karachi, Peshawar and Lahore) remained short lived; whereas the shocks stemming from surplus wheat producing locations (i.e Multan, Sargodha and Faisalabad) produced long and more persistent responses.

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References

  • Alderman, H., Chaudhry, M.G., Garcia M.: Household Food Security in Pakistan: The Ration Shop System. Working paper on food subsidies No. 4. International Food Policy Research Institute, Washington, DC (1988)

  • Cornelisse P.A. and Naqvi S.N.H. (1989). An appraisal of wheat market policy in Pakistan. World Dev. 17(3): 409–419

    Article  Google Scholar 

  • Dickey D. and Fuller W.A. (1979). Distribution of the estimate for autoregressive time series with a unit root. J. Am. Stat. Assoc. 74: 427–431

    Article  Google Scholar 

  • Faruqee R., Coleman J.R. and Scott T. (1997). Managing price risk in the Pakistan wheat market. World Bank Econ. Rev. 11(2): 263–292

    Google Scholar 

  • Government of Pakistan.: Report of National Commission on Agriculture. MINFAL, Islamabad (1988)

  • IMF: International Financial Statistics CD-ROM, International Monetary Fund, Washington, DC (2001)

  • Johansen S. and Juselius K. (1990). Maximum likelihood estimation and inference on cointegration with applications to the demand for money. Oxford Bull. Econ. Stat. 52: 160–210

    Google Scholar 

  • Khan, M.H. The structural adjustment process and agricultural changes in Pakistan in the 1980s and 1990s. Pakistan Dev. Rev. 33(4 part I), 533–591 (1994)

    Google Scholar 

  • Koop G., Pesaran M.H. and Potter S.M. (1996). Impulse response analysis in non-linear multivariate models. J. Econom. 74: 119–147

    Article  Google Scholar 

  • Lutkepohl H. (1991). Introduction to multiple time series analysis. Springer, Berlin

    Google Scholar 

  • MacKinnon J.G., Haug A.A. and Michelis L. (1999). Numerical distribution functions of likelihood ratio tests for cointegration. J. Appl. Econom. 14: 563–577

    Article  Google Scholar 

  • Pakistan: (ALMA Various issues), Markets and Price Agricultural and Livestock Products. Marketing and Grading Department (ALMA): Ministry of Food, Agriculture and Livestock, Karachi: Government of Pakistan

  • Pesaran M.H. and Shin Y. (1998). Generalized impulse response analysis in linear multivariate models. Econ. Lett. 58: 17–29

    Article  Google Scholar 

  • Philips P.C.B. and Perron P. (1998). Testing for unit root in time series regression. Biometrika 65: 335–346

    Google Scholar 

  • Toda H.Y. and Yamamoto T. (1995). Statistical inference in vector auto regression with possibly integrated processes. J. Econom. 66: 225–250

    Article  Google Scholar 

  • Tomek W.W. and Robinson K.L.  (1990). Agricultural product prices, 3rd edn. Cornell University Press, London

    Google Scholar 

  • World Bank.: Pakistan: Strategy for Sustainable Agricultural Growth. Gray Cover Report 13092-Pak.South Asia Region 1, Washington, DC (1994)

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Correspondence to Mushtaq Ahmad Klasra.

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Klasra, M.A. Cointegration, causality and the transmission of shocks across wheat market in Pakistan. Qual Quant 43, 305–315 (2009). https://doi.org/10.1007/s11135-007-9107-1

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  • DOI: https://doi.org/10.1007/s11135-007-9107-1

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