IDEAS home Printed from https://ideas.repec.org/a/lje/journl/v14y2009i1p85-113.html
   My bibliography  Save this article

Cointegration and Causality: An Application to Major Mango Markets in Pakistan

Author

Listed:
  • Abdul Ghafoor

    (University of Agriculture, Faisalabad, Pakistan.)

  • Khalid Mustafa

    (University of Agriculture, Faisalabad, Pakistan.)

  • Khalid Mushtaq

    (University of Agriculture, Faisalabad, Pakistan.)

  • Abedullah

    (University of Agriculture, Faisalabad, Pakistan.)

Abstract

Mangoes are one of Pakistan’s mostimportant fruits; the country is the world’s fourth largest producer and exporter of mangoes. Integrated markets are those where price signals are transferred from one to another, allowing physical arbitrage to adjust any disturbances in these markets; integrated markets are thus a sign of efficiency. From this viewpoint, we investigate domestic integration amongten major mango markets, i.e., Lahore, Faisalabad, Multan, Gujranwala, Sargodha, Karachi, Hyderabad, Sukkur, Peshawar, and Quetta employing Johansen’s cointegration approach and error correction model. Data on monthly wholesale prices data (PRs/100 kg) were obtained from the agricultural and livestock marketing advisor, Government of Pakistan. The results of the study confirm the presence of integration among major mango markets in Pakistan. These markets were able to adjust for 16 to 68% of disequilibrium in one month, implying that it takes almost two to six months to remove any disequilibrium and to move back to long-run equilibrium. The Granger causality testshows that the Karachi market has bidirectional causality with Lahore, Faisalabad, Multan, Hyderabad, and Sukkur, and a unidirectional relationship with the rest. An impulse response analysis was also conducted to check the stability of these markets given a standard error shock to the Karachi base market.

Suggested Citation

  • Abdul Ghafoor & Khalid Mustafa & Khalid Mushtaq & Abedullah, 2009. "Cointegration and Causality: An Application to Major Mango Markets in Pakistan," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 14(1), pages 85-113, Jan-Jun.
  • Handle: RePEc:lje:journl:v:14:y:2009:i:1:p:85-113
    as

    Download full text from publisher

    File URL: http://121.52.153.179/JOURNAL/LJE_VOL-14-1%20PDF%20Final%20Printed/4_Abdul_Ghafoor.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Johansen, Soren, 1992. "Determination of Cointegration Rank in the Presence of a Linear Trend," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 54(3), pages 383-397, August.
    2. Thakur, D. S., 1973. "Pricing Efficiency of the Indian Apple Market," Indian Journal of Agricultural Economics, Indian Society of Agricultural Economics, vol. 28(1), January.
    3. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    4. Goletti, Francesco & Babu, Suresh, 1994. "Market liberalization and integration of maize markets in Malawi," Agricultural Economics, Blackwell, vol. 11(2-3), pages 311-324, December.
    5. Ali Muhammed Khushk & Laurence E.D. Smith, 1996. "A Preliminary Analysis of the Marketing of Mango in Sindh Province, Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 35(3), pages 241-255.
    6. Tomilayo O. Adekanye, 1982. "Marketing Margins for Food: Some Methodological Issues and Empirical Findings for Nigeria," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 30(3), pages 333-344, November.
    7. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    8. Granger, C. W. J., 1981. "Some properties of time series data and their use in econometric model specification," Journal of Econometrics, Elsevier, vol. 16(1), pages 121-130, May.
    9. Granger, C. W. J., 1988. "Some recent development in a concept of causality," Journal of Econometrics, Elsevier, vol. 39(1-2), pages 199-211.
    10. Francesco Goletti & Suresh Babu, 1994. "Market liberalization and integration of maize markets in Malawi," Agricultural Economics, International Association of Agricultural Economists, vol. 11(2-3), pages 311-324, December.
    11. Blyn, George, 1973. "Price Series Correlation as a Measure of Market Integration," Indian Journal of Agricultural Economics, Indian Society of Agricultural Economics, vol. 28(2), April.
    12. 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.
    13. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    14. Tahir MUKHTAR & Muhammad Tariq JAVED, 2008. "Market Integration In Wholesale Maize Markets In Pakistan," Regional and Sectoral Economic Studies, Euro-American Association of Economic Development, vol. 8(2), pages 85-98.
    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. Saxena, R. & Paul, R.K. & Pavithra, S. & Singh, N. P. & Kumar, R., 2019. "Market Intelligence in India Price Linkages and Forecasts," Policy Papers 344987, ICAR National Institute of Agricultural Economics and Policy Research (NIAP).
    2. Badar, Hammad & Ariyawardana, Anoma & Collins, Ray, 2015. "Capturing Consumer Preferences for Value Chain Improvements in the Mango Industry of Pakistan," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 18(3), pages 1-18, September.
    3. Nayak, S Harshitha & Srivastava, Shivendra Kumar, 2024. "Onion Market Dynamics: Integration and Price Transmission across Key Indian Markets," IAAE 2024 Conference, August 2-7, 2024, New Delhi, India 344319, International Association of Agricultural Economists (IAAE).
    4. Paul, R.K. & Saxena, R. & Chaurasia, S. & Zeeshan & Rana, S., 2015. "Examining Export Volatility, Structural Breaks in Price Volatility and Linkages between Domestic and Export Prices of Onion in India," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 28(Conferenc).
    5. K. O. Adenegan & I.B. Adeoye & I. Ibidapo, 2012. "Spatial Price Analysis Of Tomatoes In Nigeria," International Journal of Management and Marketing Research, The Institute for Business and Finance Research, vol. 5(2), pages 31-38.

    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. Alexander Schätz, 2010. "Macroeconomic Effects on Emerging Market Sector Indices," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 9(2), pages 131-169, August.
    2. Hatemi-J, Abdulnasser, 2002. "Fiscal policy in Sweden: effects of EMU criteria convergence," Economic Modelling, Elsevier, vol. 19(1), pages 121-136, January.
    3. Richard Tiffin & P. J. Dawson, 2002. "The Demand for Calories: Some Further Estimates from Zimbabwe," Journal of Agricultural Economics, Wiley Blackwell, vol. 53(2), pages 221-232, July.
    4. Xu, Xiaojie, 2014. "Causality and Price Discovery in U.S. Corn Markets: An Application of Error Correction Modeling and Directed Acyclic Graphs," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 169806, Agricultural and Applied Economics Association.
    5. Paul Gallimore & J. Andrew Hansz & Wikrom Prombutr & Ying Zhang, 2014. "Long-term Cointegrative and Short-term Causal Relations among U.S. Real Estate Sectors," International Real Estate Review, Global Social Science Institute, vol. 17(3), pages 359-394.
    6. Vitale, Jeffrey D. & Bessler, David A., 2006. "The 2004 Niger Food Crisis: What Role Can Price Discovery Play in Famine Early Warning Systems?," 2006 Annual meeting, July 23-26, Long Beach, CA 21316, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    7. P. J. Dawson & P. K. Dey, 2002. "Testing for the law of one price: rice market integration in Bangladesh," Journal of International Development, John Wiley & Sons, Ltd., vol. 14(4), pages 473-484.
    8. Michael S. Haigh & Nikos K. Nomikos & David A. Bessler, 2004. "Integration and Causality in International Freight Markets: Modeling with Error Correction and Directed Acyclic Graphs," Southern Economic Journal, John Wiley & Sons, vol. 71(1), pages 145-162, July.
    9. Olagunju, Kehinde Oluseyi & Feng, Siyi & Patton, Myles, 2021. "Dynamic relationships among phosphate rock, fertilisers and agricultural commodity markets: Evidence from a vector error correction model and Directed Acyclic Graphs," Resources Policy, Elsevier, vol. 74(C).
    10. Committee, Nobel Prize, 2003. "Time-series Econometrics: Cointegration and Autoregressive Conditional Heteroskedasticity," Nobel Prize in Economics documents 2003-1, Nobel Prize Committee.
    11. P. J. Dawson, 2005. "The export-income relationship: the case of India," Progress in Development Studies, , vol. 5(1), pages 16-29, January.
    12. Dagher, Leila & El Hariri, Sadika, 2013. "The impact of global oil price shocks on the Lebanese stock market," Energy, Elsevier, vol. 63(C), pages 366-374.
    13. Arshad Hasan & M. Tariq Javed, 2009. "An Empirical Investigation of the Causal Relationship among Monetary Variables and Equity Market Returns," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 14(1), pages 115-137, Jan-Jun.
    14. Yu, Tun-Hsiang (Edward) & Bessler, David A. & Fuller, Stephen W., 2006. "Cointegration and Causality Analysis of World Vegetable Oil and Crude Oil Prices," 2006 Annual meeting, July 23-26, Long Beach, CA 21439, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    15. Khalid Mushtaq & Faisal Abbas & Abedullah & Abdul Ghafoor, 2007. "Energy Use for Economic Growth: Cointegration and Causality Analysis from the Agriculture Sector of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 46(4), pages 1065-1073.
    16. Rahman, Mohammad Chhiddikur, 2020. "Welfare Impact of Asymmetric Price Transmission on Bangladesh Rice Consumers," EconStor Theses, ZBW - Leibniz Information Centre for Economics, number 242248, January.
    17. Harb, Nasri & Al-Awad, Mouawiya, 2005. "Financial Development and Economic Growth in the Middle East," MPRA Paper 13605, University Library of Munich, Germany.
    18. Kalim Hyder, 2001. "Crowding-out Hypothesis in a Vector Error Correction Framework: A Case Study of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 40(4), pages 633-650.
    19. Pelaez, Rolando F., 1995. "The Fisher effect: Reprise," Journal of Macroeconomics, Elsevier, vol. 17(2), pages 333-346.
    20. Rahman, Mohammad Chhiddikur, 2018. "Welfare Impact of Asymmetric Price Transmission on Bangladesh Rice Consumers," EconStor Theses, ZBW - Leibniz Information Centre for Economics, number 251114, January.

    More about this item

    Keywords

    Mangoes; cointegration; causality; Pakistan.;
    All these keywords.

    JEL classification:

    • A10 - General Economics and Teaching - - General Economics - - - General
    • C01 - Mathematical and Quantitative Methods - - General - - - Econometrics

    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:lje:journl:v:14:y:2009:i:1:p:85-113. 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: Shahid Salahuddin (email available below). General contact details of provider: https://edirc.repec.org/data/lsecopk.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.