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Market integration and Price Forecasting of Apple in India

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  • Wani, M.H.
  • Paul, Ranjit Kumar
  • Bazaz, Naseer H.
  • Manzoor, M.

Abstract

The current study seeks to explore the degree of market integration through co-integration analysis on the wholesale weekly prices of three commercial varieties of Apple (American, Delicious and Moharaji) and their two important commercial grades (Special and Super) collected from five regional fruit markets of India during September, 2005 to February, 2013. The results reveal that apple markets are perfectly integrated, and the Delhi market is the dominant one. In the short run, a disequilibrium ranges from 2.1 to 96.9 per cent among all the varieties and grades of the selected fruits. However, the study finds no cointegration within two pairs of markets (Delhi-Srinagar and Bangalore-Kolkata) for the American Super variety and within one pair (Bangalore-Kolkata) for Moharaji Special. The Granger Causality Test reveals 39 and 18 bi-directional and uni-directional causations respectively under different market situations. Further, Vector Error Correction Model (VECM) results reveal a combination of positive and negative coefficients, though positive coefficients exceed the negative coefficients.

Suggested Citation

  • Wani, M.H. & Paul, Ranjit Kumar & Bazaz, Naseer H. & Manzoor, M., 2015. "Market integration and Price Forecasting of Apple in India," Indian Journal of Agricultural Economics, Indian Society of Agricultural Economics, vol. 70(2), pages 1-13.
    • Handle: RePEc:ags:inijae:230026
    DOI: 10.22004/ag.econ.230026
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    as
    1. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    2. Li, Gang & Song, Haiyan & Witt, Stephen F., 2006. "Time varying parameter and fixed parameter linear AIDS: An application to tourism demand forecasting," International Journal of Forecasting, Elsevier, vol. 22(1), pages 57-71.
    3. Shikha Jha & P.V. Srinivasan, 1999. "Grain price stabilization in India: Evaluation of policy alternatives," Agricultural Economics, International Association of Agricultural Economists, vol. 21(1), pages 93-108, August.
    4. Jha, Shikha & Srinivasan, P. V., 1999. "Grain price stabilization in India: Evaluation of policy alternatives," Agricultural Economics, Blackwell, vol. 21(1), pages 93-108, August.
    5. Maria M. De Mello & Natércia Fortuna, 2005. "Testing Alternative Dynamic Systems for Modelling Tourism Demand," CEF.UP Working Papers 0501, Universidade do Porto, Faculdade de Economia do Porto.
    6. Chung‐Hua Shen & Lee‐Rong Wang, 1990. "Examining the validity of a test of futures market efficiency: A comment," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 10(2), pages 195-196, April.
    7. Tahir, Z., 1997. "Integration of agricultural commodity markets in the South Punjab, Pakistan," IWMI Research Reports H020865, International Water Management Institute.
    8. Clements, Michael P & Hendry, David F, 1995. "Forecasting in Cointegration Systems," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(2), pages 127-146, April-Jun.
    9. H. Holly Wang & Bingfan Ke, 2005. "Efficiency tests of agricultural commodity futures markets in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 49(2), pages 125-141, June.
    10. T. Randall Fortenbery & Hector O. Zapata, 1993. "An examination of cointegration relations between futures and local grain markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 13(8), pages 921-932, December.
    11. Maria De Mello & Kevin Nell, 2005. "The forecasting ability of a cointegrated VAR system of the UK tourism demand for France, Spain and Portugal," Empirical Economics, Springer, vol. 30(2), pages 277-308, September.
    12. Granger, Clive W J, 1986. "Developments in the Study of Cointegrated Economic Variables," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 48(3), pages 213-228, August.
    13. Khalid Mushtaq & Abdul Gafoor & Maula Dad, 2008. "Apple Market Integration: Implications for Sustainable Agricultural Development," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 13(1), pages 129-138, Jan-Jun.
    14. Zubair Tahir & Khalid Riaz, 1997. "Integration of Agricultural Commodity Markets in Punjab," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 36(3), pages 241-262.
    15. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    16. Johansen, Soren, 1995. "Identifying restrictions of linear equations with applications to simultaneous equations and cointegration," Journal of Econometrics, Elsevier, vol. 69(1), pages 111-132, September.
    17. Neil Kellard & Paul Newbold & Tony Rayner & Christine Ennew, 1999. "The relative efficiency of commodity futures markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 19(4), pages 413-432, June.
    18. Allison Zhou & Carl Bonham & Byron Gangnes, 2007. "Modeling the supply and demand for tourism: a fully identified VECM approach," Working Papers 200717, University of Hawaii at Manoa, Department of Economics.
    19. Clements, Michael P. & Hendry, David F., 1998. "Forecasting economic processes," International Journal of Forecasting, Elsevier, vol. 14(1), pages 111-131, March.
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    1. Zahoor Ahmad Shah & Mushtaq Ahmad Dar & Eajaz Ahmad Dar & Chukwujekwu A. Obianefo & Arif Hussain Bhat & Mohammed Tauseef Ali & Mohamed El-Sharnouby & Mustafa Shukry & Hosny Kesba & Samy Sayed, 2022. "Sustainable Fruit Growing: An Analysis of Differences in Apple Productivity in the Indian State of Jammu and Kashmir," Sustainability, MDPI, vol. 14(21), pages 1-24, November.
    2. Taufiq Marwa & Abdul Bashir & Azwardi & Mohamad Adam & K.M.H. Thamrin, 2017. "Market Integration of Agricultural Products," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(2), pages 69-82.
    3. repec:ers:ijebaa:v:v:y:2017:i:1:p:69-82 is not listed on IDEAS
    4. Tatiana Papiashvili & Svetlana Saksonova & Ramona Rupeika-Apoga, 2017. "FDI Attraction: Comparative Analysis of the Baltic States and Georgia," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(3), pages 81-93.
    5. Paul, R.K. & Saxena, R. & Bhat, S.A., 2016. "How Price Signals in Pulses are Transmitted across Regions and Value Chain? Examining Horizontal and Vertical Market Price Integration for Major Pulses in India," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 29(Conferenc).
    6. repec:ers:journl:v:v:y:2017:i:2:p:69-82 is not listed on IDEAS

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    International Development; Marketing;

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