Use of ARIMA modeling for forecasting green gram prices for Maharashtra
DOI:
https://doi.org/10.59797/jfl.v27i2.813Keywords:
ACF, ARIMA, Auto regression, Box and Jenkins, forecasting, moving average, PACFAbstract
The present study aimed to forecast the Green gram prices for Maharashtra by using the time series data of monthly average prices for the period from January 2001 to September 2012 of Akola market. To forecast the Green gram prices ARIMA models introduced by Box and Jenkins (1970) were used. To test the reliability of model R2, Mean Absolute Percentage Error (MAPE), and Bayesian Information Criterion (BIC) were used. Model parameters were estimated using the Statistical Package for Social Sciences (SPSS). Among the different models lowest BIC value worked out to 1989 for ARIMA (0,1,0) which was the best fitted model. Based on model results the estimated Green gram prices for Maharashtra would increasing from Rs. 4646 per quintal during October 2012 to Rs. 4729 per quintal during February 2013.
References
Ansari MI and Ahmed SM. 2001. Time series analysis of Tea prices: An application of ARIMA modeling and co integration analysis. Ind. Eco. J., 48: 49-54.
Box GEP and Jenkins JM. 1970. Time Series Analysis -Forecasting and Control. Holden- Day Inc., San Francisco, CA.
Brockwell PJ and Richard A. 2002. Introduction to time series and forecasting, 2nd Edn., Springer, New York.
Jaishankar T and Prabhakaran R.2012. Forecasting milk production in Tamilnadu. International Multidisciplinary Research Journal, 2: 10-15.
Moghaddsi Reza and Bita Rahini Badr .2008. An econometric model for wheat price forecasting in Iran. International conference on applied economics-ICOAE 2008: 671-678.
Nochai Rangsan and Nochai Titida. 2006. ARIMA model for forecasting oil palm prices. 2nd IMT-GT Regional conference on Mathematics, Statistics and applications, University Sains Malaysia, Penang.
Prawin Arya, Singh DR and Sivaramane N. 2005. An Application of Box-Jenkins Approach for Forecasting Copra Wholesale Price Series J. Ind Soc. Agril. Statist. 59: 32-47.
Punitha SB. 2007. A comparative analysis of market performance of agricultural commodities- an economic approach. M.Sc.(Agri) Thesis submitted to UAS, Dharwad (KA).
Rabbani Golam, Haque Ahasanul and Khalek Abdul .2009. Dynamic model for piece of wheat in Bangladesh. European Jr. of Social Sci. 10: 254-263.
Slutzky E. 1973. The summation of random causes as the source of cyclic processes. Econometrica 5:105-146.
Chaudhari and Tingre. 2013.Forecasting of milk production in India: an application of ARIMA model. Indian J. Dairy Sci. 66: 72-78.




