Open AccessForecasting Area, Production and Productivity of Vegetable Crops in Nepal using the Box-Jenkins ARIMA Model
Author(s) -
R. B. Thapa,
Shivahari Devkota,
Sandip Subedi,
Babak Jamshidi
Publication year - 2022
Publication title -
türk tarım - gıda bilim ve teknoloji dergisi
Language(s) - English
Resource type - Journals
ISSN - 2148-127X
DOI - 10.24925/turjaf.v10i2.174-181.4618
Subject(s) - autoregressive integrated moving average , akaike information criterion , box–jenkins , bayesian information criterion , productivity , production (economics) , statistics , mean absolute percentage error , productivity model , econometrics , mathematics , agricultural science , agricultural economics , time series , mean squared error , economics , environmental science , total factor productivity , economic growth , macroeconomics
Forecasting of vegetable area, production, and productivity of Nepal was made from the historical data of 1977/78 to 2019/20 by using the Box-Jenkins Autoregressive Integrated Moving Average (ARIMA) models. The best fitted ARIMA models were chosen based on the minimum value of the selection criterion, Akaike information criteria (AIC) and Bayesian information criteria (BIC). ARIMA (0, 2, 1) model was found suitable for all areas and production, whereas ARIMA (0, 2, 0) model was best fitted for forecasting vegetable productivity. The model was cross-validated by comparing the point prediction with the actual test series data from 2015/16 to 2019/20. The performances of models were determined from the mean absolute percent error (MAPE) value. The MAPE was found to be 2.70%, 2.40%, and 3.80%, respectively for the prediction of area, production, and productivity. The forecast was made for the immediate five years (2020/21 to 2024/25), and it showed an increasing value for area and production while the forecasts of productivity had lower values. The vegetable production policy in Nepal should be planned following accurate forecasts to increase production in the upcoming years. Awareness among the vegetable growers should be raised in the following years with appropriate extension programs.