Forecasting the Export Unit Value Index in Indonesia Using the Single Input Transfer Function

Ika Fitria Millenia, E. Zukhronah, W. Sulandari
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Abstract

Export is one of the factors that increase the economic growth of a country. One measure of export activity that can describe economic growth in Indonesia is The Export Unit Value Index, which is an index that measures changes in the price of export commodities sold by residents of one country to residents of other countries. The purpose of this study is to predict the unit value index of exports in Indonesia using a single input transfer function model and to see the influence of the value of oil and gas and non-oil and gas exports on the unit value index of exports in Indonesia. The single input transfer function model is a model that describes the future forecast of a series (output series) obtained based on the past values of the output series and other time series (input series) that affect the output series. The results of this study obtained a transfer function model with the order (0,0,1) with a noise series following ARIMA (1,0,1). Based on this model, the export unit value index at time t is influenced by the unit value export index in the previous month and is influenced by the oil and gas and non-oil and gas export value in the same month. As indicated by its MAPE value of 4.89%, the forecast value does not diverge much from the actual value, which suggests that the transfer function model can be used to predict the export unit value index in Indonesia. Keywords: forecasting, export unit value index, single input, transfer function
利用单一输入转移函数预测印度尼西亚的出口单位价值指数
出口是促进国家经济增长的因素之一。出口单位价值指数(The Export Unit Value Index)是衡量一国居民向其他国家居民出售出口商品的价格变化的指数,它是衡量出口活动的一个指标,可以说明印尼的经济增长情况。本研究的目的是利用单一输入转移函数模型预测印尼的出口单位价值指数,并了解石油天然气和非石油天然气出口价值对印尼出口单位价值指数的影响。单一输入转移函数模型是根据输出序列和影响输出序列的其他时间序列(输入序列)的过去值,对某一序列(输出序列)的未来预测进行描述的模型。本研究的结果得到了一个阶数为(0,0,1)的转移函数模型,其噪声序列遵循 ARIMA(1,0,1)。根据该模型,t 时刻的出口单位价值指数受上月出口单位价值指数的影响,并受当月石油天然气和非石油天然气出口价值的影响。从 4.89% 的 MAPE 值来看,预测值与实际值的偏差不大,这表明转移函数模型可用于预测印度尼西亚的出口单位价值指数。关键词:预测;出口单位价值指数;单一输入;传递函数
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