PERAMALAN LANGSUNG DAN TIDAK LANGSUNG MARKET SHARE MOBIL MENGGUNAKAN ARIMAX DENGAN EFEK VARIASI KALENDER

Dea Astri Titi, Heri Kuswanto, Suhartono Suhartono
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Abstract

Based on BPS data, the transportation industry sector contributed to about 8.01% of Indonesia's economic growth. The rapid growth of the transportation industry is also followed by the development of the automotive industry in Indonesia. The Exclusive Lisencee Agent of the Astra International group won a market share of 57% in April 2017. PT. Astra Daihatsu Motor, which is one of its subsidiaries, has a very rapid sales increase of 15% every year until Daihatsu's market share rises to 17.3%. Data from the Gabungan Industri Kendaraan Bermotor Indonesia (Gaikindo) shows an upward trend in car sales a month before Idul Fitri. This study carried out Daihatsu's direct and indirect market share forecasting using ARIMAX with a variety of calendar effects consisting of trends, monthly seasonal effects and Idul Fitri effects. The results indicated that  indirect forecasting through forecasting the car sales for each brand and total market using ARIMAX outperforms the others and is able to capture the pattern of the testing data. The resulting SMAPE value of ARIMAX is smaller than direct forecasting and indirect forecasting using ARIMA.
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变差压延机作用下移动产品ARIMAX市场份额长与不长的处理
根据BPS的数据,运输业对印尼经济增长的贡献率约为8.01%。运输业的快速增长也伴随着印尼汽车业的发展。2017年4月,Astra International集团的独家Lisencee代理商赢得了57%的市场份额。PT。Astra大发汽车是其子公司之一,其销量每年都有15%的快速增长,直到大发汽车的市场份额上升到17.3%。来自Gabungan Industri Kendaran Bermotor Indonesia(Gaijindo)的数据显示,在Idul Fitri之前的一个月,汽车销量呈上升趋势。本研究使用ARIMAX进行了大发公司的直接和间接市场份额预测,包括各种日历效应,包括趋势、月度季节效应和Idul-Fitri效应。结果表明,使用ARIMAX预测每个品牌和整个市场的汽车销量的间接预测优于其他预测,能够捕捉测试数据的模式。ARIMAX的SMAPE值小于使用ARIMA的直接预测和间接预测。
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