Best Method among three Trend Analysis Methods and Its Forecasting

We study the trend analysis methods, namely (1) least square method, (2) trend quadratics method, and (3) exponential trend method, to get which one is the best in forecast the human development index (HDI) time series data. Here, we used mean absolute percentage error (MAPE) in comparing the three methods to obtain the eligible one. A simulation is given then using on the HDI data from Cilacap regency. The result showed that the smallest MAPE (on the trend quadratics method) is 0.19%. Due to this value of the MAPE, we then choose the trend quadratics method as the best model. Furthermore, we used this method to forecast the simulation HDI data, and the result showed that the values of the forecasting are 70.6, 70.7, and 70.7 for period 2022 to 2024, respectively. These result indicate that the trend of the HDI in Cilacap tend to be slowly increase.

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Publication Details

Journal
Asian Journal of Probability and Statistics
Published
2025-03-01
DOI
https://doi.org/10.9734/ajpas/2025/v27i3731
Primary Topic
Grey System Theory Applications
Type
article
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article

Best Method among three Trend Analysis Methods and Its Forecasting

Agus Yodi Gunawan, Budi Pratikno
Asian Journal of Probability and Statistics
Grey System Theory Applications
article

Best Method among three Trend Analysis Methods and Its Forecasting

Agus Yodi Gunawan, Budi Pratikno
article en

Abstract

We study the trend analysis methods, namely (1) least square method, (2) trend quadratics method, and (3) exponential trend method, to get which one is the best in forecast the human development index (HDI) time series data. Here, we used mean absolute percentage error (MAPE) in comparing the three methods to obtain the eligible one. A simulation is given then using on the HDI data from Cilacap regency. The result showed that the smallest MAPE (on the trend quadratics method) is 0.19%. Due to this value of the MAPE, we then choose the trend quadratics method as the best model. Furthermore, we used this method to forecast the simulation HDI data, and the result showed that the values of the forecasting are 70.6, 70.7, and 70.7 for period 2022 to 2024, respectively. These result indicate that the trend of the HDI in Cilacap tend to be slowly increase.

Asian Journal of Probability and StatisticsVol. 27(3)
Jenderal Soedirman University (ID)
Openalex Percentile: Top 96%
Grey System Theory Applications
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