VARIANSI: Journal of Statistics and Its Application on Teaching and Research
Vol. 8 No. 02 (2026)

Forecasting Indonesian Nickel Reference Mineral Prices Using a Hybrid Intervention-Neural Network Model

Febiani Putri Ardhana (Universitas Mulawarman)
Meiliyani Siringoringo (Universitas Mulawarman)
Sri Wahyuningsih (Universitas Mulawarman)
Desi Yuniarti (Universitas Mulawarman)
Erlyne Nadhilah Widyaningrum (Universitas Mulawarman)



Article Info

Publish Date
01 Sep 2026

Abstract

Time series data influenced by external events often exhibit abrupt changes and nonlinear patterns, making them difficult to model using a single forecasting approach. Hybrid models have emerged as an alternative by combining the strengths of linear and nonlinear models to improve forecasting accuracy. One approach that can be applied is the hybrid Intervention–Neural Network (NN) model. This study aims to obtain the best hybrid Intervention–NN model for forecasting Indonesian Nickel Reference Mineral Prices (Harga Mineral Acuan/HMA) using monthly data from January 2018 to February 2025, which were affected by the Russia–Ukraine conflict in February 2022. Modeling was conducted using intervention analysis with a step function combined with NN models consisting of 1, 2, 3, and 4 hidden neurons. The results indicate that the optimal model is the hybrid intervention ARIMA(1,1,0) step function model combined with a two-neuron NN, yielding an RMSE value of 1,074.3652 and a MAPE value of 4.7735%. Forecasts for the period from March 2025 to February 2026 indicate a downward trend in nickel prices.

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Journal Info

Abbrev

variansi

Publisher

Subject

Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Mathematics

Description

VARIANSI: Journal of Statistics and Its application on Teaching and Research memuat tulisan hasil penelitian dan kajian pustaka (reviews) dalam bidang ilmu dasar ataupun terapan dan pembelajaran dari bidang Statistika dan Aplikasinya dalam pembelajaran dan riset berupa hasil penelitian dan kajian ...