Fitra Rihaadatul Aisyi
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Perbandingan Simple Linear Regressiondan Double Exponential Smoothing dalam Memprediksi Harga Saham Fitra Rihaadatul Aisyi
Jurnal Riset Matematika Volume 3, No.2, Desember 2023, Jurnal Riset Matematika (JRM)
Publisher : UPT Publikasi Ilmiah Unisba

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/jrm.v3i2.2836

Abstract

Abstrak. Fluktuasi harga saham berupa kenaikan atau penurunan harga yang diakibatkan oleh permintaan dan penawaran saham di pasar modal membuat investor merasa kesulitan dalam  memahami bagaimana prospek investasi saham pada suatu perusahaan di masa yang akan datang. Saham indeks Exchange Traded Fund Syariah JII dipilih sebagai objek dalam penelitian ini karena saham ini merupakan salah satu saham syariah unggulan di Bursa Efek Indonesia (BEI) atau Indonesia Stock Exchange (IDX) dengan kriteria likuiditas saham yang tinggi, peningkatan dividen secara konsisten, dan saham yang paling aktif diperdagangkan. Tujuan penelitian ini adalah memprediksi harga saham indeks Exchange Traded Fund Syariah JII pada waktu yang akan datang. Metode yang digunakan adalah metode Simple Linear Regression dan Double Exponential Smoothing karena data historis harga penutupan indeks Exchange Traded Fund Syariah JII mengalami pola trend naik. Hasil penelitian yang diperoleh menunjukkan bahwa model Double Exponential Smoothing dengan α=0,5 mampu memberikan performa yang lebih baik dibandingkan model Simple Linear Regression dengan memperoleh hasil MAD sebesar 1,6906 dan nilai MAPE sebesar 0,2497%. Hasil prediksi harga saham Indeks Exchange Traded Fund Syariah JII periode selanjutnya menunjukkan harga sebesar Rp 677,3721 untuk periode 1 Desember 2022. Abstract. Stock price fluctuations in the form of price increases or decreases caused by demand and supply of shares in the capital market make investors find it difficult to understand how the prospects for stock investment in a company in the future. JII Sharia Exchange Traded Fund index shares were chosen as objects in this study because this stock is one of the leading Islamic stocks on the Indonesia Stock Exchange (IDX) with high stock liquidity criteria, consistent increase in dividends, and the most actively traded stocks. The purpose of this study is to predict the stock price of the JII Sharia Exchange Traded Fund index in the future. The methods used are Simple Linear Regression and Double Exponential Smoothing methods because historical data on the closing price of the JII Sharia Exchange Traded Fund index experienced an uptrend pattern. The results showed that the Double Exponential Smoothing model with α=0.5 was able to provide better performance than the Simple Linear Regression model by obtaining MAD results of 1.6906 and MAPE values of 0.2497%. The stock price prediction results of the JII Sharia Exchange Traded Fund Index for the next period show a price of IDR 677.3721 for the period of December 1, 2022.