Journal of Actuarial, Finance, and Risk Managment
Vol 2, No 1 (2023)

Forecasting the Monthly Stock Price per Share of Taiwan Semiconductor Manufacturing Company Limited (TSM) using ARIMA Box-Jenkins Method

Gabriella Maria Singgih (Study Program of Actuarial Science, School of Business, President University, 17550, Indonesia)
Edwin Setiawan Nugraha (Study Program of Actuarial Science, School of Business, President University, 17550, Indonesia)



Article Info

Publish Date
01 Jun 2023

Abstract

Taiwan Semiconductor Manufacturing Company Limited is a Taiwanese multinational semiconductor contract manufacturing and design company. People can buy Stocks from Taiwan Semiconductor Manufacturing Company Limited. Stocks are one of the attractive investment instruments for companies and individuals. There are some theories and analyses to predict stock prices to help investors make wiser decisions when buying and selling stock portfolios. In this study, researchers will use ARIMA(p,d,q) technical analysis to predict the stock price of Taiwan Semiconductor Manufacturing Company Limited for the next 5 months from January 1, 2005 to May 1, 2005. For this forecasting, researchers used Taiwan Semiconductor Manufacturing Company Limited historical stock price data from January 1, 1998 to December 31, 2004 that was obtained from the Yahoo Finance website. Based on the test results of 8 ARIMA models, the best model that researchers got is model 2 ARIMA (2,1,1) with the equation Yt = 0.0759Yt-1 + 0.2706Yt-2 + et - 0.198et-1. This model is considered to be the best because it has the smallest MSE Value, which is 0.1076018; the smallest RMSE value, which is 0.0301156; the smallest MAE value, which is 0,2495926; and the smallest MAPE value, which is 3.0116%. This study shows that the stock price is predicted to rise for the next 5 months from January 1, 2005 to May 1, 2005.

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Journal Info

Abbrev

JAFRM

Publisher

Subject

Economics, Econometrics & Finance Mathematics

Description

This journal aims to provide high quality articles covering any and all aspects of the most recent and significant developments in the actuarial, financial, and risk ...