2022
DOI: 10.3390/economies10010017
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Price Index Modeling and Risk Prediction of Sharia Stocks in Indonesia

Abstract: This study aimed to predict the JKII (Jakarta Islamic Index) price as a price index of sharia stocks and predict the loss risk. This study uses geometric Brownian motion (GBM) and Value at Risk (VaR; with the Monte Carlo Simulation approach) on the daily closing price of JKII from 1 August 2020–13 August 2021 to predict the price and loss risk of JKII at 16 August 2021–23 August 2021. The findings of this study were very accurate for predicting the JKII price with a MAPE value of 2.03%. Then, using VaR with a … Show more

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Cited by 8 publications
(8 citation statements)
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“…The Experimental Price Index for Underlying Inflation is a measure of inflation that excludes goods and services with volatile prices, such as food and energy (Abe & Shinozaki, 2018). The Everyday Price Index (EPI) is a measure of inflation that focuses on goods and services that are frequently purchased by consumers (Hersugondo et al, 2022). Sticky Price CPI is a measure of inflation that focuses on goods and services whose prices do not change frequently (Kundu et al, 2021).…”
Section: Literature Reviewmentioning
confidence: 99%
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“…The Experimental Price Index for Underlying Inflation is a measure of inflation that excludes goods and services with volatile prices, such as food and energy (Abe & Shinozaki, 2018). The Everyday Price Index (EPI) is a measure of inflation that focuses on goods and services that are frequently purchased by consumers (Hersugondo et al, 2022). Sticky Price CPI is a measure of inflation that focuses on goods and services whose prices do not change frequently (Kundu et al, 2021).…”
Section: Literature Reviewmentioning
confidence: 99%
“…The chain-weighted CPI may underestimate inflation during periods of significant price change (Genc et al, 2022). The EPI may not capture price changes in goods and services that are excluded from measurement (Hersugondo et al, 2022). The EPI and Sticky Price CPI may not be representative of overall inflation experienced by consumers (Hersugondo et al, 2022;Kundu et al, 2021).…”
Section: Literature Reviewmentioning
confidence: 99%
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“…GBM is widely used in financial asset modelling. This model is useful for predicting asset prices based on historical returns (Hersugondo et al, 2022). The GBM model will effectively apply if the company and the market are in stable condition, the stock price of the company considered continuous in time, and the stock return value assumed normally distributed (Maruddani and Trimono, 2017).…”
Section: Geometric Brownian Motion (Gbm) Modelmentioning
confidence: 99%
“…The factors of movement of stock prices depend on company specific, economy specific, market specific and investor specific (Ruhani et al , 2018). To gauge the movement in stock prices, Brownian movement model has consistently been used in conventional settings and more recently in Islamic settings (Arshad, 2017; Hersugondo et al , 2022; Omar and Mohd Jaffar, 2011). This is based on the idea that movements of particles in physics and stocks in stock markets are caused by their environments.…”
Section: Introductionmentioning
confidence: 99%