INVESTMENT RISK MANAGEMENT AT COAL MINING COMPANIES IN INDONESIA USING QUANTITATIVE METHODS: A CASE STUDY OF STOCK PRICES FOR THE CALENDAR YEAR OF 2018 - 2022
Coal mining has become one of the strategic industries for economic growth in Indonesia. Stock investment in the coal mining industry is a high-risk activity. Previous studies have stated that COVID-19 has hurt the country's stock market. Therefore, risk management is needed for stock invest...
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Format: | Final Project |
Language: | Indonesia |
Online Access: | https://digilib.itb.ac.id/gdl/view/76986 |
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Institution: | Institut Teknologi Bandung |
Language: | Indonesia |
Summary: | Coal mining has become one of the strategic industries for economic growth in
Indonesia. Stock investment in the coal mining industry is a high-risk activity.
Previous studies have stated that COVID-19 has hurt the country's stock market.
Therefore, risk management is needed for stock investment in coal mining
companies in Indonesia in the form of both single assets and portfolios. This study
aims to determine risk quantification and the optimal portfolio alternative in stock
investment in coal mining companies in Indonesia in the calendar year of 2018 –
2022. Various quantitative methods are used to measure investment risk, including
standard deviation, beta and R-squared, capital asset pricing model (CAPM) and
Jensen's alpha/alpha, Sharpe ratio, Sortino ratio, Treynor ratio, and value at risk
(VaR) at 95% and 99% confidence interval. Efficient frontier methods based on the
Markowitz model are also used to determine optimal portfolio alternatives. The
calculation using various quantitative methods was carried out on historical data
on monthly closing prices of eight samples of coal mining companies in Indonesia
(ADRO, BSSR, BYAN, PTBA, HRUM, INDY, ITMG, and MBAP), stock indices
consisting of composite and sectoral indices (energy sector), as well as risk-free
rate referring to the benchmark interest rate issued by Bank Indonesia. Data
processing and analysis show that the sample stocks of coal mining companies in
Indonesia other than INDY have performed quite well compared to the performance
of the composite index. In addition, the eight sample stocks of the companies tend
to be less good compared to the performance of the energy sector index in the last
five years based on their total risk approach. Optimal portfolio alternatives were
obtained for each risk-averse and risk-taker investor historically five years
heretofore. An optimal portfolio alternative for risk-averse investors with a
combination of BSSR 24.18%, BYAN 41.78%, PTBA 16.40%, HRUM 1.88%, and
MBAP 15.75% provides an arithmetic average of return, standard deviation, and
monthly Sharpe ratio of 1.67%, 6.63%, and 19.58% respectively, during which the
optimal portfolio alternative for risk-taker investors with a combination of BSSR
27.71%, BYAN 44.38%, HRUM 18.50%, and MBAP 9.40% provides an arithmetic
average of return, standard deviation, and monthly Sharpe ratio of 2.03%, 7.11%,
and 23.33% respectively. |
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