COMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX)
Physics is a science that works according to scientific methods. The scientific method only accepts reason, logic, and experimental evidence between something real scientifically or not. In practice, physics scientists have recently been modeling complex systems using these scientific methods. This...
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id-itb.:474392020-05-15T10:58:26ZCOMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX) Ahsanah, Adilah Fisika Indonesia Final Project Comovement, Volatility, Wavelet Coherence, Wavelet Power Spectrum. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/47439 Physics is a science that works according to scientific methods. The scientific method only accepts reason, logic, and experimental evidence between something real scientifically or not. In practice, physics scientists have recently been modeling complex systems using these scientific methods. This modeling is used to find out the dynamics of a system that fluctuates and is influenced by various other elements. One of the studies is modeling financial markets which are part of econophysics. Econophysics is a science that explains economic concepts using theoretical approaches and physical methods. In this study, the dynamics in the financial markets are comovement and volatility between commodities and the rupiah exchange rate with the closing price of the LQ45 stocks index for the period of January 2015 – April 2020. The method used in this study is Wavelet Coherence (WTC). This method can change or decompose the time series that are reviewed into a time and frequency domain simultaneously. The mother wavelet form used is Morlet. A program used to process the data has been developed by Grinsted using MATLAB. With this method, we can get a Wavelet Power Spectrum (WPS) analysis. WPS illustrates areas in time that have high volatility. Not only that, but we also obtained the Wavelet Coherence (WTC) analysis which performed the wavelet analysis of the time series reviewed. Volatility analysis with WPS shows that gold prices have the lowest volatility and stock prices have the highest volatility. Then the WTC analysis shows the highest and lowest comovement between stock prices against oil prices, gold prices, and the rupiah exchange rate respectively occurred in UNVR and SMGR, UNVR and PTPP shares, and SMGR and PTBA. Also, an investment strategy based on the type of investor consisting of aggressive, moderate, and conservative investors who invest in shares with high, medium and low shares and the current economic turmoil. text |
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Fisika Ahsanah, Adilah COMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX) |
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Physics is a science that works according to scientific methods. The scientific method only accepts reason, logic, and experimental evidence between something real scientifically or not. In practice, physics scientists have recently been modeling complex systems using these scientific methods. This modeling is used to find out the dynamics of a system that fluctuates and is influenced by various other elements. One of the studies is modeling financial markets which are part of econophysics. Econophysics is a science that explains economic concepts using theoretical approaches and physical methods. In this study, the dynamics in the financial markets are comovement and volatility between commodities and the rupiah exchange rate with the closing price of the LQ45 stocks index for the period of January 2015 – April 2020. The method used in this study is Wavelet Coherence (WTC). This method can change or decompose the time series that are reviewed into a time and frequency domain simultaneously. The mother wavelet form used is Morlet. A program used to process the data has been developed by Grinsted using MATLAB. With this method, we can get a Wavelet Power Spectrum (WPS) analysis. WPS illustrates areas in time that have high volatility. Not only that, but we also obtained the Wavelet Coherence (WTC) analysis which performed the wavelet analysis of the time series reviewed. Volatility analysis with WPS shows that gold prices have the lowest volatility and stock prices have the highest volatility. Then the WTC analysis shows the highest and lowest comovement between stock prices against oil prices, gold prices, and the rupiah exchange rate respectively occurred in UNVR and SMGR, UNVR and PTPP shares, and SMGR and PTBA. Also, an investment strategy based on the type of investor consisting of aggressive, moderate, and conservative investors who invest in shares with high, medium and low shares and the current economic turmoil. |
format |
Final Project |
author |
Ahsanah, Adilah |
author_facet |
Ahsanah, Adilah |
author_sort |
Ahsanah, Adilah |
title |
COMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX) |
title_short |
COMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX) |
title_full |
COMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX) |
title_fullStr |
COMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX) |
title_full_unstemmed |
COMOVEMENT AND VOLATILITY ANALYSIS USING THE WAVELET COHERENCE METHOD (CASE STUDY OF WORLD OIL, GOLD, AND RUPIAH EXCHANGE RATE PRICES FOR LQ45 STOCK PRICE INDEX) |
title_sort |
comovement and volatility analysis using the wavelet coherence method (case study of world oil, gold, and rupiah exchange rate prices for lq45 stock price index) |
url |
https://digilib.itb.ac.id/gdl/view/47439 |
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