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 discipline 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 met...

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Main Author: Ahsanah, Adilah
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/49097
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:49097
spelling id-itb.:490972020-09-04T14:01:29ZCOMOVEMENT 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 Indonesia Final Project Comovement, Volatility, Wavelet Coherence, Wavelet Power Spectrum. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/49097 Physics is a science discipline 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 model is used to find out the dynamics of a system that fluctuates and is influenced by various other elements. One of the models studied is modeling on financial markets which are part of econophysics. Econophysics is a science field that explains economic concepts using theoretical approaches and physical methods. In this study, the dynamics in the financial markets studied 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. This method can generate a Wavelet Power Spectrum (WPS) and Wavelet Coherence (WTC) analysis to illustrate the areas in time with high volatility and comovement. Volatility analysis with WPS shows that gold prices have the lowest volatility and stock prices have the highest volatility. Then the Wavelet Coherence (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, and SMGR and PTBA stocks. Also, an investment strategy analysis is conducted based on the type of investor that consist of aggressive, moderate, and conservative investors who invest in stocks with high, medium, and low comovement and the current economic turmoil. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Physics is a science discipline 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 model is used to find out the dynamics of a system that fluctuates and is influenced by various other elements. One of the models studied is modeling on financial markets which are part of econophysics. Econophysics is a science field that explains economic concepts using theoretical approaches and physical methods. In this study, the dynamics in the financial markets studied 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. This method can generate a Wavelet Power Spectrum (WPS) and Wavelet Coherence (WTC) analysis to illustrate the areas in time with high volatility and comovement. Volatility analysis with WPS shows that gold prices have the lowest volatility and stock prices have the highest volatility. Then the Wavelet Coherence (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, and SMGR and PTBA stocks. Also, an investment strategy analysis is conducted based on the type of investor that consist of aggressive, moderate, and conservative investors who invest in stocks with high, medium, and low comovement and the current economic turmoil.
format Final Project
author Ahsanah, Adilah
spellingShingle 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)
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/49097
_version_ 1822000281506807808