Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector
Financial networks can be built to observe complex stock market dynamics through the analysis of stock closing price data. In this study, networks of three major events are constructed to compare their impacts on the Consumer Products and Services sector of Bursa Malaysia. Using the threshold method...
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my.iium.irep.1121702024-05-14T01:13:13Z http://irep.iium.edu.my/112170/ Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector Dellow, Alyssa April Ismail, Munira Bahaludin, Hafizah Abdul Razak, Fatimah QA Mathematics Financial networks can be built to observe complex stock market dynamics through the analysis of stock closing price data. In this study, networks of three major events are constructed to compare their impacts on the Consumer Products and Services sector of Bursa Malaysia. Using the threshold method, the 2008 global fnancial crisis, 2015 stock market crash in China and COVID-19 pandemic networks are built upon 134, 156 and 162 stocks respectively. To comprehend embedded network structures during volatile periods of time, topological properties of the networks are examined. Consequently, this study reveals that stock market networks tend to have high global clustering coefcient values as they herd together during major events. The networks also have small average path lengths, leading to the revelation that this sector of the market possesses small-world properties. Furthermore, fuctuations in the magnitude of negative correlation coefcients are found as a good indicator of triggering events taking place. Networks in the Malaysian stock market tend to have heavy-tailed degree distributions that signify the presence of hubs. While the Travel, Leisure and Hospitality subsector emerges as the epicenter of the sector during normal and calm periods, the hubs identifed via centrality measures have a tendency to shift over time, refecting an evolving market structure. Overall, the impacts brought forth by COVID-19 are more drastic than that of the other two major events. In exploring the intrinsic properties of the Malaysian stock market, the right measures in administering market policies and making data-driven portfolio decisions can be made Springer Nature 2024-05-08 Article PeerReviewed application/pdf en http://irep.iium.edu.my/112170/2/112170_Comparing%20the%20impacts%20of%20past%20major%20events.pdf Dellow, Alyssa April and Ismail, Munira and Bahaludin, Hafizah and Abdul Razak, Fatimah (2024) Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector. Journal of the Knowledge Economy. pp. 1-43. ISSN 1868-7865 E-ISSN 1868-7873 https://link.springer.com/article/10.1007/s13132-024-02038-0 https://doi.org/10.1007/s13132-024-02038-0 |
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QA Mathematics Dellow, Alyssa April Ismail, Munira Bahaludin, Hafizah Abdul Razak, Fatimah Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector |
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Financial networks can be built to observe complex stock market dynamics through the analysis of stock closing price data. In this study, networks of three major events are constructed to compare their impacts on the Consumer Products and Services sector of Bursa Malaysia. Using the threshold method, the 2008 global fnancial crisis, 2015 stock market crash in China and COVID-19 pandemic networks are built upon 134, 156 and 162 stocks respectively. To comprehend embedded network structures during volatile periods of time, topological properties of the networks are examined. Consequently, this study reveals that stock market networks tend to have high global clustering coefcient values as they herd together during major events. The networks also have small average path lengths, leading to the revelation that this sector of the market possesses small-world properties. Furthermore, fuctuations in the magnitude of negative correlation coefcients are found as a good indicator of triggering events taking place. Networks in the Malaysian stock market tend to have heavy-tailed degree distributions that signify the presence of hubs. While the Travel, Leisure and Hospitality subsector emerges as the epicenter of the sector during normal and calm periods, the hubs identifed via centrality measures have a tendency to shift over time, refecting an evolving market structure. Overall, the impacts brought forth by COVID-19 are more drastic than that of the other two major events. In exploring the intrinsic properties of the Malaysian stock market, the right measures in administering market policies and making data-driven portfolio decisions can be made |
format |
Article |
author |
Dellow, Alyssa April Ismail, Munira Bahaludin, Hafizah Abdul Razak, Fatimah |
author_facet |
Dellow, Alyssa April Ismail, Munira Bahaludin, Hafizah Abdul Razak, Fatimah |
author_sort |
Dellow, Alyssa April |
title |
Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector |
title_short |
Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector |
title_full |
Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector |
title_fullStr |
Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector |
title_full_unstemmed |
Comparing the impacts of past major events on the network topology structure of the Malaysian consumer products and services sector |
title_sort |
comparing the impacts of past major events on the network topology structure of the malaysian consumer products and services sector |
publisher |
Springer Nature |
publishDate |
2024 |
url |
http://irep.iium.edu.my/112170/2/112170_Comparing%20the%20impacts%20of%20past%20major%20events.pdf http://irep.iium.edu.my/112170/ https://link.springer.com/article/10.1007/s13132-024-02038-0 https://doi.org/10.1007/s13132-024-02038-0 |
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