Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks
Stock market investment has been risky due to its volatility. Investors and analysts have adopted different types of strategies for stock picking and trading. Fundamental (FA), stock prediction, technical (TA) or news (NA) analysis are the most widely used strategies to identify the outperform stock...
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| Format: | Final Year Project (FYP) |
| Language: | English |
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Nanyang Technological University
2022
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| Online Access: | https://hdl.handle.net/10356/158136 |
| _version_ | 1811678769557012480 |
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| author | Yew, Su Qin |
| author2 | Wong Jia Yiing, Patricia |
| author_facet | Wong Jia Yiing, Patricia Yew, Su Qin |
| author_sort | Yew, Su Qin |
| collection | NTU |
| description | Stock market investment has been risky due to its volatility. Investors and analysts have adopted different types of strategies for stock picking and trading. Fundamental (FA), stock prediction, technical (TA) or news (NA) analysis are the most widely used strategies to identify the outperform stocks. In this paper, methodologies for FA, stock prediction with technical indicators, and NA were combined to investigate the effectiveness in stock investing. A ranking methodology on fundamental analysis includes the studies of quantitative and qualitative exploration for the businesses. Next, machine learning techniques such as random forests, support vector machines, and long-short term memory, were deployed with technical indicators featured. The insights of the stock trend were also analysed with the economy, politics, and company news. It was concluded that the combination of strategies was effective, as the news has shown a strong correlation with the stock movement. |
| first_indexed | 2024-10-01T02:58:32Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/158136 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T02:58:32Z |
| publishDate | 2022 |
| publisher | Nanyang Technological University |
| record_format | dspace |
| spelling | ntu-10356/1581362023-07-07T19:28:57Z Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks Yew, Su Qin Wong Jia Yiing, Patricia School of Electrical and Electronic Engineering EJYWong@ntu.edu.sg Engineering::Electrical and electronic engineering Stock market investment has been risky due to its volatility. Investors and analysts have adopted different types of strategies for stock picking and trading. Fundamental (FA), stock prediction, technical (TA) or news (NA) analysis are the most widely used strategies to identify the outperform stocks. In this paper, methodologies for FA, stock prediction with technical indicators, and NA were combined to investigate the effectiveness in stock investing. A ranking methodology on fundamental analysis includes the studies of quantitative and qualitative exploration for the businesses. Next, machine learning techniques such as random forests, support vector machines, and long-short term memory, were deployed with technical indicators featured. The insights of the stock trend were also analysed with the economy, politics, and company news. It was concluded that the combination of strategies was effective, as the news has shown a strong correlation with the stock movement. Bachelor of Engineering (Electrical and Electronic Engineering) 2022-05-30T13:06:35Z 2022-05-30T13:06:35Z 2022 Final Year Project (FYP) Yew, S. Q. (2022). Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/158136 https://hdl.handle.net/10356/158136 en A1175-211 application/pdf Nanyang Technological University |
| spellingShingle | Engineering::Electrical and electronic engineering Yew, Su Qin Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks |
| title | Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks |
| title_full | Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks |
| title_fullStr | Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks |
| title_full_unstemmed | Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks |
| title_short | Stock selection strategies via fundamental, technical and new analysis in SGX consumer stocks |
| title_sort | stock selection strategies via fundamental technical and new analysis in sgx consumer stocks |
| topic | Engineering::Electrical and electronic engineering |
| url | https://hdl.handle.net/10356/158136 |
| work_keys_str_mv | AT yewsuqin stockselectionstrategiesviafundamentaltechnicalandnewanalysisinsgxconsumerstocks |