Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail
Stock selection has been a crucial puzzle to investors and abundant empirical works have looked at this issue. Nevertheless, there is very limited empirical evidence that employs DEA in stock selection. Therefore, the main purpose of the study is to apply DEA models on stock selection of Malaysian s...
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis |
| Language: | English |
| Published: |
2013
|
| Online Access: | https://ir.uitm.edu.my/id/eprint/18324/6/18324.pdf |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| id |
my-uitm-ir.18324 |
|---|---|
| record_format |
uketd_dc |
| spelling |
my-uitm-ir.183242023-03-08T02:33:25Z Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail 2013 Ismail, Md Khairu Amin Stock selection has been a crucial puzzle to investors and abundant empirical works have looked at this issue. Nevertheless, there is very limited empirical evidence that employs DEA in stock selection. Therefore, the main purpose of the study is to apply DEA models on stock selection of Malaysian stocks. The scope of the study incorporates all firms of the five sectors of Bursa Malaysia Main Market, which are consumer, industrial, property, plantation, and trading & services. Two DEA models, technical-efficiency and super-efficiency, are utilized in modeling the DEA stock selection in Malaysia. Stock selection takes place during various economic conditions, specifically sideway-trend, upward-trend and downward-trend, covering from 1998 to 2005. The ex-post period of portfolio performance is evaluated based on 12-month (short-term) and 36-month (long-term) holding periods. The empirical findings show that, during sideway-trend selection, on average, both the DEA super-efficiency and technical-efficiency portfolios produce significantly positive abnormal returns over the long-term. However, during upward-trend selection, on average, the DEA super-efficiency portfolios exhibit significantly negative abnormal returns for both short-term and long-term periods. During downward-trend selection, the DEA super-efficiency portfolios show significantly negative abnormal returns over the long-term. The present study contributes to the literature by furnishing new empirical evidence on DEA stock selection literature as well as on the emerging market literature. Furthermore, it is also able to contribute to firms and policy makers as well. Overall, pertaining to the present findings, it is rendered that the DEA portfolios outperform over the long-term holding period particularly when the selection took place during side-way trend. This empirical finding suggests that the DEA models can be applied in Malaysia during side-way trend as a tool for helping investors in their stock selection. 2013 Thesis https://ir.uitm.edu.my/id/eprint/18324/ https://ir.uitm.edu.my/id/eprint/18324/6/18324.pdf text en public phd doctoral Universiti Teknologi MARA Faculty of Business and Management Salamudin, Norhana (Prof. Dr.) Abd Rahman, Nik Muhammad Naziman (Associate Prof. Dr.) Kamaruddin, Badrul Hisham (Dr.) |
| institution |
Universiti Teknologi MARA |
| collection |
UiTM Institutional Repository |
| language |
English |
| advisor |
Salamudin, Norhana (Prof. Dr.) Abd Rahman, Nik Muhammad Naziman (Associate Prof. Dr.) Kamaruddin, Badrul Hisham (Dr.) |
| description |
Stock selection has been a crucial puzzle to investors and abundant empirical works have looked at this issue. Nevertheless, there is very limited empirical evidence that employs DEA in stock selection. Therefore, the main purpose of the study is to apply DEA models on stock selection of Malaysian stocks. The scope of the study incorporates all firms of the five sectors of Bursa Malaysia Main Market, which are consumer, industrial, property, plantation, and trading & services. Two DEA models, technical-efficiency and super-efficiency, are utilized in modeling the DEA stock selection in Malaysia. Stock selection takes place during various economic conditions, specifically sideway-trend, upward-trend and downward-trend, covering from 1998 to 2005. The ex-post period of portfolio performance is evaluated based on 12-month (short-term) and 36-month (long-term) holding periods. The empirical findings show that, during sideway-trend selection, on average, both the DEA super-efficiency and technical-efficiency portfolios produce significantly positive abnormal returns over the long-term. However, during upward-trend selection, on average, the DEA super-efficiency portfolios exhibit significantly negative abnormal returns for both short-term and long-term periods. During downward-trend selection, the DEA super-efficiency portfolios show significantly negative abnormal returns over the long-term. The present study contributes to the literature by furnishing new empirical evidence on DEA stock selection literature as well as on the emerging market literature. Furthermore, it is also able to contribute to firms and policy makers as well. Overall, pertaining to the present findings, it is rendered that the DEA portfolios outperform over the long-term holding period particularly when the selection took place during side-way trend. This empirical finding suggests that the DEA models can be applied in Malaysia during side-way trend as a tool for helping investors in their stock selection. |
| format |
Thesis |
| qualification_name |
Doctor of Philosophy (PhD.) |
| qualification_level |
Doctorate |
| author |
Ismail, Md Khairu Amin |
| spellingShingle |
Ismail, Md Khairu Amin Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail |
| author_facet |
Ismail, Md Khairu Amin |
| author_sort |
Ismail, Md Khairu Amin |
| title |
Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail |
| title_short |
Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail |
| title_full |
Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail |
| title_fullStr |
Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail |
| title_full_unstemmed |
Modelling stock selection in Malaysia based on Data Envelopment Analysis (DEA) / Md Khairu Amin Ismail |
| title_sort |
modelling stock selection in malaysia based on data envelopment analysis (dea) / md khairu amin ismail |
| granting_institution |
Universiti Teknologi MARA |
| granting_department |
Faculty of Business and Management |
| publishDate |
2013 |
| url |
https://ir.uitm.edu.my/id/eprint/18324/6/18324.pdf |
| _version_ |
1783733661551558656 |