Complementary log-log with random effect model using Malaysian graduate employability data
The objective of this research is to investigate the relationship between hazard ratio or survival function of graduate employability and 8 explanatory variables. The 8 explanatory variables are as follows: gender, CGPA, geographic region, English language proficiency, area of study, curriculum...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English English |
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Blue Eyes Intelligence Engineering and Sciences Publication
2019
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/76508/ http://irep.iium.edu.my/76508/1/76508_Complementary%20Log-Log%20with%20Random_article.pdf http://irep.iium.edu.my/76508/2/76508_Complementary%20Log-Log%20with%20Random_scopus.pdf |
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| author | Shahadan, Md Azman Abdul Wahab Khan, Rahmattullah Khan Mohd Ramli, Aimillia |
| author_facet | Shahadan, Md Azman Abdul Wahab Khan, Rahmattullah Khan Mohd Ramli, Aimillia |
| author_sort | Shahadan, Md Azman |
| building | IIUM Repository |
| collection | Online Access |
| description | The objective of this research is to investigate the
relationship between hazard ratio or survival function of
graduate employability and 8 explanatory variables. The 8
explanatory variables are as follows: gender, CGPA, geographic
region, English language proficiency, area of study, curriculum
satisfaction, carrier guidance services satisfaction and monthly
family income. In order to study a survival function of graduate
employability, we have developed a sequence of binary numbers
(employed (1) or unemployed (0)) at a particular time of being
employed among first degree graduate students (N=2228). The
data is based on a survival study data, which traces the survival
function of graduate students within 12 months of window
opportunity. We have used the complementary log-log model in
various forms. For the simple complementary log-log model, the
results showed that the hazard risk with baseline hazard ratio
relate to graduates' gender, CGPA, satisfaction with career
guidance, the geographic region from which they came from,
their English performance, their area of study and their family
income. As for subject-specific (random effects), the hazard ratio
also relates to the abovementioned variables |
| first_indexed | 2025-11-14T17:38:33Z |
| format | Article |
| id | iium-76508 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T17:38:33Z |
| publishDate | 2019 |
| publisher | Blue Eyes Intelligence Engineering and Sciences Publication |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-765082020-01-31T07:15:03Z http://irep.iium.edu.my/76508/ Complementary log-log with random effect model using Malaysian graduate employability data Shahadan, Md Azman Abdul Wahab Khan, Rahmattullah Khan Mohd Ramli, Aimillia L Education (General) The objective of this research is to investigate the relationship between hazard ratio or survival function of graduate employability and 8 explanatory variables. The 8 explanatory variables are as follows: gender, CGPA, geographic region, English language proficiency, area of study, curriculum satisfaction, carrier guidance services satisfaction and monthly family income. In order to study a survival function of graduate employability, we have developed a sequence of binary numbers (employed (1) or unemployed (0)) at a particular time of being employed among first degree graduate students (N=2228). The data is based on a survival study data, which traces the survival function of graduate students within 12 months of window opportunity. We have used the complementary log-log model in various forms. For the simple complementary log-log model, the results showed that the hazard risk with baseline hazard ratio relate to graduates' gender, CGPA, satisfaction with career guidance, the geographic region from which they came from, their English performance, their area of study and their family income. As for subject-specific (random effects), the hazard ratio also relates to the abovementioned variables Blue Eyes Intelligence Engineering and Sciences Publication 2019-04 Article PeerReviewed application/pdf en http://irep.iium.edu.my/76508/1/76508_Complementary%20Log-Log%20with%20Random_article.pdf application/pdf en http://irep.iium.edu.my/76508/2/76508_Complementary%20Log-Log%20with%20Random_scopus.pdf Shahadan, Md Azman and Abdul Wahab Khan, Rahmattullah Khan and Mohd Ramli, Aimillia (2019) Complementary log-log with random effect model using Malaysian graduate employability data. International Journal of Recent Technology and Engineering, 7 (6). pp. 219-225. ISSN 2277-3878 https://www.ijrte.org/wp-content/uploads/papers/v7i6s2/F10330476S219.pdf |
| spellingShingle | L Education (General) Shahadan, Md Azman Abdul Wahab Khan, Rahmattullah Khan Mohd Ramli, Aimillia Complementary log-log with random effect model using Malaysian graduate employability data |
| title | Complementary log-log with random effect model using Malaysian graduate employability data |
| title_full | Complementary log-log with random effect model using Malaysian graduate employability data |
| title_fullStr | Complementary log-log with random effect model using Malaysian graduate employability data |
| title_full_unstemmed | Complementary log-log with random effect model using Malaysian graduate employability data |
| title_short | Complementary log-log with random effect model using Malaysian graduate employability data |
| title_sort | complementary log-log with random effect model using malaysian graduate employability data |
| topic | L Education (General) |
| url | http://irep.iium.edu.my/76508/ http://irep.iium.edu.my/76508/ http://irep.iium.edu.my/76508/1/76508_Complementary%20Log-Log%20with%20Random_article.pdf http://irep.iium.edu.my/76508/2/76508_Complementary%20Log-Log%20with%20Random_scopus.pdf |