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...

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Main Authors: Shahadan, Md Azman, Abdul Wahab Khan, Rahmattullah Khan, Mohd Ramli, Aimillia
Format: Article
Language:English
English
Published: Blue Eyes Intelligence Engineering and Sciences Publication 2019
Subjects:
Online Access: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
id iium-76508
recordtype eprints
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
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
English
topic L Education (General)
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
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
format Article
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
title 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_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_sort complementary log-log with random effect model using malaysian graduate employability data
publisher Blue Eyes Intelligence Engineering and Sciences Publication
publishDate 2019
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
first_indexed 2023-09-18T21:48:05Z
last_indexed 2023-09-18T21:48:05Z
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