Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]

Jobs are solemnly proclaimed as a crucial factor that can determine an individual’s future and the most precise way of securing one’s financial stability, especially towards the populace of new graduates. This study discusses explicitly and dives deeper into helping the graduates with their future c...

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Main Authors: Abu Samah, Khyrina Airin Fariza, Wirakarnain, Nurqueen Sayang Dinnie, Deraman, Noor Afni, Johari, Siti Nor Amalina, Moketar, Nor Aıza, Hasrol Jono, Mohd Nor Hajar
Format: Conference or Workshop Item
Language:English
Published: 2021
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/55620/1/55620.pdf
https://ir.uitm.edu.my/id/eprint/55620/
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spelling my.uitm.ir.556202022-02-25T09:16:40Z https://ir.uitm.edu.my/id/eprint/55620/ Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.] Abu Samah, Khyrina Airin Fariza Wirakarnain, Nurqueen Sayang Dinnie Deraman, Noor Afni Johari, Siti Nor Amalina Moketar, Nor Aıza Hasrol Jono, Mohd Nor Hajar Statistical data Labor. Work. Working class Labor. Work environment Wages Jobs are solemnly proclaimed as a crucial factor that can determine an individual’s future and the most precise way of securing one’s financial stability, especially towards the populace of new graduates. This study discusses explicitly and dives deeper into helping the graduates with their future careers. Obtaining this application is an ideal website used to discover the wonders of jobs all over the country mentioned above, Malaysia, but identifying the jobs in an organized manner by dividing them into their respective and specific courses is challenging. Therefore, using the modified waterfall consisting of four phases and applying the linear regression and visualization techniques help overcome the problem. It does not merely offer the jobs for the graduates, but they are also provided with the aid of foreseeable salary to make it easier for them to choose based on their expectation towards the wage. The extracted Jobstreet’s data runs the pre-processing, develops the model, and runs on real-world data. Linear Regression algorithm was used to predict the salary and tested using mean absolute error to validate the prediction. The system also applies the dashboard in presenting visualization of the data. As a result, it is of significant help to the specific populace of graduates to offer them a thorough overview of their desired work and the companies that bear the same job but juxtapose wages. The functionality of the system has been tested to ensure the system meets the objectives set. 2021 Conference or Workshop Item PeerReviewed text en https://ir.uitm.edu.my/id/eprint/55620/1/55620.pdf ID55620 Abu Samah, Khyrina Airin Fariza and Wirakarnain, Nurqueen Sayang Dinnie and Deraman, Noor Afni and Johari, Siti Nor Amalina and Moketar, Nor Aıza and Hasrol Jono, Mohd Nor Hajar (2021) Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]. In: UNSPECIFIED.
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Statistical data
Labor. Work. Working class
Labor. Work environment
Wages
spellingShingle Statistical data
Labor. Work. Working class
Labor. Work environment
Wages
Abu Samah, Khyrina Airin Fariza
Wirakarnain, Nurqueen Sayang Dinnie
Deraman, Noor Afni
Johari, Siti Nor Amalina
Moketar, Nor Aıza
Hasrol Jono, Mohd Nor Hajar
Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]
description Jobs are solemnly proclaimed as a crucial factor that can determine an individual’s future and the most precise way of securing one’s financial stability, especially towards the populace of new graduates. This study discusses explicitly and dives deeper into helping the graduates with their future careers. Obtaining this application is an ideal website used to discover the wonders of jobs all over the country mentioned above, Malaysia, but identifying the jobs in an organized manner by dividing them into their respective and specific courses is challenging. Therefore, using the modified waterfall consisting of four phases and applying the linear regression and visualization techniques help overcome the problem. It does not merely offer the jobs for the graduates, but they are also provided with the aid of foreseeable salary to make it easier for them to choose based on their expectation towards the wage. The extracted Jobstreet’s data runs the pre-processing, develops the model, and runs on real-world data. Linear Regression algorithm was used to predict the salary and tested using mean absolute error to validate the prediction. The system also applies the dashboard in presenting visualization of the data. As a result, it is of significant help to the specific populace of graduates to offer them a thorough overview of their desired work and the companies that bear the same job but juxtapose wages. The functionality of the system has been tested to ensure the system meets the objectives set.
format Conference or Workshop Item
author Abu Samah, Khyrina Airin Fariza
Wirakarnain, Nurqueen Sayang Dinnie
Deraman, Noor Afni
Johari, Siti Nor Amalina
Moketar, Nor Aıza
Hasrol Jono, Mohd Nor Hajar
author_facet Abu Samah, Khyrina Airin Fariza
Wirakarnain, Nurqueen Sayang Dinnie
Deraman, Noor Afni
Johari, Siti Nor Amalina
Moketar, Nor Aıza
Hasrol Jono, Mohd Nor Hajar
author_sort Abu Samah, Khyrina Airin Fariza
title Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]
title_short Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]
title_full Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]
title_fullStr Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]
title_full_unstemmed Jobs Visualization and Salary Prediction System Based on Jobstreet Malaysia / Khyrina Airin Fariza Abu Samah ... [et al.]
title_sort jobs visualization and salary prediction system based on jobstreet malaysia / khyrina airin fariza abu samah ... [et al.]
publishDate 2021
url https://ir.uitm.edu.my/id/eprint/55620/1/55620.pdf
https://ir.uitm.edu.my/id/eprint/55620/
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score 13.211869