UTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD

In Indonesia, competence can be measured through 3 things, namely a person’s knowledge and abilities also the person’s work attitude in the working environment. This competence is measured in a standard way called unit of competence. The making of competency units in Indonesia is still being carr...

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Main Author: Fadhel Ramadhan, Adam
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/64088
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:64088
spelling id-itb.:640882022-03-28T15:48:40ZUTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD Fadhel Ramadhan, Adam Indonesia Final Project competency units, semantic text similarity, query, website INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/64088 In Indonesia, competence can be measured through 3 things, namely a person’s knowledge and abilities also the person’s work attitude in the working environment. This competence is measured in a standard way called unit of competence. The making of competency units in Indonesia is still being carried out by different people and different teams. This causes some problems. The first problem is there are some competency units have the same meaning as other units even though they have different sentences. The second problem is that competency units are still made separate from each other. To overcome those problems, in this project a website is created. A website that utilizes semantic text similarity technology so that it can check beforehand the level of similarity between the unit that’s going to be made and existing units. In addition, the website is also capable to store all competency units that are already made before, so they are not separated from each other. In testing the model, pearson correlation coefficient (PCC) is being used to calculate its quality. Based on test results, the best semantic text similarity model has PCC value of 61.43%. Besides that, the website is also able to display a list of competency units that have most similarity with the search query. Among them there is a similarity level above 65%, between 50% - 65% and below 50%. The list will be displayed in order from most similar to least similar. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description In Indonesia, competence can be measured through 3 things, namely a person’s knowledge and abilities also the person’s work attitude in the working environment. This competence is measured in a standard way called unit of competence. The making of competency units in Indonesia is still being carried out by different people and different teams. This causes some problems. The first problem is there are some competency units have the same meaning as other units even though they have different sentences. The second problem is that competency units are still made separate from each other. To overcome those problems, in this project a website is created. A website that utilizes semantic text similarity technology so that it can check beforehand the level of similarity between the unit that’s going to be made and existing units. In addition, the website is also capable to store all competency units that are already made before, so they are not separated from each other. In testing the model, pearson correlation coefficient (PCC) is being used to calculate its quality. Based on test results, the best semantic text similarity model has PCC value of 61.43%. Besides that, the website is also able to display a list of competency units that have most similarity with the search query. Among them there is a similarity level above 65%, between 50% - 65% and below 50%. The list will be displayed in order from most similar to least similar.
format Final Project
author Fadhel Ramadhan, Adam
spellingShingle Fadhel Ramadhan, Adam
UTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD
author_facet Fadhel Ramadhan, Adam
author_sort Fadhel Ramadhan, Adam
title UTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD
title_short UTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD
title_full UTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD
title_fullStr UTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD
title_full_unstemmed UTILIZATION OF SEMANTIC TEXT SIMILARITY IN DEVELOPMENT OF WORK COMPETENCY REPOSITORY IN INFORMATION TECHNOLOGY FIELD
title_sort utilization of semantic text similarity in development of work competency repository in information technology field
url https://digilib.itb.ac.id/gdl/view/64088
_version_ 1822276920397529088