DEVELOPMENT OF AUTOMATIC MATURITY LEVEL ASSESSMENT APPLICATION FOR ELECTRONIC GOVERNMENT SYSTEM ON INTERNAL POLICY DOMAIN FROM TEXT SIMILARITY

• Main Author: Nisa Kamila, Awwala
• Format: Final Project
• Language: Indonesia
• Online Access: https://digilib.itb.ac.id/gdl/view/74107
• Institution: Institut Teknologi Bandung

Electronic-Based Government System (SPBE) is the implementation of governance that utilizes information and communication technology to provide services to SPBE Users. To ensure the maturity level of SPBE, manual assessments need to be conducted by both internal and external assessors. However, manual assessments are time-consuming. As a result, an Automated Assessment Application for SPBE Maturity Level was developed. This application is a platform that can automatically assess SPBE documents, particularly indicators 1-10. The Final Project will focus on the development of the Text Similarity module, which is a module to determine the maturity level of the SPBE automation application. The experiments conducted in the development of the Text Similarity module utilize a combination of feature extraction techniques such as Term Frequency-Inverse Document Frequency (TF-IDF), Latent Semantic Analysis (LSA), and FastText. Subsequently, the model will be classified using Support Vector Machine, Logistic Regression, and K-Nearest Neighbor classifiers. The final outcome of this Final Project is the establishment of an automated assessment application for SPBE documents. The developed application will then be tested using specific testing levels.