Majalah Ilmiah METHODA
Vol. 15 No. 3 (2025): Majalah Ilmiah METHODA

Analisis Sentimen Masyarakat terhadap Isu Pemalsuan Ijazah Joko Widodo di Media Sosial X Menggunakan Metode Naive Bayes

Purba, Teresa Martuah (Unknown)
Nicolas Elsada Lahagu (Unknown)
Karolus Doweng Koten (Unknown)
Richard Agung Orlando Berutu (Unknown)
Jumita Yohana Hutagalung (Unknown)



Article Info

Publish Date
31 Dec 2025

Abstract

The alleged diploma forgery case involving Joko Widodo attracted great attention on social media, especially on the X platform. This research aims to analyze people's association with the issue by utilizing the Naive Bayes algorithm. The data used in this study consists of 1,000 tweets obtained through web crawling techniques based on certain keywords. The dataset is divided into two segments, 80% used for training data and 20% used for testing data. Of the 800 data used for training, 299 tweets (37.4%) showed positive sentiment, and 501 tweets (62.6%) showed negative sentiment. The remaining 200 tweets were used to test the model. The Naive Bayes model was then trained with the training data to identify existing sentiment patterns, and then tested with the test data to assess its classification accuracy. The findings of this study indicate that negative sentiment is superior to positive sentiment regarding the issue of Joko Widodo's diploma forgery. This reflects the public's tendency to respond to politically sensitive issues in the digital world. The Naive Bayes method proved to be quite powerful in classifying text-based public opinion with high accuracy, so it has the potential to become a tool in mapping public views on socio-political issues.

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Journal Info

Abbrev

methoda

Publisher

Subject

Agriculture, Biological Sciences & Forestry Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Languange, Linguistic, Communication & Media Medicine & Pharmacology Public Health

Description

Majalah Ilmiah METHODA adalah jurnal ilmih yang dikelola oleh Lembaga Penelitian dan Pengabdian Pada Masyarakat Universitas Methodist Indonesia yang menampung artikel ilmiah dari berbagai multi disiplin ilmu. Majala Ilmiah METHODA terbit 3 kali dalam setahun yakn pada bulan April, Agustus dan ...