Pemanfaatan AI dalam Analisis Isi Digital : Studi Kasus Komentar Media Sosial

In the digital era, social media has become a primary source of public opinion data that can be analyzed using artificial intelligence (AI). The utilization of AI, particularly in digital content analysis, enables researchers to extract information from social media comments more efficiently than conventional methods. This study aims to explore how AI is used in digital content analysis to understand communication patterns, sentiment, and discourse development on social media. The research employs a systematic analysis based on the PRISMA approach, filtering literature from academic databases such as Scopus, Web of Science, and Google Scholar. Additionally, this study analyzes social media comments using AI-based software, such as NVivo and other NLP tools. The findings reveal that AI enhances efficiency and accuracy in sentiment analysis, reduces subjective bias, and enables deeper insights into public opinion. However, key challenges identified include dataset bias and the interpretability of AI models. Therefore, the combination of Explainable AI and a multimodal approach in the future is expected to improve the effectiveness of AI-based sentiment analysis in digital communication.

Authors

Institutions

Publication Details

Journal
JURNAL PENDIDIKAN DAN ILMU SOSIAL (JUPENDIS)
Published
2025-03-14
DOI
https://doi.org/10.54066/jupendis.v3i2.3141
Primary Topic
Islamic Finance and Communication
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Pemanfaatan AI dalam Analisis Isi Digital : Studi Kasus Komentar Media Sosial

Olih Solihin, Dwi Firmansyah, Ahmad Prawira Dhahiyat, Ahmad Zakki Abdullah
JURNAL PENDIDIKAN DAN ILMU SOSIAL (JUPENDIS)
Islamic Finance and Communication
article

Pemanfaatan AI dalam Analisis Isi Digital : Studi Kasus Komentar Media Sosial

Olih Solihin, Dwi Firmansyah, Ahmad Prawira Dhahiyat, Ahmad Zakki Abdullah
article en

Abstract

In the digital era, social media has become a primary source of public opinion data that can be analyzed using artificial intelligence (AI). The utilization of AI, particularly in digital content analysis, enables researchers to extract information from social media comments more efficiently than conventional methods. This study aims to explore how AI is used in digital content analysis to understand communication patterns, sentiment, and discourse development on social media. The research employs a systematic analysis based on the PRISMA approach, filtering literature from academic databases such as Scopus, Web of Science, and Google Scholar. Additionally, this study analyzes social media comments using AI-based software, such as NVivo and other NLP tools. The findings reveal that AI enhances efficiency and accuracy in sentiment analysis, reduces subjective bias, and enables deeper insights into public opinion. However, key challenges identified include dataset bias and the interpretability of AI models. Therefore, the combination of Explainable AI and a multimodal approach in the future is expected to improve the effectiveness of AI-based sentiment analysis in digital communication.

JURNAL PENDIDIKAN DAN ILMU SOSIAL (JUPENDIS)Vol. 3(2)
Mercu Buana University (ID), Universitas Komputer Indonesia (ID), Universitas Pembangunan Nasional Veteran Jakarta (ID), Padjadjaran University (ID)
Openalex Percentile: Top 90%
Islamic Finance and Communication
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Pemanfaatan AI dalam Analisis Isi Digital : Studi Kasus Komentar Media Sosial — Olih Solihin, Dwi Firmansyah, et al. · JURNAL PENDIDIKAN DAN ILMU SOSIAL (JUPENDIS) (2025) | TGRS Research Map | TGRS