Sentiment Analysis and Topic Modelling of Public Opinion on TikTok Regarding Palm Oil Plantation Expansion in Papua

Palm oil plantation expansion in Papua has triggered diverse public responses on TikTok. This study analyzes public sentiment and identifies discussion topics regarding this policy using a deep learning approach. Data comprises 3,999 comments collected from the official Kumparan news account concerning President Prabowo Subianto's speech on Papuan land opening. We utilized IndoBERT for sentiment analysis and BERTopic for topic modeling. The results indicate that negative sentiment predominates (39.31%), followed by neutral (38.51%) and positive (22.18%) sentiments. This negativity stems primarily from ecological concerns, specifically flood risks and deforestation, alongside economic stability issues. Furthermore, topic modeling reveals four primary themes: Political Actors, Environmental Issues, Economic Issues, and Emotional-Spiritual Reactions. The study highlights a disconnect between government development goals and public fears concerning environmental risks and household welfare. As a practical implication, these findings provide a direct empirical basis for policymakers. The government must prioritize ecological mitigation and economic stability measures when designing sustainable development strategies in Papua to effectively address digital public concerns.

Authors

Institutions

Publication Details

Journal
Jurnal Komunikasi dan Bisnis
Published
2026-11-02
DOI
https://doi.org/10.46806/jkb.v14i2.2052
Primary Topic
Sentiment Analysis and Opinion Mining
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Sentiment Analysis and Topic Modelling of Public Opinion on TikTok Regarding Palm Oil Plantation Expansion in Papua

Erus Effendi, Iman Saputra
2 links
Jurnal Komunikasi dan Bisnis
Sentiment Analysis and Opinion Mining
article

Sentiment Analysis and Topic Modelling of Public Opinion on TikTok Regarding Palm Oil Plantation Expansion in Papua

Erus Effendi, Iman Saputra
article en

Abstract

Palm oil plantation expansion in Papua has triggered diverse public responses on TikTok. This study analyzes public sentiment and identifies discussion topics regarding this policy using a deep learning approach. Data comprises 3,999 comments collected from the official Kumparan news account concerning President Prabowo Subianto's speech on Papuan land opening. We utilized IndoBERT for sentiment analysis and BERTopic for topic modeling. The results indicate that negative sentiment predominates (39.31%), followed by neutral (38.51%) and positive (22.18%) sentiments. This negativity stems primarily from ecological concerns, specifically flood risks and deforestation, alongside economic stability issues. Furthermore, topic modeling reveals four primary themes: Political Actors, Environmental Issues, Economic Issues, and Emotional-Spiritual Reactions. The study highlights a disconnect between government development goals and public fears concerning environmental risks and household welfare. As a practical implication, these findings provide a direct empirical basis for policymakers. The government must prioritize ecological mitigation and economic stability measures when designing sustainable development strategies in Papua to effectively address digital public concerns.

Jurnal Komunikasi dan BisnisVol. 14(2)
Universitas Tazkia (ID)
Peace, justice, and strong institutions
Openalex Percentile: Top 17%
Sentiment Analysis and Opinion Mining
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.

Laika access coming soon
Sentiment Analysis and Topic Modelling of Public Opinion on TikTok Regarding Palm Oil Plantation Expansion in Papua — Erus Effendi, Iman Saputra · Jurnal Komunikasi dan Bisnis (2026) | TGRS Research Map | TGRS