It is concluded that use of NSIs and topic modeling can potentially complement existing survey-based measures to timely gauge market sentiment and show strong positive correlations with the PMI, PSEi, and survey-based outlook indicators.
The findings confirm that the combination of transformer-based models is effective for in-depth analysis of discourse in Indonesian-language political news headlines from a major Indonesian online news portal (detik.com).
Bagas Yana Prayoga, Qurrotul Aini, Fitroh Fitroh· International Journal of Int...· 0 citations
The review concludes that sentiment analysis should be embedded within a governed decision-support architecture connecting data acquisition, contextual interpretation, human oversight, managerial action, and continuous feedback to achieve ethical, responsive, and evidence-based consumer insight.
Ayokunle Olamide Ijagbemi, Stanley Nwakamma, Ogochukwu T. Izuchukwu et al.· International Journal of Mul...· 0 citations
The retail investor base in Indonesia has been expanding at a quick clip with a growing influence of social media conversations and has made public sentiment a possible predictive signal for stock movements. However, the existing studies on Indonesian banking stocks are highly dependent on single-platform sentiment and...
Lailatul Hadhari, Dita Pramesti, H. Fakhrurroja· International Conferences on...· 0 citations
This work designs and evaluates two machine-learning approaches based on XGBoost and BERT to automatically discriminate multiple sentiment classes over political issues and figures, and demonstrates the challenge of classifying complex and contextualized political discourse sentiment.
G. Bade, O. Kolesnikova, J. Oropeza et al.· 0 citations
Indonesia’s transition toward digital tax administration has increased the importance of understanding how users experience public digital services. This study examines sentiment patterns and reported barriers in 820 Google Play reviews of the Coretax Mobile application posted during the January–April 2026 tax-filing p...
Amanatullah Pandu Zenklinov, N. Nisa, Wisnowan Hendy Saputra et al.· Priviet Social Sciences Jour...· 0 citations
A PRISMA based framework is presented to examine recent research published during 2021 to 2026 on transformer based sentiment analysis, indicating a strong shift toward fine-tuned pre-trained transformer models, such as BERT, RoBERTa, and domain-specific variants, along with increasing interest in large language model-...
Nisha, B. Kishan· International journal of com...· 0 citations
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