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Developing a News-Based Sentiment Index for Indonesian Government Bonds Using Enhanced VADER Sentiment Analysis

  • Yudistira Ashadi
  • , Heri Kuswanto*
  • *Corresponding author for this work
  • Interdisciplinary School of Management Technology
  • Institut Teknologi Sepuluh Nopember

Research output: Contribution to journal › Conference article › peer-review

Abstract

Market sentiment plays a crucial role in financial markets, influencing equities, cryptocurrencies, and government bonds. However, quantitative measures of investor confidence in Indonesian Government Bonds (SUN) have been predominantly limited to macroeconomic indicators. This study addresses this gap by developing and validating a news-based sentiment index for Indonesian government bonds from 2012 to 2024, analyzing 220,904 articles across five major financial news platforms. Utilizing an enhanced VADER sentiment analysis framework incorporating Indonesian language lexicons, the study finds a statistically significant relationship between news sentiment and bond yield movements, with an ANOVA F-statistic of 9.15 (p-value: 1.09e-04). Quantile regression results indicate sentiment coefficients ranging from +1.5892 at the 0.25 quantile to -1.6759 at the 0.75 quantile, with the strongest predictive capability observed during high-yield periods (p < 0.001). The proposed sentiment index enables real-time monitoring of investor confidence in SUN, offering a valuable tool for policymakers and investors to anticipate yield fluctuations and market stability. Furthermore, this methodology provides a replicable framework for sentiment analysis in emerging market debt instruments, bridging the gap between computational finance and market application.

Original languageEnglish
Article number090007
JournalAIP Conference Proceedings
Volume3433
Issue number1
DOIs
Publication statusPublished - 15 Jun 2026
EventScience and Engineering for Social Change Transforming Research into Real-World Impact - Jakarta, Indonesia
Duration: 4 Dec 2024 → 5 Dec 2024

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