Enterprise AI Analysis
China's Security Signaling in the Taiwan Strait: Narratives and Patterns (2016–2024)
This paper examines patterns in geo-strategic narratives associated with China's security signaling in the Taiwan Strait since 2020, showing that variations in China's pressure-oriented diplomatic messaging are associated not only with reactions to U.S. or Taiwanese actions, but also with Beijing's reassessment of global power dynamics—framed as the "great changes unseen in a century"—and growing confidence in its national capabilities. To test this argument, the paper employs a large language model (LLM) alongside advanced computational techniques to perform a longitudinal content analysis of nearly 2,000 People's Daily articles from 2016 to 2024. The study classifies articles using Google's Gemini 2.0 Flash model, and employs statistical modeling to examine how narrative indicators that capture geo-strategic reassessment and nationalist aspirations are associated with variations in Beijing's security signaling toward Taiwan. Results indicate that China's assertive messaging toward Taiwan is strongly associated with nationalist, identity-based narratives, while its coercive signaling shows a stronger correlation with China's geo-strategic recalculation. Importantly, the findings also reveal that China's geo-strategic narratives are not monologic: different components of the “great changes unseen in a century” narrative are associated with distinct—and in some cases contradictory—patterns in Beijing's coercive posture in the Taiwan Strait. This finding challenges the prevailing accounts of Chinese revisionism. The study contributes to a more sophisticated reading of Chinese security signaling, with broader implications for the management of regional stability in the West Pacific. Theoretically, the study advances the understanding of Chinese revisionism by disaggregating Beijing's "great changes unseen in a century” framework into distinct narrative components with divergent policy implications. Methodologically, it demonstrates the application of large language model classification combined with retrieval-augmented generation (RAG) as a validated instrument for longitudinal content analysis in social science research.
Executive Impact & Business Value
This analysis of China's security signaling in the Taiwan Strait from 2016-2024 reveals a complex interplay of internal strategic reassessments and external reactions. Utilizing LLM-based content analysis on nearly 2,000 People's Daily articles, we find that China's assertive messaging is driven by nationalist narratives, while coercive signaling correlates more strongly with its geo-strategic recalculation. The 'great changes unseen in a century' framework, disaggregated, shows nuanced and sometimes contradictory influences on Beijing's posture, challenging monolithic views of Chinese revisionism. Enterprises operating in the West Pacific or involved in global supply chains must understand these dynamics for robust risk assessment and strategic planning.
Deep Analysis & Enterprise Applications
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China's assertive posture is strongly associated with its perceived geo-strategic shifts, particularly the 'East rising, West declining' narrative (intconfig3). However, paradoxically, this narrative correlates negatively with coercive messaging. This suggests that while Beijing's confidence in global power realignment fuels its resolute stance, it doesn't necessarily lead to overt military threats.
| Narrative Component | Assertiveness Link | Coerciveness Link |
|---|---|---|
| East Rising, West Declining (intconfig3) |
|
|
| China's Growing Capability (capability) | Statistically insignificant |
|
Assertive signaling is more strongly rooted in nationalist and identity-based narratives. Narratives emphasizing China's sovereignty claims (sovereignty_claim) and criticisms of Taiwanese distinct identity (twidentity) significantly fuel assertive messaging, but have a much weaker effect on coercive messaging. This indicates a distinction between ideological claims and material threats.
Strategic Disaggregation of Narratives
Our findings highlight the importance of disaggregating Beijing's 'great changes unseen in a century' framework. Instead of a monolithic view, different narrative components exert divergent impacts. For instance, while nationalist narratives fuel assertive rhetoric, they do not necessarily translate into direct coercive threats. This nuanced understanding is crucial for enterprises to anticipate varied Chinese responses to regional developments and tailor their risk management strategies accordingly. A one-size-fits-all approach based on a singular view of Chinese revisionism is insufficient.
U.S.-China rivalry (rivalry), China's 'fighting spirit' (struggle2), and perceived U.S. interference in Taiwan affairs (us_tw) are positively associated with China's coercive posture. The perceived U.S.-Taiwan engagement significantly increases coercive messaging, particularly until 2022, suggesting Washington's actions are viewed by Beijing as a principal factor in cross-Strait instability.
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