[Trump Returns: Is the Public Ready for Round Two?]
Intro.
1. Dataset Overview 📑
2. Sentiment Analysis 📊
The topic modeling results reveal that the most prominent themes in early media coverage of Trump’s 2025 presidency center on trade policy and domestic political conflict, accounting for 32.4% and 31.4% of token distributions respectively. This suggests that economic nationalism and internal governance challenges are perceived as defining features of Trump’s early presidential agenda.
2️⃣ Topic 1: Trump's Global Trade Policy and Tariff Strategy
While intended to boost U.S. manufacturing and reduce the trade deficit, the move has shaken global markets and raised concerns over rising prices and supply chain disruptions. The strategy reflects Trump’s continued emphasis on economic nationalism and tough trade negotiation tactics.
2️⃣ Topic 2: Trump Administration’s Domestic Policy and Political Conflict
This topic centers on the Trump administration’s assertive domestic agenda, including federal budget cuts, education policy reforms, and executive actions affecting immigration and social programs. These moves have intensified political conflict between Republicans and Democrats, especially over issues like ESG regulations and federal funding for schools and scientific research.
The administration’s efforts to expand federal control over state-level policies have sparked debates on states’ rights and heightened political polarization. The strategy reflects Trump’s intent to reassert centralized federal authority and implement socially conservative reforms aligned with his political base.
3️⃣ Topic 3: Trump’s Foreign Policy and the War in Ukraine
This topic highlights President Trump’s unconventional diplomatic approach to the Ukraine war, including his direct communication with Russian President Vladimir Putin and calls for a negotiated ceasefire. Trump has expressed trust in Putin’s intentions for peace, sparking international debate and caution from Ukrainian President Zelenskyy.
He has also employed executive orders and legal tools to influence foreign policy, signaling a shift from traditional diplomatic norms. The strategy reflects Trump’s intent to redefine America’s global role through assertive leadership and legal maneuvering, rather than multilateral consensus.
4️⃣ Topic 4: Trump’s Remarks and Global Market Reactions
This topic explores how President Trump’s public statements and policy announcements have triggered immediate volatility in global financial markets. His comments on tariffs, foreign policy, and major corporations like Tesla have led to notable fluctuations in stock prices and investor sentiment. Markets have responded with caution, particularly to his unpredictable communication style and abrupt policy shifts.
The strategy reflects Trump’s belief in using bold public messaging as an economic tool, directly influencing market behavior and shaping investor expectations.
4. Sentiment Analysis by Topic 📊
Outro.
Based on the analysis in this report, media coverage of President Trump’s early 2025 term has been largely negative. Topic modeling results show that his early governance has focused primarily on trade policy, domestic political conflict, and foreign affairs. The consistently critical tone across these areas suggests a growing gap between policy direction and public expectation. It may be helpful for the Trump administration to take these media sentiments into account as a reference point for future decision-making.
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