A replication study finds that the uncertainty-reply asymmetry appears in English-language X posts across Federal Reserve policy, inflation, and electoral politics, suggesting uncertain language may invite more replies than certain statements.
Analysis of 182 Lebanon crisis communications found that nearly 7 in 10 contained no concrete number. State/ministry sources were the least quantified, with only 6.5% including measurable figures.
A small share of narratives drove all repetition on X after the Lebanon ceasefire, concentrating repeated content within a limited set of clusters.
A data-driven comparison of media coverage and Google search behavior in Lebanon reveals a major gap between what news reports and what people seek.
Posts about the ceasefire attracted far more engagement than violation reports in the 48 hours after the Lebanon ceasefire.
Over a third of posts on X repeated existing claims after the Lebanon ceasefire, indicating that narratives spread faster than new reporting.
Posts that include numbers—like “5 habits” or “30% growth”—perform significantly better on X. An analysis of 15,000+ posts finds they get 57% more engagement and are 31% more likely to go viral.
A data analysis of 1,442 posts on X shows that a small group of accounts drove most engagement in the 48 hours after the Lebanon ceasefire.
A data analysis of 1,442 Arabic-language posts on X shows that after Lebanon’s ceasefire, attention focused on repeated narratives and a small group of accounts, not on ground-level reporting.
Posts about Lebanon on X surged, but engagement per post fell sharply within 48 hours, dropping by over 95% as volume increased.
Posts about Lebanon on X surged, but engagement per post fell sharply within 48 hours, dropping by over 95% as volume increased.
94.9% of Lebanon news coverage focused on conflict, but only 36.9% of search demand did. Most searches centered on economy, living, and emigration.