Insights
Why the loudest voices online can look like the majority
Social media can make a small group look much larger than it is. This article explains why visibility, engagement, and public opinion are not the same.
Computational Researcher and Software Engineer analyzing large-scale social media data to understand online discourse. Uses data science and computational methods to uncover patterns in digital communication and public debate.
Insights
Social media can make a small group look much larger than it is. This article explains why visibility, engagement, and public opinion are not the same.
Insights
Lebanon is investing in digital government, but disconnected data still limits how well institutions can understand fast-moving social and economic pressures.
Research
A study of 7,191 X and Reddit records finds that online memory of the Beirut port explosion remains dominated by justice and state failure, suggesting the blast is still remembered as an unresolved political wound rather than a closed tragedy.
Publications
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.
Research
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.
Data Briefs
A small share of narratives drove all repetition on X after the Lebanon ceasefire, concentrating repeated content within a limited set of clusters.
Publications
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.
Data Briefs
Posts about the ceasefire attracted far more engagement than violation reports in the 48 hours after the Lebanon ceasefire.
Data Briefs
Over a third of posts on X repeated existing claims after the Lebanon ceasefire, indicating that narratives spread faster than new reporting.
Research
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.
Data Briefs
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.
Research
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.