Uncertainty in X Posts Linked to 25% Higher Engagement, Study Finds

A new study by computational researcher and software engineer Mohamed Soufan finds that posts expressing uncertainty in Lebanon-related discussions on X were associated with about 25% higher engagement, particularly replies. The study introduces the term “Uncertainty-Reply Asymmetry” to describe this pattern in online discourse. - March 30, 2026

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