Influence via Ethos: On the Persuasive Power of Reputation in Deliberation Online
Emaad Manzoor, George H. Chen, Dokyun Lee, Michael D. Smith

TL;DR
This study demonstrates that an individual's reputation significantly influences their persuasive success in online deliberations, with higher reputation increasing persuasion likelihood independently of argument quality.
Contribution
The paper provides causal evidence that reputation impacts persuasion in online debates, using a novel instrument and neural language models to control for argument content.
Findings
A 10-point reputation increase raises persuasion probability by 31%.
Reputation's effect is moderated by argument content characteristics.
Reputation influences persuasion beyond argument validity and strength.
Abstract
Deliberation among individuals online plays a key role in shaping the opinions that drive votes, purchases, donations and other critical offline behavior. Yet, the determinants of opinion-change via persuasion in deliberation online remain largely unexplored. Our research examines the persuasive power of -- an individual's "reputation" -- using a 7-year panel of over a million debates from an argumentation platform containing explicit indicators of successful persuasion. We identify the causal effect of reputation on persuasion by constructing an instrument for reputation from a measure of past debate competition, and by controlling for unstructured argument text using neural models of language in the double machine-learning framework. We find that an individual's reputation significantly impacts their persuasion rate above and beyond the validity, strength and…
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