Deriving an Opinion Dynamics Model from Experimental Data
Dino Carpentras, Paul J. Maher, Caoimhe O’Reilly, Michael Quayle
Abstract
Opinion dynamics models have huge potential for understanding and addressing social problems where solutions require the coordination of opinions, like anthropogenic climate change. Unfortunately, to date, most of such models have little or no empirical validation. In the present work we develop an opinion dynamics model derived from a real life experiment. In our experimental study, participants reported their opinions before and after social interaction using response options "agree" or "disagree," and opinion strength 1 to 10. The social interaction entailed showing the participant their interaction partner's agreement value on the same topic, but not their certainty. From the analysis of the data, we observed a very weak, but statistically significant influence between participants. We also noticed three important effects. (1) Asking people their opinion is sufficient to produce opinion shift and thus influence opinion dynamics, at least on novel topics.