Exposure Inequality in People Recommender Systems: The Long-Term Effects

TL;DR

This paper models how link recommendation algorithms in social networks can create long-term exposure inequalities, favoring homophilic minority groups and amplifying disparities through feedback loops.

Contribution

Introduces a simulation model to analyze the long-term effects of various link recommenders on exposure inequality in social networks.

Findings

Homophilic minority groups gain disproportionate exposure.

Heterophilic minority groups experience under-exposure.

Recommenders amplify the 'rich-get-richer' effect.

Abstract

People recommender systems may affect the exposure that users receive in social networking platforms, influencing attention dynamics and potentially strengthening pre-existing inequalities that disproportionately affect certain groups. In this paper we introduce a model to simulate the feedback loop created by multiple rounds of interactions between users and a link recommender in a social network. This allows us to study the long-term consequences of those particular recommendation algorithms. Our model is equipped with several parameters to control (i) the level of homophily in the network, (ii) the relative size of the groups, (iii) the choice among several state-of-the-art link recommenders, and (iv) the choice among three different user behavior models, that decide which recommendations are accepted or rejected. Our extensive experimentation with the proposed model shows that a minority group, if homophilic enough, can get a disproportionate advantage in exposure from all link recommenders. Instead, when it is heterophilic, it gets under-exposed. Moreover, while the homophily level of the minority affects the speed of the growth of the disparate exposure, the relative size of the minority affects the magnitude of the effect. Finally, link recommenders strengthen exposure inequalities at the individual level, exacerbating the "rich-get-richer" effect: this happens for both the minority and the majority class and independently of their level of homophily.