User Behaviors, Engagement, and Consequences

Loading...

Media is loading
 

Paper Number

2284

Paper Type

short

Description

In this paper, we study how the decoy effect, a well-established context effect, impacts the effectiveness of personalization systems. By conducting a controlled experiment and using a real-world movie recommendation system, we find different behavioral effects in personalized and non-personalized settings. Including a decoy item in a set of recommended items negatively impacts the effectiveness of the personalized recommendations, while it does not hurt the efficacy of a non-personalized one.

Comments

21-UserBeh

Share

COinS
 
Dec 12th, 12:00 AM

Personalization and the Decoy Effect

In this paper, we study how the decoy effect, a well-established context effect, impacts the effectiveness of personalization systems. By conducting a controlled experiment and using a real-world movie recommendation system, we find different behavioral effects in personalized and non-personalized settings. Including a decoy item in a set of recommended items negatively impacts the effectiveness of the personalized recommendations, while it does not hurt the efficacy of a non-personalized one.

When commenting on articles, please be friendly, welcoming, respectful and abide by the AIS eLibrary Discussion Thread Code of Conduct posted here.