Podcast on "Effect of Toxic Review Content on Overall Product Sentiment"

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This podcast discuss a research paper, written by mukhopadhyay and sahney, that examines the effect of toxic content in online product reviews on overall product sentiment. The authors collected data from Google Play Store reviews, analysing comment sentiment and toxicity. They employed structural equation modelling to assess the impact of toxic content on sentiment. Their findings indicate that comment toxicity negatively influences overall product sentiment, but does not have a mediating effect on sector-wise relative ratings. The study also explores the influence of sector-specific factors on product sentiment, suggesting that consumers perceive varying degrees of psychological distance when engaging with different app categories. The research highlights the importance of considering toxic content and sector-specific dynamics when analysing online product reviews.
Connected to paperThis paper is a preprint and has not been certified by peer review

Effect of Toxic Review Content on Overall Product Sentiment

Authors

Mayukh Mukhopadhyay, Sangeeta Sahney

Abstract

Toxic contents in online product review are a common phenomenon. A content is perceived to be toxic when it is rude, disrespectful, or unreasonable and make individuals leave the discussion. Machine learning algorithms helps the sell side community to identify such toxic patterns and eventually moderate such inputs. Yet, the extant literature provides fewer information about the sentiment of a prospective consumer on the perception of a product after being exposed to such toxic review content. In this study, we collect a balanced data set of review comments from 18 different players segregated into three different sectors from google play-store. Then we calculate the sentence-level sentiment and toxicity score of individual review content. Finally, we use structural equation modelling to quantitatively study the influence of toxic content on overall product sentiment. We observe that comment toxicity negatively influences overall product sentiment but do not exhibit a mediating effect over reviewer score to influence sector-wise relative rating.

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