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Embry-Riddle Aeronautical University

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Automated text analysis methods

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Man Vs Machine – Detecting Deception In Online Reviews, Maria Petrescu Jan 2023

Man Vs Machine – Detecting Deception In Online Reviews, Maria Petrescu

Publications

This study focused on three main research objectives: analyzing the methods used to identify deceptive online consumer reviews, evaluating insights provided by multi-method automated approaches based on individual and aggregated review data, and formulating a review interpretation framework for identifying deception. The theoretical framework is based on two critical deception-related models, information manipulation theory and self-presentation theory. The findings confirm the interchangeable characteristics of the various automated text analysis methods in drawing insights about review characteristics and underline their significant complementary aspects. An integrative multi-method model that approaches the data at the individual and aggregate level provides more complex insights …