Noisy signals: Does rating volatility depend on the length of the consumption span?
David Boto-García and
Veronica Leoni
Economic Modelling, 2024, vol. 139, issue C
Abstract:
This study investigates the informational content of online reviews. Unlike other studies that have explored the drivers of average rating scores, we examine the factors explaining the variance in individual ratings for the same goods. In particular, we focus on how the length of stay at a hotel, as a measure of consumption span, influences the variance of rating scores. We conduct an empirical analysis using approximately 522,000 individual hotel reviews on Booking.com from five major European cities. Results indicate that the volatility of individual ratings decreases with stay duration, implying that online ratings from short-stayers (short consumption episodes) are noisy signals of the underlying hotel quality. We also present preliminary evidence that greater volatility negatively correlates with perceived usefulness by subsequent consumers. Our findings offer relevant insights for platform design operators about the drivers of rating volatility and how it affects social learning.
Keywords: Online reviews; Ratings' variance; Length of stay; Quality uncertainty; Heteroskedasticity; Booking.com; Social learning (search for similar items in EconPapers)
JEL-codes: D12 D83 L15 L83 (search for similar items in EconPapers)
Date: 2024
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Persistent link: https://EconPapers.repec.org/RePEc:eee:ecmode:v:139:y:2024:i:c:s0264999324001743
DOI: 10.1016/j.econmod.2024.106817
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