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Follow the herd or be myself? An analysis of consistency in behavior of reviewers and helpfulness of their reviews

机译:跟风还是自己?分析评论者行为的一致性和评论的帮助性

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sults emerge from the econometric analyses using publicly available data from TripAdvisor.com. First, reviewers' rating behavior is consistent over time and across products. Furthermore, most of the variation in their future rating behavior can be explained by their rating behavior in the past rather than by the observed average rating. Second, reviews by reviewers with higher absolute bias in rating in the past receive more helpful votes in future. We further divide the bias in rating into intrinsic bias (driven by intrinsic reviewer characteristics) and extrinsic bias (driven by influences beyond intrinsic bias) and document that intrinsic bias plays a more significant role in influencing helpful votes for reviews than extrinsic bias. Our results are robust to different product categories and different definition of bias. Overall our results indicate that in the online review context, the observed average rating or an attention grabbing strategy may not be as important as believed in the past. This study provides insights into reviewers' rating behavior and prescribes actionable items for online vendors so that they can proactively influence online opinion instead of passively responding to them.(C) 2016 Elsevier B.V. All rights reserved.
机译:使用TripAdvisor的公开数据从计量经济学分析中得出结果。首先,审阅者的评分行为随时间和产品的不同而保持一致。此外,他们未来评级行为的大多数变化都可以通过过去的评级行为来解释,而不是通过观察到的平均评级来解释。其次,过去评分绝对偏高的评论者的评论将来会获得更多有用的投票。我们进一步将评分的偏误分为内在偏见(由内在评价者特征驱动)和外在偏见(由超出内在偏见的影响驱动),并证明内在偏见在影响有用的评论方面比外在偏见起着更重要的作用。我们的结果对于不同的产品类别和不同的偏见定义都是可靠的。总的来说,我们的结果表明,在在线审查的背景下,观察到的平均评分或注意力吸引策略可能不如过去所认为的重要。这项研究提供了对审阅者评级行为的见解,并为在线供应商规定了可行的项目,以便他们可以主动影响在线意见,而不是被动地对其做出回应。(C)2016 Elsevier B.V.保留所有权利。

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