Optimal Grading Scales for Enhancing Product Evaluation by Infomediaries

A. Tartaraj, B. Trebicka
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Abstract

Infomediaries, such as movie critics, play a crucial role in evaluating product quality and providing valuable information to potential consumers. Their use of discrete grades, such as thumbs-up and thumbs-down, helps consumers make informed purchasing decisions. In this study, we aim to investigate how the grading process can be improved, addressing research questions such as determining quality cutoffs for each grade, identifying the optimal number of grades to use, exploring grading strategies for goals beyond informativeness (e.g., maximizing reviewer's traffic), and designing grading systems that encourage producers to enhance product quality. Through the use of an analytical model, we demonstrate that the optimal grade cutoffs are contingent upon the distributions of product quality and consumer taste. Additionally, we find that the resulting grading scale may exhibit unequal intervals. Surprisingly, our findings indicate that as few as five grades can approach optimality in terms of consumer welfare. Furthermore, we reveal that grading should be made more challenging when producers have the ability to invest in quality improvement. These insights shed light on the design of grading scales for reporting quality, offering practical guidance to infomediaries and industry stakeholders. By understanding the interplay between product quality, consumer preferences, and grading strategies, we can enhance the effectiveness and relevance of grading systems, ultimately empowering consumers to make more informed decisions.   Received: 12 January 2023 / Accepted: 16 March 2023 / Published: 20 March 2023
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加强信息媒介产品评价的最优分级尺度
信息媒介,如影评人,在评价产品质量和向潜在消费者提供有价值的信息方面起着至关重要的作用。他们使用分立的等级,如拇指向上和拇指向下,帮助消费者做出明智的购买决定。在本研究中,我们的目标是研究如何改进评分过程,解决研究问题,如确定每个等级的质量截止点,确定要使用的最佳等级数量,探索超越信息性目标的评分策略(例如,最大化评论者的流量),以及设计鼓励生产者提高产品质量的评分系统。通过使用分析模型,我们证明了最佳的等级截止点取决于产品质量和消费者口味的分布。此外,我们发现所得的分级尺度可能呈现不等的间隔。令人惊讶的是,我们的研究结果表明,就消费者福利而言,只有五个等级可以接近最优。此外,我们发现,当生产者有能力投资于质量改进时,分级应该变得更具挑战性。这些见解阐明了报告质量分级量表的设计,为信息中介机构和行业利益相关者提供了实用指导。通过了解产品质量、消费者偏好和评级策略之间的相互作用,我们可以提高评级系统的有效性和相关性,最终使消费者能够做出更明智的决定。收稿日期:2023年1月12日/收稿日期:2023年3月16日/发表日期:2023年3月20日
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