优化用户论坛性能的提升策略:模型和验证

IF 4.8 3区 管理学 Q1 ENGINEERING, MANUFACTURING Production and Operations Management Pub Date : 2023-09-29 DOI:10.1111/poms.14066
Radha Mookerjee, Wael Jabr, Harpreet Singh
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引用次数: 0

摘要

通过桌面或移动设备几乎不间断的互联网接入已经将自助服务支持论坛变成了用户寻求解决产品或服务问题的第一站。提供这些产品和服务的公司也从这一趋势中受益,因为它通过将服务请求从昂贵的支持渠道(如帮助台)转移出去,从而降低了用户支持成本。但是,为了使这样一个论坛继续取得成功,管理实体必须确保用户迅速和定期地及时得到对其询问的解决办法。我们开发了一个用户论坛运作的数学模型,以获得一个用户论坛的“白盒”视图,并揭示支持系统的动态。然后,使用来自苹果iPhone用户论坛的大量全面的问答数据集,我们对论坛的性能进行了实证估计,以验证数学模型的预测。我们的结果表明,预测与论坛的实际表现非常接近,误差小于10%。然后,我们提出并分析了一个最佳阈值策略,该策略可以促进线程重新激发用户的兴趣,并展示了我们的干预策略在管理iPhone论坛中的好处。
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A boosting policy to optimize user forum performance: Model and validation
Abstract Near‐constant Internet access through desktop or mobile devices has turned self‐service support forums into the first port of call for users seeking to troubleshoot product or service issues. The firms providing these products and services also benefit from this trend since it reduces user support costs by diverting service requests away from costlier support channels, such as help desks. For the continued success of such a forum, however, the managing entity must ensure that users receive timely solutions to their inquiries quickly and regularly. We develop a mathematical model of a user forum's operations to obtain a “white box” view of a user forum and reveal the support system's dynamics. Then, using a large and comprehensive dataset of questions and answers from Apple's iPhone user forum, we empirically estimate the forum's performance to validate the predictions of the mathematical model. Our results demonstrate that the predictions closely match the forum's actual performance, with an error of less than 10%. We then propose and analyze an optimal threshold policy that boosts a thread to rekindle user interest and demonstrate the benefit of our intervention policy in managing the iPhone forum.
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来源期刊
Production and Operations Management
Production and Operations Management 管理科学-工程:制造
CiteScore
7.50
自引率
16.00%
发文量
278
审稿时长
24 months
期刊介绍: The mission of Production and Operations Management is to serve as the flagship research journal in operations management in manufacturing and services. The journal publishes scientific research into the problems, interest, and concerns of managers who manage product and process design, operations, and supply chains. It covers all topics in product and process design, operations, and supply chain management and welcomes papers using any research paradigm.
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