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Related papers: Positivity Bias in Customer Satisfaction Ratings

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This study investigates factors that may determine satisfaction in customer service operations. We utilized more than 170,000 online chat sessions between customers and agents to identify characteristics of chat sessions that incurred…

Computers and Society · Computer Science 2015-10-19 Kunwoo Park , Jaewoo Kim , Jaram Park , Meeyoung Cha , Jiin Nam , Seunghyun Yoon , Eunhee Rhim

Online user reviews describing various products and services are now abundant on the web. While the information conveyed through review texts and ratings is easily comprehensible, there is a wealth of hidden information in them that is not…

Information Retrieval · Computer Science 2016-04-20 Rahul Kamath , Masanao Ochi , Yutaka Matsuo

Companies survey their customers to measure their satisfaction levels with the company and its services. The received responses are crucial as they allow companies to assess their respective performances and find ways to make needed…

Econometrics · Economics 2020-10-27 Naftali Cohen , Simran Lamba , Prashant Reddy

Our paper contributes to the literature recommending approaches to make online reviews more credible and representative. We analyze data from four diverse major online retailers and find that verified customers who are prompted (by an…

Human-Computer Interaction · Computer Science 2016-04-05 Georgios Askalidis , Edward C. Malthouse

News recommendation for anonymous readers is a useful but challenging task for many news portals, where interactions between readers and articles are limited within a temporary login session. Previous works tend to formulate session-based…

Information Retrieval · Computer Science 2022-05-13 Shansan Gong , Kenny Q. Zhu

An automated metric to evaluate dialogue quality is vital for optimizing data driven dialogue management. The common approach of relying on explicit user feedback during a conversation is intrusive and sparse. Current models to estimate…

Machine Learning · Computer Science 2019-11-21 Praveen Kumar Bodigutla , Lazaros Polymenakos , Spyros Matsoukas

The overall objective of 'social' dialogue systems is to support engaging, entertaining, and lengthy conversations on a wide variety of topics, including social chit-chat. Apart from raw dialogue data, user-provided ratings are the most…

Computation and Language · Computer Science 2018-11-05 Igor Shalyminov , Ondřej Dušek , Oliver Lemon

Sequential recommenders have been widely used in industry due to their strength in modeling user preferences. While these models excel at learning a user's positive interests, less attention has been paid to learning from negative user…

Recommender systems trained on implicit feedback data rely on negative sampling to distinguish positive items from negative items for each user. Since the majority of positive interactions come from a small group of active users, negative…

Information Retrieval · Computer Science 2025-11-12 Yueqing Xuan , Kacper Sokol , Mark Sanderson , Jeffrey Chan

We study user sentiment (reported via optional surveys) as a metric for fully randomized A/B tests. Both user-level covariates and treatment assignment can impact response propensity. We propose a set of consistent estimators for the…

Methodology · Statistics 2019-06-27 Ercan Yildiz , Joshua Safyan , Marc Harper

Reducing negative user experiences is essential for the success of recommendation platforms. Exposing users to inappropriate content could not only adversely affect users' psychological well-beings, but also potentially drive users away…

Information Retrieval · Computer Science 2025-02-18 Chenghui Yu , Peiyi Li , Haoze Wu , Yiri Wen , Bingfeng Deng , Hongyu Xiong

For an interactive agent, such as task-oriented spoken dialog systems or chatbots, measuring and adapting to Customer Satisfaction (CSAT) is critical in order to understand user perception of an agent's behavior and increase user engagement…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-31 Yelin Kim , Joshua Levy , Yang Liu

Negative reviews on e-commerce platforms, mainly in the form of texts, are posted by online consumers to express complaints about unsatisfactory experiences, providing a proxy of big data for sellers to consider improvements. However, the…

General Economics · Economics 2020-04-29 Menghan Sun , Jichang Zhao

User satisfaction plays a crucial role in user experience (UX) evaluation. Traditionally, UX measurements are based on subjective scales, such as questionnaires. However, these evaluations may suffer from subjective bias. In this paper, we…

Human-Computer Interaction · Computer Science 2025-04-01 Yong Ma , Xuedong Zhang , Yuchong Zhang , Morten Fjeld

For many call centers, customer satisfaction (CSAT) is a key performance indicator (KPI). However, only a fraction of customers take the CSAT survey after the call, leading to a biased and inaccurate average CSAT value, and missed…

Machine Learning · Computer Science 2024-11-20 Etienne Manderscheid , Matthias Lee

Due to the rapid development of non-face-to-face services due to the corona virus, commerce through the Internet, such as sales and reservations, is increasing very rapidly. Consumers also post reviews, suggestions, or judgments about goods…

Artificial Intelligence · Computer Science 2022-09-27 Yongmin Yoo , Yeongjoon Park , Dongjin Lim , Deaho Seo

An automated metric to evaluate dialogue quality is vital for optimizing data driven dialogue management. The common approach of relying on explicit user feedback during a conversation is intrusive and sparse. Current models to estimate…

Evaluating developer satisfaction with conversational AI assistants at scale is critical but challenging. User studies provide rich insights, but are unscalable, while large-scale quantitative signals from logs or in-product ratings are…

Software Engineering · Computer Science 2025-09-24 Daye Nam , Malgorzata Salawa , Satish Chandra

Since internet technologies have advanced, one of the primary factors in company development is customer happiness. Online platforms have become prominent places for sharing reviews. Twitter is one of these platforms where customers…

Machine Learning · Computer Science 2024-08-31 Md Mahmudul Hasan , Shaikh Anowarul Fattah

The popularity of e-commerce platforms continues to grow. Being able to understand, and predict customer behavior is essential for customizing the user experience through personalized result presentations, recommendations, and special…

Information Retrieval · Computer Science 2020-12-17 Mariya Hendriksen , Ernst Kuiper , Pim Nauts , Sebastian Schelter , Maarten de Rijke
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