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Related papers: An experiment in price perception error

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High-dimensional multivariate longitudinal data, which arise when many outcome variables are measured repeatedly over time, are becoming increasingly common in social, behavioral and health sciences. We propose a latent variable model for…

Methodology · Statistics 2025-12-09 Sze Ming Lee , Yunxiao Chen , Tony Sit

Recommendation systems rely on user-provided data to learn about item quality and provide personalized recommendations. An implicit assumption when aggregating ratings into item quality is that ratings are strong indicators of item quality.…

Information Retrieval · Computer Science 2023-07-27 Rana Shahout , Yehonatan Peisakhovsky , Sasha Stoikov , Nikhil Garg

In feature-based dynamic pricing, a seller sets appropriate prices for a sequence of products (described by feature vectors) on the fly by learning from the binary outcomes of previous sales sessions ("Sold" if valuation $\geq$ price, and…

Machine Learning · Computer Science 2022-04-04 Jianyu Xu , Yu-Xiang Wang

Visual statistical inference is a way to determine significance of patterns found while exploring data. It is dependent on the evaluation of a lineup, of a data plot among a sample of null plots, by human observers. Each individual is…

Applications · Statistics 2014-08-12 Mahbubul Majumder , Heike Hofmann , Dianne Cook

Cognitive biases, well-studied in humans, can also be observed in LLMs, affecting their reliability in real-world applications. This paper investigates the anchoring effect in LLM-driven price negotiations. To this end, we instructed seller…

Computation and Language · Computer Science 2025-09-18 Yoshiki Takenami , Yin Jou Huang , Yugo Murawaki , Chenhui Chu

What do pickles and trampolines have in common? In this paper we show that while purchases for these products may seem innocuous, they risk revealing clues about customers' personal attributes - in this case, their race. As online retail…

Computers and Society · Computer Science 2025-02-27 Alex Berke , Kent Larson , Sandy Pentland , Dana Calacci

We propose a nonparametric method for estimating the distribution of consumer welfare from cross-sectional data with no restrictions on individual preferences. First demonstrating that moments of demand identify the curvature of the…

Theoretical Economics · Economics 2025-09-05 Charles Gauthier , Sebastiaan Maes , Raghav Malhotra

Most online markets establish reputation systems to assist building trust between sellers and buyers. Sellers' reputations not only provide guidelines for buyers but may also inform sellers their optimal pricing strategy. In this research,…

General Economics · Economics 2021-09-28 Zehao Chen , Yanchen Zhu , Tianyang Shen , Yufan Ye

We study the associations between everyday economic decision-making quality and people's emotional states. Using high-frequency, highly disaggregated consumer "scanner" data, we show that the cost of poor decision-making is substantial, on…

General Economics · Economics 2026-03-24 Ian Crawford , Carl-Emil Pless

Prior research in psychology has found that people's decisions are often inconsistent. An individual's decisions vary across time, and decisions vary even more across people. Inconsistencies have been identified not only in subjective…

Human-Computer Interaction · Computer Science 2024-07-17 Nina Grgić-Hlača , Junaid Ali , Krishna P. Gummadi , Jennifer Wortman Vaughan

Consumer regret is a widespread post-purchase emotion that significantly impacts satisfaction, product returns, complaint behavior, and customer loyalty. Despite its prevalence, there is a limited understanding of why certain consumers…

General Economics · Economics 2026-01-01 Shawn Berry

Traditionally, Recommender Systems (RS) have primarily measured performance based on the accuracy and relevance of their recommendations. However, this algorithmic-centric approach overlooks how different types of recommendations impact…

As algorithms increasingly mediate competitive decision-making, their influence extends beyond individual outcomes to shaping strategic market dynamics. In two preregistered experiments, we examined how algorithmic advice affects human…

Human-Computer Interaction · Computer Science 2025-11-13 Tobias R. Rebholz , Maxwell Uphoff , Christian H. R. Bernges , Florian Scholten

Estimating consumer preferences is central to many problems in economics and marketing. This paper develops a flexible framework for learning individual preferences from partial ranking information by interpreting observed rankings as…

Machine Learning · Statistics 2026-02-19 Yu-Chang Chen , Chen Chian Fuh , Shang En Tsai

In business and marketing, analyzing the reasons behind buying is a fundamental step towards understanding consumer behaviors, shaping business strategies, and predicting market outcomes. Prior research on purchase reason has relied on…

Information Retrieval · Computer Science 2024-11-19 Tao Chen , Siqi Zuo , Cheng Li , Mingyang Zhang , Qiaozhu Mei , Michael Bendersky

People often reject offers that are too generous due to the perception of hidden drawbacks referred to as "phantom costs." We hypothesized that this perception and the decision-making vary based on the type of agent making the offer (human…

Human-Computer Interaction · Computer Science 2025-11-11 Benjamin Lebrun , Christoph Bartneck , David Kaber , Andrew Vonasch

Increasing online shoppers have generated enormous amount of data in form of reviews (text) and sales data. Aggregate reviews in form of rating (stars) have become noticeable indicators of product quality and vendor performance to…

Computers and Society · Computer Science 2021-10-19 Prathamesh Muzumdar

We consider a novel pricing and advertising framework, where a seller not only sets product price but also designs flexible 'advertising schemes' to influence customers' valuation of the product. We impose no structural restriction on the…

Computer Science and Game Theory · Computer Science 2024-12-12 Shipra Agrawal , Yiding Feng , Wei Tang

Many policy counterfactuals depend on how consumers value product attributes such as sugar, sodium, caffeine, alcohol, or emissions. Standard hedonic and differentiated-products models interpret these valuations statically. That…

Theoretical Economics · Economics 2026-05-20 Josephine Auer

We present a graph-theoretic model of consumer choice, where final decisions are shown to be influenced by information and knowledge, in the form of individual awareness, discriminating ability, and perception of market structure. Building…

Physics and Society · Physics 2016-02-17 A. E. Biondo , A. Giarlotta , A. Pluchino , A. Rapisarda