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This paper explores the economic interactions within modern crowdsourcing markets. In these markets, employers issue requests for tasks, platforms facilitate the recruitment of crowd workers, and workers complete tasks for monetary rewards.…

Computer Science and Game Theory · Computer Science 2026-02-03 Tian Bai , Yiding Feng , Yaohao Liu , Mengfan Ma , Mingyu Xiao

Evaluating workers is a critical aspect of any crowdsourcing system. In this paper, we devise techniques for evaluating workers by finding confidence intervals on their error rates. Unlike prior work, we focus on "conciseness"---that is,…

Databases · Computer Science 2014-11-14 Manas Joglekar , Hector Garcia-Molina , Aditya Parameswaran

Consider the following problem faced by an online voting platform: A user is provided with a list of alternatives, and is asked to rank them in order of preference using only drag-and-drop operations. The platform's goal is to recommend an…

Human-Computer Interaction · Computer Science 2019-05-30 Haoming Li , Sujoy Sikdar , Rohit Vaish , Junming Wang , Lirong Xia , Chaonan Ye

Due to its flexible and pervasive sensing ability, crowdsensing has been extensively studied recently in research communities. However, the fundamental issue of how to meet the requirement of sensing robustness in crowdsensing remains…

Computer Science and Game Theory · Computer Science 2016-01-28 Yuben Qu , Shaojie Tang , Chao Dong , Peng Li , Song Guo , Chang Tian

The wide adoption of platformized work has generated remarkable advancements in the labor patterns and mobility of modern society. Underpinning such progress, gig workers are exposed to unprecedented challenges and accountabilities: lack of…

Human-Computer Interaction · Computer Science 2025-02-10 Jane Hsieh , Angie Zhang , Sajel Surati , Sijia Xie , Yeshua Ayala , Nithila Sathiya , Tzu-Sheng Kuo , Min Kyung Lee , Haiyi Zhu

We investigate whether and why people might adjust compensation for workers who use AI tools. Across 13 studies (N = 4,956), participants consistently lowered compensation for workers who used AI compared to those who did not. This "AI…

General Economics · Economics 2026-03-06 Jin Kim , Shane Schweitzer , David De Cremer , Christoph Riedl

We consider a simple form of pricing for a crowdsourcing system, where pricing policy is published a priori, and workers then decide their task acceptance. Such a pricing form is widely adopted in practice for its simplicity, e.g., Amazon…

Computer Science and Game Theory · Computer Science 2021-10-28 Suho Shin , Hoyong Choi , Yung Yi , Jungseul Ok

The Internet has been ascribed a prominent role in collective action, particularly with widespread use of social media. But most mobilisations fail. We investigate the characteristics of those few mobilisations that succeed and hypothesise…

Computers and Society · Computer Science 2014-08-19 Helen Z. Margetts , Peter John , Scott A. Hale , Stéphane Reissfelder

This position paper argues that agentic AI systems should be designed and evaluated as \emph{marginal token allocation economies} rather than as text generators priced by the unit. We follow a single request -- a developer asking a coding…

Artificial Intelligence · Computer Science 2026-05-05 Siqi Zhu

Crowdsensing is an emerging paradigm of ubiquitous sensing, through which a crowd of workers are recruited to perform sensing tasks collaboratively. Although it has stimulated many applications, an open fundamental problem is how to select…

Computers and Society · Computer Science 2022-05-09 Feng Li , Jichao Zhao , Dongxiao Yu , Xiuzhen Cheng , Weifeng Lv

Existing research in crowdsourcing has investigated how to recommend tasks to workers based on which task the workers have already completed, referred to as {\em implicit feedback}. We, on the other hand, investigate the task recommendation…

Artificial Intelligence · Computer Science 2016-09-08 Habibur Rahman , Lucas Joppa , Senjuti Basu Roy

Dynamic pricing is commonly used to regulate congestion in shared service systems. This paper is motivated by the fact that in the presence of users with varying price sensitivity (responsiveness), conventional monotonic pricing can lead to…

Systems and Control · Electrical Eng. & Systems 2026-03-24 Yingqing Chen , Anni Li , Christos G. Cassandras , Homayoun Hamedmoghadam , Fabian Wirth , Robert Shorten

Community-based design efforts rightly seek to reduce the power differences between researchers and community participants by aligning with community values and furthering their priorities. However, what should designers do when key…

Human-Computer Interaction · Computer Science 2025-09-01 Alekhya Gandu , Aakash Gautam

While crowdsourcing has become an important means to label data, there is great interest in estimating the ground truth from unreliable labels produced by crowdworkers. The Dawid and Skene (DS) model is one of the most well-known models in…

Machine Learning · Statistics 2018-06-12 Hideaki Imamura , Issei Sato , Masashi Sugiyama

Emerging methods for participatory algorithm design have proposed collecting and aggregating individual stakeholder preferences to create algorithmic systems that account for those stakeholders' values. Using algorithmic student assignment…

Computers and Society · Computer Science 2020-07-15 Samantha Robertson , Niloufar Salehi

As human computation on crowdsourcing systems has become popular and powerful for performing tasks, malicious users have started misusing these systems by posting malicious tasks, propagating manipulated contents, and targeting popular web…

Social and Information Networks · Computer Science 2014-06-04 Kyumin Lee , Steve Webb , Hancheng Ge

Crowdsourcing of jobs to online freelance markets is rapidly gaining popularity. Most crowdsourcing platforms are uncontrolled and offer freedom to customers and freelancers to choose each other. This works well for unskilled jobs (e.g.,…

Multiagent Systems · Computer Science 2016-01-19 Avhishek Chatterjee , Lav R. Varshney , Sriram Vishwanath

Online labor platforms, such as the Amazon Mechanical Turk, provide an effective framework for eliciting responses to judgment tasks. Previous work has shown that workers respond best to financial incentives, especially to extra bonuses.…

Human-Computer Interaction · Computer Science 2016-09-05 Sephora Madjiheurem , Valentina Sintsova , Pearl Pu

Crowdsourcing offers unprecedented potential for solving tasks efficiently by tapping into the skills of large groups of people. A salient feature of crowdsourcing---its openness of entry---makes it vulnerable to malicious behavior. Such…

Social and Information Networks · Computer Science 2014-02-25 Victor Naroditskiy , Nicholas R. Jennings , Pascal Van Hentenryck , Manuel Cebrian

I study labor markets in which firms hire via referrals. I develop an employment model showing that--despite initial equality in ability, employment, wages, and network structure--minorities receive fewer jobs through referral and lower…

General Economics · Economics 2022-02-28 Chika O. Okafor