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While usability evaluation is critical to designing usable websites, traditional usability testing can be both expensive and time consuming. The advent of crowdsourcing platforms such as Amazon Mechanical Turk and CrowdFlower offer an…

Human-Computer Interaction · Computer Science 2012-03-09 Di Liu , Matthew Lease , Rebecca Kuipers , Randolph Bias

We investigate the feasibility of obtaining highly trustworthy results using crowdsourcing on complex engineering tasks. Crowdsourcing is increasingly seen as a potentially powerful way of increasing the supply of labor for solving…

Social and Information Networks · Computer Science 2014-07-01 Matthew Staffelbach , Peter Sempolinski , David Hachen , Ahsan Kareem , Tracy Kijewski-Correa , Douglas Thain , Daniel Wei , Greg Madey

Crowdsourcing platforms such as Amazon Mechanical Turk (MTurk) are important tools for researchers seeking to conduct studies with a broad, global participant base. Despite their popularity and demonstrated utility, we present evidence that…

Human-Computer Interaction · Computer Science 2025-11-04 Shengqian Wang , Israt Jahan Jui , Julie Thorpe

Traditionally, psychophysical experiments are conducted by repeated measurements on a few well-trained participants under well-controlled conditions, often resulting in, if done properly, high quality data. In recent years, however,…

Machine Learning · Computer Science 2019-07-29 Siavash Haghiri , Patricia Rubisch , Robert Geirhos , Felix Wichmann , Ulrike von Luxburg

Crowdsourcing requesters on Amazon Mechanical Turk (AMT) have raised questions about the reliability of the workers. The AMT workforce is very diverse and it is not possible to make blanket assumptions about them as a group. Some requesters…

Computation and Language · Computer Science 2021-11-10 Jessica Huynh , Jeffrey Bigham , Maxine Eskenazi

Crowdsourcing markets like Amazon's Mechanical Turk (MTurk) make it possible to task people with small jobs, such as labeling images or looking up phone numbers, via a programmatic interface. MTurk tasks for processing datasets with humans…

Databases · Computer Science 2011-10-03 Adam Marcus , Eugene Wu , David Karger , Samuel Madden , Robert Miller

Many data mining tasks cannot be completely addressed by auto- mated processes, such as sentiment analysis and image classification. Crowdsourcing is an effective way to harness the human cognitive ability to process these machine-hard…

Databases · Computer Science 2018-10-22 Chengliang Chai , Ju Fan , Guoliang Li , Jiannan Wang , Yudian Zheng

Crowdsourcing platforms have traditionally been designed with a focus on workstation interfaces, restricting the flexibility that crowdworkers need. Recognizing this limitation and the need for more adaptable platforms, prior research has…

Human-Computer Interaction · Computer Science 2024-09-10 Senjuti Dutta , Rhema Linder , Alex C. Williams , Anastasia Kuzminykh , Scott Ruoti

Internal HITs on Mechanical Turk can be programmatically restrictive, and as a result, many requesters turn to using external HITs as a more flexible alternative. However, creating such HITs can be redundant and time-consuming. We present…

Human-Computer Interaction · Computer Science 2016-10-28 Brandon Dang , Miles Hutson , Matt Lease

As the use of crowdsourcing increases, it is important to think about performance optimization. For this purpose, it is possible to think about each worker as a HPU(Human Processing Unit), and to draw inspiration from performance…

Human-Computer Interaction · Computer Science 2016-10-17 Chen Cao , Zheng Liu , Lei Chen , H. V. Jagadish

While Amazon's Mechanical Turk (AMT) helped launch the paid crowd work industry eight years ago, many new vendors now offer a range of alternative models. Despite this, little crowd work research has explored other platforms. Such…

Computers and Society · Computer Science 2013-10-08 Donna Vakharia , Matthew Lease

Large-scale labeled dataset is the indispensable fuel that ignites the AI revolution as we see today. Most such datasets are constructed using crowdsourcing services such as Amazon Mechanical Turk which provides noisy labels from…

Human-Computer Interaction · Computer Science 2022-03-15 Chong Liu , Yu-Xiang Wang

Biologists and scientists have been tackling the problem of marine life monitoring and fish stock estimation for many years now. Efforts are now directed to move towards non-intrusive methods, by utilizing specially designed underwater…

Human-Computer Interaction · Computer Science 2020-11-17 Pushyami Kaveti , Md Navid Akbar

Teachable interfaces can empower end-users to attune machine learning systems to their idiosyncratic characteristics and environment by explicitly providing pertinent training examples. While facilitating control, their effectiveness can be…

Human-Computer Interaction · Computer Science 2020-02-07 Jonggi Hong , Kyungjun Lee , June Xu , Hernisa Kacorri

As the Internet grows in importance, it is vital to develop methods and techniques for educating end-users to improve their awareness of online privacy. Web-based education tools have been proven effective in many domains and have been…

Computers and Society · Computer Science 2016-03-10 Wendy Wang , Yu Tao , Kai Wang , Dominik Jedruszczak , Ben Knutson

We build on the increasing availability of Virtual Reality (VR) devices and Web technologies to conduct behavioral experiments in VR using crowdsourcing techniques. A new recruiting and validation method allows us to create a panel of…

Human-Computer Interaction · Computer Science 2019-05-15 Xiao Ma , Megan Cackett , Leslie Park , Eric Chien , Mor Naaman

Traditional employment usually provides mechanisms for workers to improve their skills to access better opportunities. However, crowd work platforms like Amazon Mechanical Turk (AMT) generally do not support skill development (i.e.,…

Human-Computer Interaction · Computer Science 2018-11-14 Chun-Wei Chiang , Anna Kasunic , Saiph Savage

In this work, we initiate the investigation of optimization opportunities in collaborative crowdsourcing. Many popular applications, such as collaborative document editing, sentence translation, or citizen science resort to this special…

Crowd work platforms like Amazon Mechanical Turk and Prolific are vital for research, yet workers' growing use of generative AI tools poses challenges. Researchers face compromised data validity as AI responses replace authentic human…

Human-Computer Interaction · Computer Science 2025-06-02 Amanda Chan , Catherine Di , Joseph Rupertus , Gary Smith , Varun Nagaraj Rao , Manoel Horta Ribeiro , Andrés Monroy-Hernández

Crowdsourcing and human computation has been employed in increasingly sophisticated projects that require the solution of a heterogeneous set of tasks. We explore the challenge of building or hiring an effective team, for performing tasks…

Human-Computer Interaction · Computer Science 2015-08-14 Adish Singla , Eric Horvitz , Pushmeet Kohli , Andreas Krause
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