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Context: Highly dynamic and competitive crowdsourcing software development (CSD) marketplaces may experience task failure due to unforeseen reasons, such as increased competition over shared supplier resources, or uncertainty associated…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-22 Jordan Urbaczek , Razieh Saremi , Mostaan Lotfalian Saremi , Julian Togelius

The complexity of software tasks and the uncertainty of crowd developer behaviors make it challenging to plan crowdsourced software development (CSD) projects. In a competitive crowdsourcing marketplace, competition for shared worker…

Software Engineering · Computer Science 2021-07-07 Razieh Saremi , Hardik Yagnik , Julian Togelius , Ye Yang , Guenther Ruhe

The success of software crowdsourcing depends on active and trustworthy pool of worker supply. The uncertainty of crowd workers' behaviors makes it challenging to predict workers' success and plan accordingly. In a competitive crowdsourcing…

Software Engineering · Computer Science 2021-07-08 Hamid Shamszare , Razieh Saremi , Sanam Jena

A main characteristic of crowdsourcing software development (CSD) is the complexity of tasks and skills required by workers to achieve successful software crowdsourcing. The tasks proposed to the crowd in CSD are checked to ensure they are…

Software Engineering · Computer Science 2023-02-13 Abdullah Khanfor

A typical crowdsourcing software development(CSD) marketplace consists of a list of software tasks as service demands and a pool of freelancer developers as service suppliers. Highly dynamic and competitive CSD market places may result in…

Software Engineering · Computer Science 2021-03-19 Razieh Saremi , Ye Yang , Gregg Vesonder , Guenther Ruhe , He Zhang

Context: The success of software crowdsourcing depends on steady tasks supply and active worker pool. Existing analysis reveals an average task failure ratio of 15.7% in software crowdsourcing market. Goal: The objective of this study is to…

Human-Computer Interaction · Computer Science 2020-07-31 Denisse Martinez Mejorado , Razieh Saremi , Ye Yang , Jose E. Ramirez-Marquez

Crowdsourced Software Engineering (CSE) offers outsourcing work to software practitioners by leveraging a global online workforce. However, these software practitioners struggle to identify suitable tasks due to the variety of options…

Software Engineering · Computer Science 2025-03-19 Shashiwadana Nirmani , Mojtaba Shahin , Hourieh Khalajzadeh , Xiao Liu

Many companies now use crowdsourcing to leverage external (as well as internal) crowds to perform specialized work, and so methods of improving efficiency are critical. Tasks in crowdsourcing systems with specialized work have multiple…

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

Allowing members of the crowd to propose novel microtasks for one another is an effective way to combine the efficiencies of traditional microtask work with the inventiveness and hypothesis generation potential of human workers. However,…

Human-Computer Interaction · Computer Science 2020-12-23 Abigail Hotaling , James P. Bagrow

Software crowdsourcing platforms employ extrinsic rewards such as rating or ranking systems to motivate workers. Such rating systems are noisy and provide limited knowledge about workers' preferences and performance. To develop better…

Software Engineering · Computer Science 2022-01-20 Razieh Saremi , Hamid Shamszare , Marzieh Lotfalian Saremi , Ye Yang

Crowdsourcing is becoming an accepted method of software development for different phases in the production lifecycle. Ideally, mass parallel production through Crowdsourcing could be an option for rapid acquisition in software engineering…

Software Engineering · Computer Science 2021-03-19 Razieh Saremi , Marzieh Lotfalian Saremi , Sanam Jena , Robert Anzalone , Ahmed Bahabry

Mobile crowdsourcing refers to systems where the completion of tasks necessarily requires physical movement of crowdworkers in an on-demand workforce. Evidence suggests that in such systems, tasks often get assigned to crowdworkers who…

Artificial Intelligence · Computer Science 2024-01-24 Ralf Bruns , Jeremias Dötterl , Jürgen Dunkel , Sascha Ossowski

Crowdsourcing systems, in which numerous tasks are electronically distributed to numerous "information piece-workers", have emerged as an effective paradigm for human-powered solving of large scale problems in domains such as image…

Machine Learning · Computer Science 2013-03-27 David R. Karger , Sewoong Oh , Devavrat Shah

We present SmartCrowd, a framework for optimizing collaborative knowledge-intensive crowdsourcing. SmartCrowd distinguishes itself by accounting for human factors in the process of assigning tasks to workers. Human factors designate…

Crowdsourcing is a common approach to rapidly annotate large volumes of data in machine learning applications. Typically, crowd workers are compensated with a flat rate based on an estimated completion time to meet a target hourly wage.…

Human-Computer Interaction · Computer Science 2024-12-03 Gordon Lim , Stefan Larson , Yu Huang , Kevin Leach

Trade-offs such as "how much testing is enough" are critical yet challenging project decisions in software engineering. Most existing approaches adopt risk-driven or value-based analysis to prioritize test cases and minimize test runs.…

Software Engineering · Computer Science 2022-01-31 Junjie Wang , Ye Yang , Zhe Yu , Tim Menzies , Qing Wang

Crowdsourcing offers a practical method for ranking and scoring large amounts of items. To investigate the algorithms and incentives that can be used in crowdsourcing quality evaluations, we built CrowdGrader, a tool that lets students…

Social and Information Networks · Computer Science 2013-08-27 Luca de Alfaro , Michael Shavlovsky

We consider the problem of optimal budget allocation for crowdsourcing problems, allocating users to tasks to maximize our final confidence in the crowdsourced answers. Such an optimized worker assignment method allows us to boost the…

Machine Learning · Computer Science 2017-02-28 Angela Zhou , Irineo Cabreros , Karan Singh

For decades, the crowdsourcing has gained much attention from both academia and industry, which outsources a number of tasks to human workers. Existing works considered improving the task accuracy through voting or learning methods, they…

Databases · Computer Science 2018-02-26 Peng Cheng , Xiang Lian , Xun Jian , Lei Chen

Key to the effectiveness of crowdsourcing approaches for software engineering is workflow design, describing how complex work is organized into small, relatively independent microtasks. In this paper, we introduce a Behavior-Driven…

Software Engineering · Computer Science 2020-09-03 Emad Aghayi , Thomas D. LaToza , Paurav Surendra , Seyedmeysam Abolghasemi
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