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Data science workers increasingly collaborate on large-scale projects before communicating insights to a broader audience in the form of visualization. While prior work has modeled how data science teams, oftentimes with distinct roles and…

人机交互 · 计算机科学 2022-10-10 Rock Yuren Pang , Ruotong Wang , Joely Nelson , Leilani Battle

The objective of this research is to provide a framework with which the data science community can understand, define, and develop data science as a field of inquiry. The framework is based on the classical reference framework (axiology,…

其他统计学 · 统计学 2024-03-05 Michael L Brodie

Cyber-security solutions are traditionally static and signature-based. The traditional solutions along with the use of analytic models, machine learning and big data could be improved by automatically trigger mitigation or provide relevant…

计算机与社会 · 计算机科学 2018-03-13 Farhad Foroughi , Peter Luksch

Nowadays it is inevitable to use intelligent systems to improve the performance and optimization of different components of devices or factories. Furthermore, it's so essential to have appropriate predictions to make better decisions in…

人工智能 · 计算机科学 2021-01-01 Ashkan Yousefi Zadeh , Meysam Shahbazy

Retrospectives are vital for software development teams to continuously enhance their processes and teamwork. Despite the increasing availability of objective data generated throughout the project and software development processes, many…

软件工程 · 计算机科学 2025-02-07 Alessandra Maciel Paz Milani , Margaret-Anne Storey , Vivek Katial , Lauren Peate

Agile software development is nowadays a widely adopted practise in both open-source and industrial software projects. Agile teams typically heavily rely on issue management tools to document new issues and keep track of outstanding ones,…

软件工程 · 计算机科学 2022-02-03 Vali Tawosi , Afnan Al-Subaihin , Rebecca Moussa , Federica Sarro

Agile Software Development (ASD) methodology has become widely used in the industry. Understanding the challenges facing software engineering students is important to designing effective training methods to equip students with proper skills…

软件工程 · 计算机科学 2014-11-25 Jun Lin , Han Yu , Zhiqi Shen

In recent years, data science has become an indispensable part of our society. Over time, we have become reliant on this technology because of its opportunity to gain value and new insights from data in any field - business, socializing,…

计算机与社会 · 计算机科学 2020-10-28 Dinh-An Ho , Oya Beyan

The perceptions and attitudes of developers impact how software projects are run and which development practices are employed in development teams. Recent agile methodologies have taken this into account, focusing on collaboration and…

软件工程 · 计算机科学 2020-02-11 Christoph Matthies , Johannes Huegle , Tobias Dürschmid , Ralf Teusner

Agile methods and associated practices have been held to deliver value to software developers and customers. Research studies have reported team productivity and software quality benefits. While such insights are helpful for understanding…

软件工程 · 计算机科学 2024-12-23 Sherlock Anthony Licorish

Software development is a sociotechnical and human-centered endeavor in which human factors directly influence quality, productivity, and innovation capacity. In this context, career development in computing goes beyond technical mastery,…

软件工程 · 计算机科学 2026-05-01 Israely Lima , Lucas Moura Lourenço , Márcio Ribeiro , Ivan Machado , Carla Ilane Bezerra

Like medicine, psychology, or education, data science is fundamentally an applied discipline, with most students who receive advanced degrees in the field going on to work on practical problems. Unlike these disciplines, however, data…

计算机与社会 · 计算机科学 2020-01-28 Kit T Rodolfa , Adolfo De Unanue , Matt Gee , Rayid Ghani

Data science is an integrated workflow of technical, analytical, communication, and ethical skills, but current AI benchmarks focus mostly on constituent parts. We test whether AI models can generate end-to-end data science projects. To do…

其他统计学 · 统计学 2026-02-17 Evelyn Hughes , Rohan Alexander

The rise of datathons, also known as data or data science hackathons, has provided a platform to collaborate, learn, and innovate in a short timeframe. Despite their significant potential benefits, organizations often struggle to…

Agile software development principles and values have been widely adopted across various industries, influencing products and services globally. Despite its increasing popularity, a significant gap remains between research and practical…

软件工程 · 计算机科学 2025-07-16 Michael Neumann , Eva-Maria Schön , Mali Senapathi , Maria Rauschenberger , Tiago Silva da Silva

Effective Retrospective meetings are vital for ensuring productive development processes because they provide the means for Agile software development teams to discuss and decide on future improvements of their collaboration. Retrospective…

软件工程 · 计算机科学 2021-01-18 Christoph Matthies , Franziska Dobrigkeit

Background: Agile methods are no longer restricted to small projects and co-located teams. The last decade has seen the spread of agile into large scale, distributed and regulated domains. Many case studies show successful agile adoption in…

软件工程 · 计算机科学 2019-06-24 Marcelo Marinho , John Noll , Ita Richardson , Sarah Beecham

Information technology (IT) organizations are increasing the use of agile practices, which are based on a people-centred culture alongside the software development process. Thus, it is vital to understand the social and human factors of the…

软件工程 · 计算机科学 2020-06-08 Luís Felipe Amorim , Marcelo Marinho , Suzana Sampaio

Agile methods are best taught in a hands-on fashion in realistic projects. The main challenge in doing so is to assess whether students apply the methods correctly without requiring complete supervision throughout the entire project. This…

软件工程 · 计算机科学 2018-09-05 Christoph Matthies , Thomas Kowark , Keven Richly , Matthias Uflacker , Hasso Plattner

The development of data science expertise requires tacit, process-oriented skills that are difficult to teach directly. This study addresses the resulting challenge of empirically understanding how the problem-solving processes of experts…

计算机与社会 · 计算机科学 2026-02-18 Manuel Valle Torre , Marcus Specht , Catharine Oertel