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Related papers: Challenges in Survey Research

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Datasets have played a foundational role in the advancement of machine learning research. They form the basis for the models we design and deploy, as well as our primary medium for benchmarking and evaluation. Furthermore, the ways in which…

Machine Learning · Computer Science 2021-11-16 Amandalynne Paullada , Inioluwa Deborah Raji , Emily M. Bender , Emily Denton , Alex Hanna

Software security is of utmost importance for most software systems. Developers must systematically select, plan, design, implement, and especially, maintain and evolve security features -- functionalities to mitigate attacks or protect…

Software Engineering · Computer Science 2025-09-30 Kevin Hermann , Sven Peldszus , Jan-Philipp Steghöfer , Thorsten Berger

Experimentation with software prototypes plays a fundamental role in software engineering research. In contrast to many other scientific disciplines, however, explicit support for this key activity in software engineering is relatively…

Software Engineering · Computer Science 2021-10-26 Klaus Schmid , Sascha El-Sharkawy , Christian Kröher

Empirical studies on formal methods and tools are rare. In this paper, we provide guidelines for such studies. We mention their main ingredients and then define nine different study strategies (laboratory experiments with software and human…

Software Engineering · Computer Science 2022-08-12 Maurice H. ter Beek , Alessio Ferrari

The rapid growth of academic literature makes the manual creation of scientific surveys increasingly infeasible. While large language models show promise for automating this process, progress in this area is hindered by the absence of…

Computation and Language · Computer Science 2026-05-05 Weihang Su , Anzhe Xie , Qingyao Ai , Jianming Long , Xuanyi Chen , Jiaxin Mao , Ziyi Ye , Yiqun Liu

The problem of statistical inference in its various forms has been the subject of decades-long extensive research. Most of the effort has been focused on characterizing the behavior as a function of the number of available samples, with far…

Machine Learning · Computer Science 2024-11-12 Tomer Berg , Or Ordentlich , Ofer Shayevitz

The most critical and fragile stage of a software development project is requirements gathering. Because of this, Requirements Engineering has been evolving its techniques to minimize the challenges faced by Requirements Analysts. However,…

Software Engineering · Computer Science 2025-08-19 Glauber da Rocha Balthazar , Marcia Ito

Context: Advancements in machine learning (ML) lead to a shift from the traditional view of software development, where algorithms are hard-coded by humans, to ML systems materialized through learning from data. Therefore, we need to…

Software Engineering · Computer Science 2021-06-16 Görkem Giray

The field of software engineering is embedded in both engineering and computer science, and may embody gender biases endemic to both. This paper surveys software engineering's origins and its long-running attention to engineering…

Software Engineering · Computer Science 2025-08-29 Thomas J. Misa

Pre-trained large language models (LLMs) have recently emerged as a breakthrough technology in natural language processing and artificial intelligence, with the ability to handle large-scale datasets and exhibit remarkable performance…

Software Engineering · Computer Science 2024-03-05 Junjie Wang , Yuchao Huang , Chunyang Chen , Zhe Liu , Song Wang , Qing Wang

Data collection is an important part of many citizen science projects as well as other fields of research, particularly in life sciences. Mobile applications with form-based surveys are increasingly used to support this, due to the large…

Computers and Society · Computer Science 2019-02-01 Markus D. Steinberg

According to Hansen, Madow and Tepping [J. Amer. Statist. Assoc. 78 (1983) 776--793], "Probability sampling designs and randomization inference are widely accepted as the standard approach in sample surveys." In this article, reasons are…

Methodology · Statistics 2011-08-12 J. N. K. Rao

Despite potential benefits in Software Engineering (SE), adoption of software modelling in industry is low. Technical issues such as tool support have gained significant research before, but individual guidance and training have received…

Software Engineering · Computer Science 2022-06-15 Shalini Chakraborty , Grischa Liebel

There has been growing interest within the computational science and engineering (CSE) community in engaging with software engineering research -- the systematic study of software systems and their development, operation, and maintenance --…

Software Engineering · Computer Science 2022-01-12 Reed Milewicz , Miranda Mundt

This paper explores the issues around the construction of large-scale complex systems which are built as 'systems of systems' and suggests that there are fundamental reasons, derived from the inherent complexity in these systems, why our…

Software Engineering · Computer Science 2011-09-16 Ian Sommerville , Dave Cliff , Radu Calinescu , Justin Keen , Tim Kelly , Marta Kwiatkowska , John McDermid , Richard Paige

Software Engineering activities are information intensive. Research proposes Information Retrieval (IR) techniques to support engineers in their daily tasks, such as establishing and maintaining traceability links, fault identification, and…

Software Engineering · Computer Science 2023-08-24 Michael Unterkalmsteiner , Tony Gorschek , Robert Feldt , Niklas Lavesson

The rapid advancement of Large Language Models (LLMs) is reshaping software engineering by profoundly influencing coding, documentation, and system maintenance practices. As these tools become deeply embedded in developers' daily workflows,…

Software Engineering · Computer Science 2025-12-29 Vítor Mateus de Brito , Kleinner Farias

Surveys are a widespread method for collecting data at scale, but their rigid structure often limits the depth of qualitative insights obtained. While interviews naturally yield richer responses, they are challenging to conduct across…

Human-Computer Interaction · Computer Science 2025-03-12 Rune M. Jacobsen , Samuel Rhys Cox , Carla F. Griggio , Niels van Berkel

\textit{Background:} The use of large language models in software testing is growing fast as they support numerous tasks, from test case generation to automation, and documentation. However, their adoption often relies on informal…

Software Engineering · Computer Science 2025-10-21 Maria Deolinda Santana , Cleyton Magalhaes , Ronnie de Souza Santos

Improved software discovery is a prerequisite for greater software reuse: after all, if someone cannot find software for a particular task, they cannot reuse it. Understanding people's approaches and preferences when they look for software…

Computers and Society · Computer Science 2018-05-30 Michael Hucka , Matthew J. Graham