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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

Human cognitive biases in software engineering can lead to costly errors. While general-purpose AI (GPAI) systems may help mitigate these biases due to their non-human nature, their training on human-generated data raises a critical…

Human-Computer Interaction · Computer Science 2025-12-02 Francesco Sovrano , Gabriele Dominici , Rita Sevastjanova , Alessandra Stramiglio , Alberto Bacchelli

Cognitive biases appear during code review. They significantly impact the creation of feedback and how it is interpreted by developers. These biases can lead to illogical reasoning and decision-making, violating one of the main hypotheses…

Software Engineering · Computer Science 2024-07-02 Tobias Jetzen , Xavier Devroey , Nicolas Matton , Benoît Vanderose

While the interpretability of machine learning models is often equated with their mere syntactic comprehensibility, we think that interpretability goes beyond that, and that human interpretability should also be investigated from the point…

Machine Learning · Statistics 2021-09-14 Tomáš Kliegr , Štěpán Bahník , Johannes Fürnkranz

Software engineering is knowledge-intensive work, and how to manage software engineering knowledge has received much attention. This systematic review identifies empirical studies of knowledge management initiatives in software engineering,…

Software Engineering · Computer Science 2018-11-30 Finn Olav Bjørnson , Torgeir Dingsøyr

The widespread adoption of Large Language Models (LLMs) in software development is transforming programming from a solution-generative to a solution-evaluative activity. This shift opens a pathway for new cognitive challenges that amplify…

Software Engineering · Computer Science 2026-01-14 Xinyi Zhou , Zeinadsadat Saghi , Sadra Sabouri , Rahul Pandita , Mollie McGuire , Souti Chattopadhyay

Most software systems today do not support cognitive diversity. Further, because of differences in problem-solving styles that cluster by gender, software that poorly supports cognitive diversity can also embed gender biases. To help…

We present a large-scale evaluation of 30 cognitive biases in 20 state-of-the-art large language models (LLMs) under various decision-making scenarios. Our contributions include a novel general-purpose test framework for reliable and…

Computation and Language · Computer Science 2025-11-04 Simon Malberg , Roman Poletukhin , Carolin M. Schuster , Georg Groh

Cognitive engineering is a multi-disciplinary field and hence it is difficult to find a review article consolidating the leading developments in the field. The in-credible pace at which technology is advancing pushes the boundaries of what…

Artificial Intelligence · Computer Science 2016-11-01 Jarryd Son , Amit Kumar Mishra

As software systems continue to play a significant role in modern society, ensuring their fairness has become a critical concern in software engineering. Motivated by this scenario, this paper focused on exploring the multifaceted nature of…

Software Engineering · Computer Science 2025-01-10 Ronnie de Souza Santos , Felipe Fronchetti , Savio Freire , Rodrigo Spinola

Prompt-induced cognitive biases are changes in a general-purpose AI (GPAI) system's decisions caused solely by biased wording in the input (e.g., framing, anchors), not task logic. In software engineering (SE) decision support (where…

Software Engineering · Computer Science 2026-04-23 Francesco Sovrano , Gabriele Dominici , Alberto Bacchelli

Predictive models are one of the most important techniques that are widely applied in many areas of software engineering. There have been a large number of primary studies that apply predictive models and that present well-preformed studies…

Software Engineering · Computer Science 2020-08-11 Yanming Yang , Xin Xia , David Lo , Tingting Bi , John Grundy , Xiaohu Yang

Cognition plays a fundamental role in most software engineering activities. This article provides a taxonomy of cognitive concepts and a survey of the literature since the beginning of the Software Engineering discipline. The taxonomy…

Context: With the rising complexity and scale of software systems, there is an ever-increasing demand for sophisticated and cost-effective software testing. To meet such a demand, there is a need for a highly-skilled software testing…

Software Engineering · Computer Science 2020-03-10 Vahid Garousi , Austen Rainer , Per Lauvås , Andrea Arcuri

Background: Philosophers of science including Collins, Feyerabend, Kuhn and Latour have all emphasized the importance of consensus within scientific communities of practice. Consensus is important for maintaining legitimacy with outsiders,…

Software Engineering · Computer Science 2018-02-20 Pontus Johnson , Paul Ralph , Mathias Ekstedt , Iaakov Exman , Michael Goedicke

Software testing is a complex, intellectual activity based (at least) on analysis, reasoning, decision making, abstraction and collaboration performed in a highly demanding environment. Naturally, it uses and allocates multiple cognitive…

Software Engineering · Computer Science 2020-12-10 Eduard Enoiu , Gerald Tukseferi , Robert Feldt

Human perception, memory and decision-making are impacted by tens of cognitive biases and heuristics that influence our actions and decisions. Despite the pervasiveness of such biases, they are generally not leveraged by today's Artificial…

Human-Computer Interaction · Computer Science 2023-12-04 Aditya Gulati , Miguel Angel Lozano , Bruno Lepri , Nuria Oliver

Failure studies are important in revealing the root causes, behaviors, and life cycle of defects in software systems. These studies either focus on understanding the characteristics of defects in specific classes of systems or the…

Software Engineering · Computer Science 2022-09-23 Paschal C. Amusuo , Aishwarya Sharma , Siddharth R. Rao , Abbey Vincent , James C. Davis

Gender bias in computing is a hard problem that has resisted decades of research. One obstacle has been the absence of systematic data that might indicate when gender bias emerged in computing and how it has changed. This article presents a…

Computers and Society · Computer Science 2022-11-09 Thomas J Misa

Cognitive biases exert a significant influence on human thinking and decision-making. In order to identify how they influence the occurrence of architectural technical debt, a series of semi-structured interviews with software architects…

Software Engineering · Computer Science 2023-09-26 Klara Borowa , Andrzej Zalewski , Szymon Kijas
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