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The primary aim of market segmentation is to identify relevant groups of consumers that can be addressed efficiently by marketing or advertising campaigns. This paper addresses the issue whether consumer groups can be identified from…

Applications · Statistics 2017-04-05 Daniel Müllensiefen , Christian Hennig , Hedie Howells

In the context of software startups, project failure is embraced actively and considered crucial to obtain validated learning that can lead to pivots. A pivot is the strategic change of a business concept, product or the different elements…

Software Engineering · Computer Science 2017-10-12 Sohaib Shahid Bajwa , Xiaofeng Wang , Anh Nguyen Duc , Pekka Abrahamsson

Software start-ups are new companies aiming to launch an innovative product to mass markets fast with minimal resources. However, most start-ups fail before realizing their potential. Poor software engineering, among other factors, could be…

Software Engineering · Computer Science 2023-10-02 Eriks Klotins , Michael Unterkalmsteiner , Tony Gorschek

Context: Software startups are newly created companies with no operating history and fast in producing cutting-edge technologies. These companies develop software under highly uncertain conditions, tackling fast-growing markets under severe…

Software Engineering · Computer Science 2023-07-26 Nicolò Paternoster , Carmine Giardino , Michael Unterkalmsteiner , Tony Gorschek , Pekka Abrahamsson

An individual decision-making behavior is heavily influenced by and adapted to external environmental factors. Given that software development is a human-centered activity, individual decision-making behavior may affect the software project…

Software Engineering · Computer Science 2017-11-22 Jingdong Jia , Hanlin Mo , Luiz Fernando Capretz , Zupeng Chen

Business Model Canvas (BMC) is a tool widely used to describe startup business models. Despite the various business aspects described, BMC pays a little emphasis on team-related factors. The importance of team-related factors in software…

This study investigates the role of employee motivation as a critical factor in effective business management and explores how financial and non-financial motivators shape engagement and performance. Based on a quantitative survey of 102…

Managing software development productivity and effort are key issues in software organizations. Identifying the most relevant factors influencing project performance is essential for implementing business strategies by selecting and…

Software Engineering · Computer Science 2014-01-22 Adam Trendowicz , Michael Ochs , Axel Wickenkamp , Jürgen Münch , Yasushi Ishigai , Takashi Kawaguchi

This communication is based on an original approach linking economical factors to technical and methodological ones. This work is applied to the decision process for mix production. This approach is relevant for costing driving systems. The…

General Physics · Physics 2010-12-01 Alain Bernard , Nicolas Perry , Jean-Charles Delplace , Serge Gabriel

Context: Software startups are an essential source of innovation and software-intensive products. The need to understand product development in startups and to provide relevant support are highlighted in software research. While…

Software Engineering · Computer Science 2021-03-16 Anh Nguyen-Duc , Kai-Kristian Kemell , Pekka Abrahamsson

Software startups face with multiple technical and business challenges, which could make the startup journey longer, or even become a failure. Little is known about entrepreneurial decision making as a direct force to startup development…

Computers and Society · Computer Science 2017-12-05 Anh Nguven Duc , Yngve Dahle , Martin Steinert , Pekka Abrahamsson

Analytics plays a crucial role in the data-informed decision-making processes of modern businesses. Unlike established software companies, software startups are not seen utilizing the potential of analytics even though a startup process…

Software Engineering · Computer Science 2022-04-12 Usman Rafiq

Variable importance is central to scientific studies, including the social sciences and causal inference, healthcare, and other domains. However, current notions of variable importance are often tied to a specific predictive model. This is…

Machine Learning · Statistics 2020-02-11 Jiayun Dong , Cynthia Rudin

Algorithmic decisions in critical domains such as hiring, college admissions, and lending are often based on rankings. Given the impact of these decisions on individuals, organizations, and population groups, it is essential to understand…

Artificial Intelligence · Computer Science 2025-07-29 Venetia Pliatsika , Joao Fonseca , Kateryna Akhynko , Ivan Shevchenko , Julia Stoyanovich

Thanks to the recent availability of comprehensive and detailed online databases of startup companies, it has become possible to more directly investigate startup ecosystems i.e. startup populations in specific regions. In this paper, we…

Physics and Society · Physics 2019-06-07 Clement Gastaud , Theophile Carniel , Jean-Michel Dalle

Predicting high-growth firms has attracted increasing interest from the technological forecasting and machine learning communities. Most existing studies primarily utilize financial data for these predictions. However, research suggests…

Physics and Society · Physics 2024-08-20 Yiwei Huang , Shuqi Xu , Linyuan Lü , Andrea Zaccaria , Manuel Sebastian Mariani

This research assesses the aspects of software organizations' DevOps environments and identifies the factors contributing to these environments' success. DevOps is a recent concept, and many organizations are moving from old-style software…

Software Engineering · Computer Science 2024-07-17 Ashley Gwangwadza , Ridewaan Hanslo

One of the main challenges of startups is to raise capital from investors. For startup founders, it is therefore crucial to know whether investors have a bias against women as startup founders and in which way startups face disadvantages…

Social and Information Networks · Computer Science 2021-12-03 Michael Färber , Alexander Klein

Data valuation and monetisation are emerging as central challenges in data-driven economies, yet no unified framework exists to measure or manage data value across organisational contexts. This paper presents a systematic literature review…

We analyze the sectoral dynamics of startup venture financing. Based on a dataset of 52000 start-ups and 110000 funding rounds in the United States from 2000 to 2017, and by applying both Principal Component Analysis (PCA) and Tensor…

General Finance · Quantitative Finance 2019-06-06 Theophile Carniel , Clement Gastaud , Jean-Michel Dalle