Impact Factors and Best Practices to Improve Effort Estimation Strategies and Practices in DevOps

Meedeniya, Dulani; Thennakoon, Harshanika

doi:10.1145/3484399.3484401

Cited by 3 publications

References 22 publications

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MLOps Challenges in Industry 4.0

Faubel,

Schmid,

Eichelberger

2023

SN COMPUT. SCI.

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An important part of the Industry 4.0 vision is the use of machine learning (ML) techniques to create novel capabilities and flexibility in industrial production processes. Currently, there is a strong emphasis on MLOps as an enabling collection of practices, techniques, and tools to integrate ML into industrial practice. However, while MLOps is often discussed in the context of pure software systems, Industry 4.0 systems received much less attention. So far, there is only little research focusing on MLOps for Industry 4.0. In this paper, we discuss whether MLOps in Industry 4.0 leads to significantly different challenges compared to typical Internet systems. We provide an initial analysis of MLOps approaches and identify both context-independent MLOps challenges (general challenges) as well as challenges particular to Industry 4.0 (specific challenges) and conclude that MLOps works very similarly in Industry 4.0 systems to pure software systems. This indicates that existing tools and approaches are also mostly suited for the Industry 4.0 context.

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MLOps Challenges in Industry 4.0

Faubel,

Schmid,

Eichelberger

2023

SN COMPUT. SCI.

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Identification of methods, approaches, and factors in effort estimation for DevOps projects: a systematic literature mapping

Robles,

Lara,

Salgado

et al. 2023

2023 Mexican International Conference on Computer Science (ENC)

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Leadership and communication strategies for managing organisational change: insights from eThekwini automobile dealerships

Chukwuma,

Zondo

2024

IJBES

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Research studies have proven that leadership styles and communication are positively and significantly related to effective change management. This implies that the influence of leadership on effective communication is integral to the success of any organizational performance. These leadership styles include transformational and transactional leadership. The study was based on two different theories; the leadership theory and the communication theory. The study was descriptive in nature considering a sample size of 300 employees in the selected dealership organisations operating in the eThekwini, South-Africa. Data collection was achieved by handing out questionnaires to 300 employees, out of which 170 were returned completed. The study was analysed by means of correlational and regression analysis ascertained through the structural equation model (SEM). The study found that leadership styles and communication were positively and significantly related and are major determinant to the success of an effective organisational change management. The study further concluded that leadership styles and communication were positively and significantly related to effective change. Conclusively, it was indicated that the transformational leadership style stands out as the most effective leadership style for successful change management. It was also agreed that integrated communications which involves the application of more than one communication strategy to pass important information especially regarding change management was vital. The study recommended the adoption of transformational leadership style in the various departments of the organization. Also, it considers the application of integrated communication which includes verbal, non-verbal, written, assertive and electronic means of communication.

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Impact Factors and Best Practices to Improve Effort Estimation Strategies and Practices in DevOps

Cited by 3 publications

References 22 publications

MLOps Challenges in Industry 4.0

MLOps Challenges in Industry 4.0

Identification of methods, approaches, and factors in effort estimation for DevOps projects: a systematic literature mapping

Leadership and communication strategies for managing organisational change: insights from eThekwini automobile dealerships

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