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P2 Beyond the Numbers: Evaluating DevOps Adoption in an Enterprise Software Development Organisation

超越数字:评估企业软件开发组织中的 DevOps 采用
FSE Proceedings of the 34th ACM International Conference on the Foundations of Software Engineering2026匹配度 1/10 · 该论文研究企业 DevOps 采用中的 KPI 度量、指标博弈与开发者认知,属于软件工程/组织行为实证研究,与用户关注的 PL 与 AI 交叉、静态分析、浮点程序分析、贝叶斯程序分析及 LLM/Agent 等核心方向基本无关。虽涉及工业落地和开发者工具,但未涉及程序分析、形式化方法或 LLM,匹配度很低。引用 0 inbox
Callum Peacock, Tim Storer
crossref: 2026-09-12dblp: 2026-09-12

AI 速览

一句话:通过混合方法案例研究,揭示 KPI 驱动的 DevOps 度量在企业金融组织中既提升绩效,也引发指标博弈与开发者认知偏差。

本文研究一家大型金融组织中以 KPI 驱动的 DevOps 采用举措的影响。既有文献关注 DevOps 的收益、挑战与文化因素,但 DevOps 度量作为 KPI 的有效性及其对绩效和开发者行为的影响仍不明确。作者在大型金融组织的某一业务领域开展案例研究,采用混合方法:对领导层进行半结构化访谈,量化分析 1074 个采用项目,并调查 17 名开发者以了解态度与行为。结果表明关键绩效指标有所改善,但也暴露出管理者意图与开发者感知之间的反差,包括指标博弈、排名系统压力和目标理解不一致等问题。研究为 DevOps 文献提供实证证据,并强调度量系统应与实际现实和文化情境对齐,才能推动有意义的改进。

问题
现有文献承认 DevOps 采用中文化因素的重要性,但 DevOps 度量作为 KPI 的有效性及其对绩效和开发者行为的影响仍不清晰。
方法
在一个大型金融组织的业务领域进行案例研究,结合领导层半结构化访谈、对 1074 个采用项目的量化分析以及对 17 名开发者的态度与行为调查。
评估
结果显示关键绩效指标有所改善,但同时出现指标博弈、排名系统压力和目标理解不一致等管理者意图与开发者感知的落差,并据此提出度量系统需与文化和实际工作对齐。
原文摘要(Abstract)

This paper investigates the impact of a KPI driven DevOps adoption initiative within a large scale financial organisation. Existing literature has studied the benefits and challenges of DevOps adoption, revealing the opportunities to increase the pace of software delivery and quality, whilst recognising the importance of culture as part of any change process. However, whilst DevOps metrics are widely promoted in industry, their effectiveness as KPIs and their impact on performance and developer behaviour remain unclear. Related studies of metrics use in the software industry have suggested adoption can have unintended impacts on practitioner behaviours, particularly when used for KPIs. To investigate the impact of DevOps metrics adoption, we conducted a case study within a business area of a large financial organisation. We employed a mixed-methods approach, combining a semi-structured interview with leadership, quantitative analysis of 1074 projects undergoing the adoption, and a survey of 17 developers capturing both attitudinal and behavioural insights. The results reveal improvements in key performance metrics but also highlight contrasts between managerial intent and developer perception, including concerns around metric gaming, pressure from ranking systems, and inconsistent understanding of targets. The findings contribute empirical evidence to the DevOps literature and emphasise the importance of aligning measurement systems with practical realities and cultural context to drive meaningful improvement.

链接与引用

DOI 原文 · PDF(开放获取) · DBLP

BibTeX
@inproceedings{PeacockS26,
  title = {Beyond the Numbers: Evaluating DevOps Adoption in an Enterprise Software Development Organisation},
  author = {Callum Peacock and Tim Storer},
  booktitle = {FSE},
  year = {2026},
  doi = {10.1145/3803437.3805247}
}