数据科学倡议的最低可行治理——新南威尔士州运输案例研究

S. Mathur, S. Sankaran, Sam Macaulay, Ivor Tsang
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引用次数: 0

摘要

过多的治理会扼杀组织中的创新。太少的治理会浪费宝贵的组织资源。业务敏捷性要求授权人们对旨在交付创新产品和服务的计划做出决策。传统的月度和季度治理论坛,如指导委员会和决策规划委员会,在使用敏捷方法在两周的sprint中完成计划或项目的交付,并且需要以不同且更频繁的节奏进行决策时,可能会阻碍工作流程。数据科学计划(dsi)本质上是探索性和创新性的,遵循敏捷交付方法。本文是基于单个案例研究的对实现dsi治理的探索性研究。它研究了dsi在项目、计划和投资组合级别上的敏捷治理,并提出了八个关注产品和投资组合治理的指导原则。它的目标是指导从业者设置最小可行的治理,以确保从他们的决策决策系统中实现价值,并为学者推进决策决策系统治理的研究。
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MINIMUM VIABLE GOVERNANCE FOR DATA SCIENCE INITIATIVES A TRANSPORT FOR NSW CASE STUDY
Too much governance can stifle innovation in organizations. Too little governance can waste precious organizational resources. Business agility demands empowerment of people to take decisions on initiatives designed to deliver innovative products and services. Traditional monthly and quarterly governance forums such as steering committees and program boards for decision-making potentially impede the flow of work when the delivery of a program or project is done using agile methods in two-weekly sprints and decisions are required at a different and more frequent cadence. Data Science Initiatives (DSIs) which are exploratory and innovative in nature follow agile delivery methods. This paper is an exploratory study of implementing governance for DSIs based on a single case study. It investigates agile governance at project, program, and portfolio level for DSIs and suggests eight guiding principles focusing on product and portfolio governance. It is targeted at practitioners to guide them in setting minimum viable governance to ensure value is realized from their DSIs and for academics to advance research in governance of DSIs.
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