软件架构设计中的决策和认知偏差

Akash Manjunath, Manoj Bhat, Klym Shumaiev, A. Biesdorf, F. Matthes
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引用次数: 8

摘要

任何软件的体系结构都可以看作是其结构的蓝图。该蓝图是基于软件架构师所做的一系列决策而生成的工件,它决定了最终软件的总体质量。本文的第一部分着重于识别和形式化软件设计背景下的决策模型。详细研究了理性经济模型、有界理性模型和识别启动决策模型。决策制定的步骤被映射到OODA循环(观察、定位、决定和行动)决策周期,作为决策制定的通用框架。本文的第二部分着重于记录架构决策环境中的认知偏差。建筑师作为人类,由于人类思维的认知局限性,总是会受到认知偏差的影响,导致与理想决策过程的系统性偏差。这将导致设计出低于标准的解决方案,因为决策背后缺少合理性。两个级别的分类是为了模块化影响体系结构决策过程的广泛的偏差列表。作为本研究的一个重要成果,关于每种偏见的详细信息被记录为认知偏见目录的一部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Decision Making and Cognitive Biases in Designing Software Architectures
The architecture of any software can be thought of as a blueprint of its structure. This blueprint is an artifact generated based on a series of decisions taken by software architects and determines the overall quality of the resulting software. The first part of this paper focuses on identifying and formalizing the decision-making models in the context of designing software. Three models are investigated in detail: the rational economic model, the bounded rational model, and the recognition-primed decision model. The steps of decision making are mapped to the OODA Loop (Observe, Orient, Decide and Act) decision cycle as a generic framework for decision making. The second part of this paper focuses on documenting cognitive biases in the context of architectural decision making. Architects, being human, are invariably subject to the influence of cognitive biases due to the cognitive limitations of the human mind, resulting in a systematic deviation from the ideal decision-making process. This leads to the design of sub-par solutions because of missing rationality behind the decisions. A two-level classification is made to modularize the extensive list of biases that influence the architectural decision-making process. As an important outcome of this research, detailed information about each bias is documented as part of a cognitive bias catalog.
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