Factors systematically associated with errors in subjective estimates of software development effort: the stability of expert judgment

A. Gray, Stephen G. MacDonell, M. Shepperd
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引用次数: 101

Abstract

Estimation of project development effort is most often performed by expert judgment rather than by using an empirically derived model (although such may be used by the expert to assist their decision). One question that can be asked about these estimates is how stable are they with respect to characteristics of the development process and product? This stability can be assessed in relation to the degree to which the project has advanced over time, the type of module for which the estimate is being made, and the characteristics of that module. In this paper we examine a set of expert-derived estimates for the effort required to develop a collection of modules from a large health-care system. Statistical tests are used to identify relationships between the type (screen or report) and characteristics of modules and the likelihood of the associated development effort being underestimated, approximately correct, or over-estimated. Distinct relationships are found that suggest that the estimation process being examined was not unbiased to such characteristics. This is a potentially useful finding in that it provides an opportunity for estimators to improve their prediction performance.
在软件开发工作的主观估计中与错误系统相关的因素:专家判断的稳定性
项目开发工作的评估通常是由专家判断来完成的,而不是使用经验推导的模型(尽管专家可能会使用这种模型来辅助他们的决策)。关于这些评估的一个问题是,它们相对于开发过程和产品的特征有多稳定?这种稳定性可以根据项目在一段时间内的进展程度、正在进行评估的模块类型以及该模块的特征来评估。在本文中,我们研究了一组专家推导的估计,用于从大型医疗保健系统开发模块集合所需的努力。统计测试用于确定模块的类型(屏幕或报告)和特征之间的关系,以及相关开发工作被低估、大致正确或高估的可能性。发现了不同的关系,表明正在检查的估计过程对这些特征不是无偏的。这是一个潜在的有用的发现,因为它为估计者提供了一个改进其预测性能的机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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