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Difficulties in Running Experiments in the Software Industry: Experiences from the Trenches

机译:在软件行业中进行实验的困难:从战ren中获得的经验

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摘要

Controlled experiments in laboratory settings are relatively commonplace in software engineering, but experiments in industry are thin on the ground. Of the few existing cases, most are 1-1 (running one experiment at one company), just a few are n-1 (running n experiments at one company) and still fewer are 1-n (running one and the same experiment at n companies). In this paper we report the difficulties that we experienced running the same experiment at several companies. We ran the same experiment in five different settings at three companies, and the results were transferred to each company so that they could exploit the resulting evidence in their decision-making process. We have found that: 1) it was relatively easy to get companies involved; 2) they did not cooperate as much as they had agreed to in the project proposal; 3) our industrial environments imposed many more constraints on the experimental design than laboratory environments; 4) professionals were less motivated than students; 5) the reliability of the results could be compromised by subject characteristics and behaviour; and 6) experiment findings could not be transferred using just the standard reporting guidelines that are used for scientific articles.
机译:实验室环境中的受控实验在软件工程中相对司空见惯,但是工业领域的实验却很少。在现有的少数情况下,大多数为1-1(在一家公司运行一个实验),只有少数为n-1(在一家公司运行n个实验),而1-n(在同一公司运行一个且相同的实验)的情况则更少。 n家公司)。在本文中,我们报告了在多家公司进行相同实验时遇到的困难。我们在三个公司的五个不同环境中进行了相同的实验,并将结果转移到每个公司,以便他们可以在决策过程中利用所得到的证据。我们发现:1)使公司参与相对容易; 2)他们没有像项目提案中所同意的那样合作; 3)与实验环境相比,我们的工业环境对实验设计施加了更多的限制; 4)专业人士的积极性低于学生; 5)主题特征和行为可能会损害结果的可靠性;和6)仅使用用于科学文章的标准报告指南不能转移实验结果。

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