Software analytics (SA) is frequently proposed as a tool to support practitioners in software engineering (SE) tasks. We have observed that several secondary studies on SA have been published. Some of these studies have overlapping aims and some have even been published in the same calendar year. This presents an opportunity to analyze the congruence or divergence of the conclusions in these studies. Such an analysis can help identify broader generalizations beyond any of the individual secondary studies. We identified five secondary studies on the use of SA for SE. These secondary studies cover primary research from 2000 to 2021. Despite the overlapping objectives and search time frames of these secondary studies, there is negligible overlap of primary studies between these secondary studies. Thus, each of them provides an isolated view, and together, they provide a fragmented view, i.e., there is no ``common picture'' of the area. Thus, we conclude that an overview of the literature identified by these secondary studies would be useful in providing a more comprehensive overview of the topic.
翻译:软件分析(SA)常被提议作为支持软件工程(SE)任务实践者的工具。我们观察到已有若干关于SA的次级研究发表。其中部分研究目标存在重叠,甚至有些发表于同一年度。这为分析这些研究结论的一致性或分歧提供了契机。此类分析有助于识别超越任何单一次级研究的更广泛概括。我们识别了五篇关于SE中SA应用的次级研究。这些次级研究涵盖了2000年至2021年的初级研究。尽管这些次级研究的目标和检索时间段存在重叠,但其涵盖的初级研究却几乎不存在重叠。因此,每项研究仅提供孤立视角,而整体上则呈现碎片化图景,即该领域缺乏“共同画面”。据此我们得出结论:对这些次级研究所识别文献进行概览,将有助于提供该主题更全面的综述。