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Comparing Of Feedback-collection And Think-aloud Methods In Program Comprehension Studies

机译:程序理解研究中反馈收集与思考方法的比较

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This paper reports an explorative experimental comparison of (i) an experience-sampling method called feedback collection and (ii) the think-aloud methods with respect to their usefulness in studies on program comprehension. Think-aloud methods are widely used in studies of cognitive processes, including program comprehension. Alternatively, as in the feedback-collection method (FCM), cognitive processes can be traced by collecting written feedback from the subjects at regular intervals. We compare FCM with concurrent think-aloud (CTA) and retrospective think-aloud (RTA) regarding type and usefulness of the collected information, costs related to analysis of the collected information and effects of the data collection methods on the subjects' performance. FCM allowed us to identify a greater number of comprehension problems that prevented progress or caused significant delay (FCM: 30 problems; CTA: 5; RTA: 15). It was less precise in identifying strategies for comprehension than CTA (92% correctness for FCM; 100% for CTA). FCM was less expensive in analysis (transcription and coding) than the other two methods (FCM: 0.7 h of analysis per protocol; CTA: 31 h; RTA: 7.9 h). The results indicate that all three methods of data collection were intrusive and affected the performance of the subjects with respect to time and correctness (small to medium effect size). This research confirms that FCM can be used beneficially in studies that trace the cognitive processes involved in, and identify problems related to, the comprehension of software applications. On the basis of our experience, we recommend that FCM be used in studies that have a large number of subjects and as a complement to other methods for tracing cognitive processes, such as user log files. We recommend a design with two groups (verbalisation and silent control) and a pretest task to be used in studies with FCM or CTA that focus on performances.
机译:本文对(i)一种称为反馈收集的经验抽样方法与(ii)关于程序理解研究的实用性的思考方法进行了实验性比较。思维方法广泛用于认知过程的研究,包括程序理解。替代地,如在反馈收集方法(FCM)中一样,可以通过定期收集来自受试者的书面反馈来跟踪认知过程。我们将FCM与并发思考方式(CTA)和回顾性思考方式(RTA)进行了比较,涉及收集信息的类型和有用性,与收集信息的分析有关的成本以及数据收集方法对受试者表现的影响。 FCM使我们能够发现更多的理解问题,这些问题阻碍了进步或造成了严重的延误(FCM:30个问题; CTA:5; RTA:15)。识别理解策略的准确性不如CTA(FCM正确率为92%; CTA为100%)。与其他两种方法相比,FCM在分析(转录和编码)方面的成本更低(FCM:每个方案分析0.7 h; CTA:31 h; RTA:7.9 h)。结果表明,所有三种数据收集方法都是侵入性的,并且在时间和正确性(小至中等效应量)方面影响受试者的表现。这项研究证实,FCM可有益地用于跟踪与软件应用程序理解有关的认知过程并确定与之相关的问题的研究。根据我们的经验,我们建议将FCM用于具有大量主题的研究中,并作为其他跟踪认知过程的方法(例如用户日志文件)的补充。我们建议将设计分为两组(语言化和静音控制)和一个预测试任务,以用于以FCM或CTA为重点的研究中。

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