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Modeling difficulties in creating conceptual data models Multimodal studies on individual modeling processes

机译:创建概念数据模型的建模困难 单个建模过程的多模态研究

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摘要

Conceptual modeling is a learning task essential to students of computer science, software engineering and related programs. Construed as a complex task, surprisingly little is known about the actual act of conceptual modeling, and about modeling difficulties learners experience. Combining complementary modes of observation of learners' modeling processes, we study modeling difficulties encountered while performing a data modeling task. Using the concept of cognitive breakdown, we analyze audiovisual protocols of the individual modelers' modeling processes, recordings of their interactions with the employed modeling software tool and survey data of modelers about their perception of encountered modeling difficulties. In an exploratory study and a follow-up study, we identify eight types of modeling difficulties related to modeling entity types, generalization hierarchies, relationship types, attributes and cardinalities. The identified types of modeling difficulties contribute to a better and more complete understanding of data modeling processes intended to inform design science research on modeling assistance for data modelers at different stages of their learning and mastering of conceptual data modeling.
机译:概念建模是计算机科学、软件工程和相关课程学生必不可少的学习任务。作为一项复杂的任务,令人惊讶的是,人们对概念建模的实际行为以及学习者遇到的建模困难知之甚少。结合对学习者建模过程的互补观察模式,我们研究了在执行数据建模任务时遇到的建模困难。使用认知分解的概念,我们分析了各个建模者建模过程的视听协议,记录了他们与所采用的建模软件工具的交互,以及建模者关于他们对遇到的建模困难的看法的调查数据。在探索性研究和后续研究中,我们确定了与建模实体类型、泛化层次结构、关系类型、属性和基数相关的八种建模困难。已确定的建模困难类型有助于更好、更全面地理解数据建模过程,旨在为处于学习和掌握概念数据建模不同阶段的数据建模人员提供建模帮助的设计科学研究提供信息。

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