Empowering Users with Narratives: Examining the Efficacy of Narratives for Understanding Data-Oriented Conceptual Models

被引:8
作者
Hvalshagen, Merete [1 ]
Lukyanenko, Roman [2 ]
Samuel, Binny M. [3 ]
机构
[1] Univ Dayton, Dayton, OH 45469 USA
[2] Univ Virginia, Charlottesville, VA 22903 USA
[3] Univ Cincinnati, Cincinnati, OH 45221 USA
关键词
empowered users; conceptual modeling; data management; data analytics; narratives; laboratory experiment; INFORMATION-SYSTEMS RESEARCH; COGNITIVE LOAD THEORY; PART-WHOLE RELATIONS; BUSINESS; KNOWLEDGE; GENERALIZABILITY; REPRESENTATIONS; COMPLEXITY; OVERLOAD; DIAGRAMS;
D O I
10.1287/isre.2022.1141
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
With the ongoing digitalization of human society, regular employees (e.g., non information technology experts) become increasingly autonomous and proactive in using organizational data and information technologies to facilitate data-driven actions and insights. This growing autonomy of regular employees (dubbed here, empowered users) in using information technologies creates new challenges. As most empowered users lack sophisticated information technology skills, they struggle to find and access relevant data, understand their meaning, and extract and adapt them to meet their needs. We propose a powerful way to support empowered users with a combination of conceptual models and narratives. A data narrative is a descriptive and textual representation of one or more aspects of data in a domain that is organized and presented as a connected sequence of sentences in a natural language. We assess the efficacy of narrative representations for conceptual modeling cardinality constraints, which are an essential part of understanding data. We conducted two laboratory experiments and found a positive and strong effect for narratives: cardinality constraints that were described in the narratives were better understood than constraints only represented in the model (i.e., script). This effect was robust across cardinalities, measures, script complexities, and familiarity levels with the conceptual modeling grammar.
引用
收藏
页码:890 / 909
页数:21
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