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Modeling styles in conceptual data modeling: Reflecting observations in a series of multimodal studies

2022 | European Conference On Information Systems | Citations: 0
Authors: Rosenthal, Kristina; Wagner, Johannes; Strecker, Stefan

Abstract: A modeling style characterizes a modeler's sequencing of processing a modeling ... Expand

Abstract: A modeling style characterizes a modeler's sequencing of processing a modeling task in terms of applying the modeling language and its language concepts while constructing a conceptual model. Presently, surprisingly little is known about the different modeling styles modelers exhibit when performing conceptual data modeling. In this research, we combine complementary modes of observation including audio-visual protocols, recorded modeler-tool interactions, and pre-/postmodeling surveys of modelers to identify modeling styles in 24 data modeling processes performed by modelers at different stages of experience in data modeling. Our study identifies and characterizes three distinct modeling styles refining our current knowledge about data modeling processes and informing design science research on style-specific, targeted modeling (software tool) support for data modelers. Collapse

Semantic filters: structured process modeling theory

Topics: pandemic ergonomics usability

Methods: data modeling design science conceptual modelling survey modeling language

Theories: structured process modeling theory
The Structured Process Modeling Method (SPMM) what is the best way for me to construct a process model?
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2017 | Decision Support Systems | Citations: 3
Authors: Claes, Jan; Vanderfeesten, Irene; Gailly, Frederik; Grefen, Paul; Poels, Geert

Abstract: More and more organizations turn to the construction of process models to suppor ... Expand

Abstract: More and more organizations turn to the construction of process models to support strategical and operational tasks. At the same time, reports indicate quality issues for a considerable part of these models, caused by modeling errors. Therefore, the research described in this paper investigates the development of a practical method to determine and train an optimal process modeling strategy that aims to decrease the number of cognitive errors made during modeling. Such cognitive errors originate in inadequate cognitive processing caused by the inherent complexity of constructing process models. The method helps modelers to derive their personal cognitive profile and the related optimal cognitive strategy that minimizes these cognitive failures. The contribution of the research consists of the conceptual method and an automated modeling strategy selection and training instrument. These two artefacts are positively evaluated by a laboratory experiment covering multiple modeling sessions and involving a total of 149 master students at Ghent University. Collapse

Semantic filters: structured process modeling theory

Topics: business process management ease of use perceived usefulness database system internet technology

Methods: experiment business process modeling survey experimental group laboratory experiment

Theories: structured process modeling theory
The Structured Process Modeling Theory (SPMT) a cognitive view on why and how modelers benefit from structuring the process of process modeling
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2015 | Information Systems Frontiers | Citations: 11
Authors: Claes, Jan; Vanderfeesten, Irene; Gailly, Frederik; Grefen, Paul; Poels, Geert

Abstract: After observing various inexperienced modelers constructing a business process m ... Expand

Abstract: After observing various inexperienced modelers constructing a business process model based on the same textual case description, it was noted that great differences existed in the quality of the produced models. The impression arose that certain quality issues originated from cognitive failures during the modeling process. Therefore, we developed an explanatory theory that describes the cognitive mechanisms that affect effectiveness and efficiency of process model construction: the Structured Process Modeling Theory (SPMT). This theory states that modeling accuracy and speed are higher when the modeler adopts an (i) individually fitting (ii) structured (iii) serialized process modeling approach. The SPMT is evaluated against six theory quality criteria. Collapse

Semantic filters: structured process modeling theory

Topics: knowledge representation business process management systems development enterprise information system innovation management

Methods: business process modeling modeling language design science conceptual modelling theory development

Theories: cognitive theory structured process modeling theory cognitive fit theory

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Modeling styles in conceptual data modeling: Reflecting observations in a series of multimodal studies

The Structured Process Modeling Method (SPMM) what is the best way for me to construct a process model?

The Structured Process Modeling Theory (SPMT) a cognitive view on why and how modelers benefit from structuring the process of process modeling