Hinkelmann, Knut

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Knut
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Hinkelmann, Knut

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  • Publikation
    Enterprise maps: zooming in and out of enterprise models
    (SciTePress, 2022) Hinkelmann, Knut [in: Proceedings of the 24th International Conference on Enterprise Information Systems]
    A company’s architecture can be represented by domain-specific models, which are defined by domain-specific modeling language. Since not all stakeholders are interested in the same models, dedicated views can be created to support navigation through the enterprise models. These views offer a snippet of the entire company and cover stakeholder-specific concerns. The relationships between the different views and models remain hidden and can be unveiled with much effort. The developed concept of the zoomability principle offers the ability to change the degree of detail using zoom in and out of the enterprise model. The different models and modeling languages used to express an enterprise are considered, and a form of navigation is established similar to an online map. The concept is based on two pillars,”Zoom Within” and”Zoom into Complements”. For this purpose, a metamodel was developed, which formalizes the elements used in the concept and their relationships. Developing the artifact, rules were defined that contribute to a generic approach allowing an application to another case. Furthermore, a prototype was developed, representing the zoomability principle and offering the possibility to perform zooming behavior. The artifact was evaluated through a demonstration. An additional prototype was created to demonstrate that the developed concept can be applied to a predefined set of situations.
    04B - Beitrag Konferenzschrift
  • Publikation
    Towards ontology-based validation of EA principles
    (2022) Hinkelmann, Knut [in: The Practice of Enterprise Modeling. 15th IFIP WG 8.1 Working Conference, PoEM 2022, London, UK, November 23-25, 2022. Proceedings]
    04B - Beitrag Konferenzschrift
  • Publikation
    Adopting AI in the banking sector - The wealth management perspective
    (Springer, 2021) Wittmann, Xinhua; Lutfiju, Flutra; Gerber, Aurona; Hinkelmann, Knut [in: Society 5.0]
    While interest in understanding the impact of Artificial Intelligence (AI) in the real world has been growing, there is limited research on what digital transformation means in the banking sector. The present paper aims to address this gap in the literature by means of a field study based on 11 interviews with wealth managers from across front, middle and back offices in a large Swiss bank. Our analyses suggest bank employees have relatively positive attitudes toward the adoption of new technologies. According to the research, the top three advantages for adopting AI in wealth management are: efficiency, enhanced clients’ experience and better customer insight. Yet, AI also brings new challenges to banking. Obstacles identified include process complexity, greater maintenance effort, and increased regulatory requirements. Still, AI is expected to change the banking model to an integrated, hybrid and leaner operation with digital processes that offer front-to-back solutions. With respect to the future of the bank workforce, hiring tech-savvy talent will be crucial. AI will be able to free bank employees from repetitive jobs for more interesting and creative tasks.
    04B - Beitrag Konferenzschrift
  • Publikation
    Fact checking: detection of check worthy statements through support vector machine and feed forward neural network
    (Springer, 2021) Hinkelmann, Knut [in: Advances in information and communication. Proceedings of the 2021 Future of Information and Communication Conference (FICC)]
    Detection of check-worthy statements is a subtask in the fact-checking process, automation of which would decrease the time and burden required to fact-check a statement. This paper proposes an approach focused on the classification of statements into check-worthy and not check-worthy. For the current paper, a dataset is constructed by consulting different fact-checking organizations. It contains debates and speeches in the domain of politics. Thus, even the ability of check worthy approach is evaluated on this domain. It starts with extracting sentence-level and context features from the sentences, and classifying them based on these features. The feature set and context were chosen after several experiments, based on how well they differentiate check-worthy statements. The findings indicated that the context in the approach gives considerable contribution in the classification, while also using more general features to capture information from the sentences. The results were analyzed by examining all features used, assessing their contribution in classification, and how well the approach performs in speeches and debates separately to detect the check worthy statements to reduce the time and burden of fact checking process.
    04B - Beitrag Konferenzschrift
  • Publikation
    Design parameters of multidimensional reward systems based on preference analysis of students of business information systems (Bachelor and Master) at the University of Applied Sciences Northwestern Switzerland
    (2021) Heimsch, Fabian; Lüthi, Erhard; Gerber, Aurona; Hinkelmann, Knut [in: Society 5.0. First international conference, Society 5.0 2021 virtual event, June 22-24, 2021 revised selected papers]
    04B - Beitrag Konferenzschrift
  • Publikation
    Design parameters of multidimensional reward system based on preference analysis of students of business information systems at the University of Applied Sciences and Arts Northwestern Switzerland
    (Springer, 2021) Heimsch, Fabian; Lüthi, Erhard; Gerber, Aurona; Hinkelmann, Knut [in: Society 5.0. First International Conference, Society 5.0 2021, virtual event, June 22–24, 2021. Revised selected papers]
    In Switzerland, there is currently a major shortage of skilled workers in many companies and organisations. A particular bottleneck can be seen in the area of IT professions. The lack of qualified employees is a challenge for future education and training and intensifies the current competition for today's necessary and urgently sought talent in the IT sector. In this context, it will be crucial in the future how attractive and individualized compensation systems can be designed for potential employees. Needs-based compensation packages should help to attract and ultimately retain future IT professionals. The aim of this study is to measure the preferences of students of business informatics at the FHNW to analyse which elements of total rewards management are crucial for the choice of a future employer. The results will help companies optimise the total rewards system according to their needs or include those factors that can be expected to provide the best benefits for future employees. Thus, not only the total monetary value, but also the composition of financial and non-financial elements must be included in this overall consideration.The aim is to provide decision-makers in organisations with targeted information that will allow them to design optimal incentive packages to be an attractive employer for students of business informatics or potential employees in the informatics field.
    04B - Beitrag Konferenzschrift
  • Publikation
    Modelling Transformation of Corporate Communications in the Digital Age
    (Springer, 2021) Göldi, Susan; Kraft, Corin; Vitacco, Jacqueline; Gerber, Aurona; Hinkelmann, Knut [in: Society 5.0 2021. First International Conference, Society 5.0 2021. Virtual event, June 22-24, 2021. Revised selected papers]
    This article provides a brief overview on transformative trends in corporate communications based on a literature review. Furthermore, it presents a framework model on how to transform corporate communications in the digital age. The model is based on a grounded theory approach derived in a field study completed in 2015, which claims that more heterarchical structures in corporate communications are needed. In a subsequent project, the model is tested in an ongoing exploratory study. Based on the learnings from the two studies, we suggest a new model on how to organize corporate communications in the digital age. At the center of the new model are written and audio-visual content, created by associates in a collaborative process and supported by the organization.
    04B - Beitrag Konferenzschrift
  • Publikation
    Ontology-based visualization for business model design
    (Springer, 2020) Hinkelmann, Knut [in: The Practice of Enterprise Modeling. 13th IFIP Working Conference, PoEM 2020, Riga, Latvia, November 25-27, 2020. Proceedings]
    The goal of this paper is to demonstrate the feasibility of combining visualization and reasoning for business model design by combining the machine-interpretability of ontologies with a further development of the widely accepted business modeling tool, the Business Model Canvas (BMC). Since ontologies are a machine-interpretable representation of enterprise knowledge and thus, not very adequate for human interpretation, we present a tool that combines the graphical and human interpretable representation of BMC with a business model ontology. The tool connects a business model with reusable data and interoperability to other intelligent business information systems so that additional functionalities are made possible, such as a comparison between business models. This research follows the design science strategy with a qualitative approach by applying literature research, expert interviews, and desk research. The developed AOAME4BMC tool consists of the frontend, a graphical web-based representation of an enhanced BMC, a web service for the data exchange with the backend, and a speci c ontology for the machine-interpretable representation of a business model. The results suggest that the developed tool AOAME4BMC supports the suitability of an ontology-based representation for business model design.
    04B - Beitrag Konferenzschrift
  • Publikation
    ArchiMEO: A standardized enterprise ontology based on the ArchiMate conceptual model
    (2020) Hinkelmann, Knut [in: Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development]
    Many enterprises face the increasing challenge of sharing and exchanging data from multiple heterogeneous sources. Enterprise Ontologies can be used to effectively address such challenge. In this paper, we present an Enterprise Ontology called ArchiMEO, which is based on an ontological representation of the ArchiMate standard for modeling Enterprise Architectures. ArchiMEO has been extended to cover various application domains such as supply risk management, experience management, workplace learning and business process as a service. Such extensions have successfully proven that our Enterprise Ontology is beneficial for enterprise applications integration purposes.
    04B - Beitrag Konferenzschrift
  • Publikation
    Enhance classroom preparation for flipped classroom using AI and analytics
    (SciTePress, 2018) Hinkelmann, Knut [in: ICEIS 2018. 20th International Conference on Enterprise Information Systems. Proceedings]
    In a flipped classroom setting, it is important for students to come prepared for the classroom. Being prepared in advance helps students to grasp the concepts taught during classroom sessions. A recent student survey at Fachhochschule Nordwestschweiz (FHNW), Business School, Switzerland, revealed that only 27.7% students often prepared before a class and only 7% always prepared before a class. The main reason for not preparing for classes was lack of time and workload. A literature review study revealed that there is a growth of the use of Artificial Intelligence (AI), for example, chatbots and teaching assistants, which support both teachers and students for classroom preparation. There is also a rise in the use of data analytics to support tutor decision making in real time. However, many of these tools are based on external motivation factors like grading and assessment. Intrinsic motivation among students is more rewarding in the long term. This paper proposes an application based on AI and data analysis that focuses on intrinsically motivating and preparing students in a flipped classroom approach.
    04B - Beitrag Konferenzschrift