Percorrer por autor "Politt, Clemens Carl Emil"
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- Introducing Artificial Intelligence into sustainable business models : development of an artifact to facilitate sustainable business model innovationPublication . Politt, Clemens Carl Emil; Bohnsack, RenéThrough the rise of sustainable business models, social and environmental dimensions made their way into the renowned research field of business models and business model innovation. Thereby, sustainable business model patterns can support the challenging process of designing and innovating appropriate sustainable business models. While it seems to be a promising approach to employ artificial intelligence and machine learning for sustainable business model innovation, a generally acknowledged lack of corresponding support systems exists. Therefore, this study addresses the development of an information technology-based artifact that facilitates the process of sustainable business model innovation by leveraging sustainable business model patterns. The artifact comprises two different machine learning models. The first model focuses on creating the required algorithm for detecting sustainable business model patterns based on company descriptions. The second model provides a direct link to public news articles. Based on the users' individual preferences, the artifact can execute customized queries and detect news articles containing sustainable business model patterns. Thus, it shows valuable insights into the proper application of sustainable business models and should be considered as “proof of concept” for future research.