Classifying Innovation: An Ontological Framework and Data-Driven Approach for Measuring Radicalness in the Front End of Innovation Management

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I whakaputaina i:ProQuest Dissertations and Theses (2025)
Kaituhi matua: Forde, Andrew Nathaniel
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ProQuest Dissertations & Theses
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Urunga tuihono:Citation/Abstract
Full Text - PDF
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100 1 |a Forde, Andrew Nathaniel 
245 1 |a Classifying Innovation: An Ontological Framework and Data-Driven Approach for Measuring Radicalness in the Front End of Innovation Management 
260 |b ProQuest Dissertations & Theses  |c 2025 
513 |a Dissertation/Thesis 
520 3 |a Idea evaluation has emerged as a pivotal aspect of creative thought and innovation processes, drawing increased attention from researchers and managers. Despite the lack of consensus on a precise definition of innovation, there is a clear understanding that radical innovation significantly differs from incremental innovation. However, techniques for evaluating and selecting radical ideas have often been adapted from methods designed for incremental innovation or creative thought processes. This thesis establishes a framework to differentiate between radical and incremental innovations. Starting with foundational definitions, we examine traditional methods for evaluating innovative ideas. The core of our research introduces a novel Innovation Ontology and we demonstrate the capability to distinctly classify incremental and radical innovations, presenting a predictive model that generates a ‘radicalness’ score, thereby enhancing the precision and effectiveness of innovation management. 
653 |a Information science 
653 |a Computer science 
653 |a Artificial intelligence 
653 |a Industrial engineering 
653 |a Mechanical engineering 
773 0 |t ProQuest Dissertations and Theses  |g (2025) 
786 0 |d ProQuest  |t ProQuest Dissertations & Theses Global 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/3234791462/abstract/embedded/H09TXR3UUZB2ISDL?source=fedsrch 
856 4 0 |3 Full Text - PDF  |u https://www.proquest.com/docview/3234791462/fulltextPDF/embedded/H09TXR3UUZB2ISDL?source=fedsrch