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RESEARCH PAPER · IEEE Transactions on Engineering Management · 2022

Data-Driven Innovation: What Is It?

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Data-Driven Innovation: What Is It?OriginalDeep Learning for Technical Document Classification81Patent Data for Engineering Design: A Review0Guest Editorial: Innovation in Design Processes3New design: opportunities for engineering design in an era of digital transformation45Technology fitness landscape for design innovation: a deep neural embedding approach based on patent data16Design representation as semantic networks34Data-driven innovation development: an empirical analysis of the antecedents using PLS-SEM and fsQCA41Construction and Application of Patent Technical Element Dependency Network3Data Innovation Lens: A New Way to Approach Data Design as Value Creation0Functional and Structural Roles of Data in Service Ecosystems2Mapping artificial intelligence-based methods to engineering design stages: a focused literature review29TechNet 2.0: Expanding Technology Semantic Network with Qualitative Relations to Enhance Reasoning Capabilities3Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers83Embedding knowledge graph of patent metadata to measure knowledge proximity23Design Thinking Framework Toward Management Control System in Environmental Dynamism: An Innovation Perspective28A novel smart multilevel security approach for secure data outsourcing in crisis5Peer Review #1 of "A novel smart multilevel security approach for secure data outsourcing in crisis (v0.1)"0Peer Review #2 of "A novel smart multilevel security approach for secure data outsourcing in crisis (v0.1)"0Peer Review #2 of "A novel smart multilevel security approach for secure data outsourcing in crisis (v0.2)"0Peer Review #2 of "A novel smart multilevel security approach for secure data outsourcing in crisis (v0.3)"0Peer Review #3 of "A novel smart multilevel security approach for secure data outsourcing in crisis (v0.1)"0Peer Review #4 of "A novel smart multilevel security approach for secure data outsourcing in crisis (v0.3)"0AN EXPLORATION OF THE ROLE OF CREATIVITY IN CROWDFUNDING PRODUCT DESIGN PROJECTS6Data-driven Innovation or Innovation-driven Data Generation?2Innovation Commons for the Data Economy6Leveraging Frontline Employees’ Knowledge for Operational Data-Driven Decision-Making: A Multilevel Perspective19ConceptTM: Concept Topic Model for Engineering Design0Designing the future of the fourth industrial revolution242023 Index IEEE Transactions on Engineering Management Vol. 700Extending to a New Platform: Characteristics and Effects of Brand Experiences in the Metaverse0Toward Artificial Empathy for Human-Centered Design30Applications of artificial intelligence and cognitive science in design12Can Large Language Models Accelerate Digital Transformation by Generating Expert-Like Systems Engineering Artifacts? Insights from an Empirical Exploration6Data-Driven Innovation: A Literature Review, Conceptual Framework, and Research Agenda14Designing with Data, Data-Enabled and Data-Driven Design7Future of Innovation by the Impact of AI3Identifying Communities of Interest Using Contact Graphs0Integration of data science with product design towards data-driven design17Statistical and Artificial Intelligence-Based Tools for Building Energy Prediction: A Systematic Literature Review19The innovation paradox: concept space expansion with diminishing originality and the promise of creative artificial intelligence12When is Digital Technology Beneficial Toward Corporate Innovation? A Meta-Analysis23Will the real data sovereign please stand up? An EU policy response to sovereignty in data spaces26COVID-19 vaccine distribution: A review of strategies in Africa and the USA14Tackling the global challenges using data-driven innovations19Data-driven innovation for sustainable practice in the creative economy4Decoding Creditworthiness: Leveraging Big Data Analytics for Risk Assessment in Credit Appraisals0Human-AI collaboration by design56Beyond the data fads: Impact of big data on contemporary innovation and technology management14An NLP-based approach to assessing a company’s maturity level in the digital era4Conceptualizing Data-Driven Frugal Innovation: A Case from the Philippines0A novel patent technology characterization method based on heterogeneous network message passing algorithm and patent classification system11Rollercoasters and research: applying data-enabled design to a semi-public context1MODERN TRENDS AND CHALLENGES IN THE MANAGEMENT OF INNOVATION PROCESSES AT ENTERPRISES0Centering Engineering Students' Voices Through Course Syllabus Negotiations & Co-Creation0The smarter the cleaner: Evaluating the impact of artificial intelligence on haze pollution12The Generative Generic-Field Design Method Based on Design Cognition and Knowledge Reasoning5The relationship between digital technologies and innovation: A review, critique, and research agenda62Data Mining Approaches in Predicting Entrepreneurial Intentions Based on Internet Marketing Applications6Data-Driven Innovation for Trustworthy AI6Data-driven innovation: challenges and insights of engineering design2Interweaving academic insights: advancing university knowledge management through a strategic data fabric framework3Data as design material: innovating smart artefacts and connected products development with the Data-Driven Design Framework (D3F)2Research on Incentive Mechanisms in the Data Market Based on a Multitask Principal–Agent Model3Large language model for patent concept generation29AutoTRIZ: Automating engineering innovation with TRIZ and large language models74Data-Driven Innovation for Trustworthy AI0Human-centered AI design: developers’ perspectives7Big data analytics for strategic decision-making across the battery value chain: a review of status, trends, and future directions2Design Science: What Is It?0Data-driven innovation and innovation ambidexterity for sustaining firm resilience: the mediating role of BA capabilities and digital culture4Qualitative Evaluation of Medium Stimuli for Creativity in Artificial Intelligence-Powered Product Design2The role of data trading platforms (DTPs) in digital technology innovation: Mechanisms and evidence from China5Contradiction Processing Using Large Language Models and Generative Artificial Intelligence0Smart data, smart communities: how analytics propel SME growth in emerging economies1The ripple effect: Does digital transformation spark enterprises' technological innovation in supply chains?3The Acceptance of Innovative Technologies in Civilian and Military Domains0The Alchemy of Digital Transformation: How Computing Power Investment Fuels New Quality Productivity9Crafting Digital Pathways for Employee Engagement: A Case Study on Communities of Practice and Situated Learning in Digital Transformation1Data as A Factor of Production, Elasticity of Substitution, and Economic Growth—A Neoclassical Growth Model Based on a VES Production Function0Design and AI0Design Process0Exploring Data-Driven and Human-Centered Methodologies in Engineering Education: A Preliminary Validation Framework0Learning-Driven Data Fabric: Innovations and Applications for Real-Time Insights1Small Language Graph: A Local AI Framework for Secure and Scalable Engineering Knowledge Access in Industry0Implementing Digital Transformation for Manufacturing Enterprises by Leveraging Employees’ Digital Resources1Chuyển đổi số trong quản lý đất đai: Kinh nghiệm quốc tế và bài học cho Việt Nam1Breaking data silos: How does public data open access influence enterprise collaborative innovation?1Reassessing the impact of SMEs on innovation futures: A framework for capturing regional asymmetries0Data Protection Trends in the E-commerce Industry: 2025 and Beyond0Ensuring Cybersecurity through Artificial Intelligence and Machine Learning0Synergizing BT and ML for Data Security and Privacy: Foundations, Innovations, and Applications0Value Co-creation Mechanisms in Digital and Intelligent Innovation Ecosystems: A Perspective based on Resource Orchestration and Algorithm Empowerments0Strategising AI innovation: boosting firm productivity through discontinuous jumps between exploration and exploitation0Evaluating large language models on text-based engineering design tasks: performance gaps and failure modes0Data design: A constitutive rules perspective0Examining the evolutionary patterns of open-source software projects0D3CMM: A maturity model for the data-driven datacenter0Enabling temporal transitions: AI adoption and sequential ambidexterity in Chinese SMEs from 2015–20230

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