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Automating the Fuzzy Front End of New Product Development: An Exploration and Exploitation of a Value Cocreation-Based Interpretable Machine Learning System for Idea Screening

https://doi.org/10.2139/ssrn.4889349
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Imbalanced Learning
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High-speed idea filtering with the bag of lemons
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A method for Smart Idea Allocation in crowd-based idea selection
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A multistate modeling approach for organizational cybersecurity exploration and exploitation
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Idea crowdsourcing platforms for new product development: A study of idea quality and the number of submitted ideas
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Storm crowds: Evidence from Zooniverse on crowd contribution design
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Exploitation vs. exploration: choosing a supplier in an environment of incomplete information
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Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead
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Finding scientific topics
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Conceptualising value co-creation: A journey to the 1970s and back to the future
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Learning Through Noticing: Theory and Evidence from a Field Experiment *
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Idea selection using innovators and early adopters
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Growing Pains with Information Overload
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Crowdsourced idea generation: The effect of exposure to an original idea
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User idea implementation in open innovation communities: Evidence from a new product development crowdsourcing community
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Cognitive biases and decision support systems development: a design science approach
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The Value of Crowdsourcing: Can Users Really Compete with Professionals in Generating New Product Ideas?
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A Retrospective Look at Production and Operations Management Articles on New Product Development
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Leveraging Open Innovation Using Intermediary Networks
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Exploring Users' Appropriateness as a Proxy for Experts When Screening New Product/Service Ideas
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Identifying New Product Ideas: Waiting for the Wisdom of the Crowd or Screening Ideas in Real Time
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Idea Selection in Web‐Enabled Ideation Systems
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The effects of exposure to others' ideas and their ratings on online crowdsourcing platforms on the quantity and novelty of subsequently generated ideas
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Idea Generation and the Role of Feedback: Evidence from Field Experiments with Innovation Tournaments
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Research on Idea Generation and Selection: Implications for Management of Technology
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Making The Best Idea Better: The Role of Idea Pool Structure
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Scoring vs. Ranking: An Experimental Study of Idea Evaluation Processes
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What Feedback Matters? The Role of Experience in Motivating Crowdsourcing Innovation
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Managing innovation portfolios: From project selection to portfolio design
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Large Scale Needs-Based Open Innovation via Automated Semantic Textual Similarity Analysis
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Cognitive debiasing 1: origins of bias and theory of debiasing
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A study of the behavior of several methods for balancing machine learning training data
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When Crowds Give You Lemons
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Long Short-Term Memory
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Balancing on the Creative Highwire
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Constraining Ideas: How Seeing Ideas of Others Harms Creativity in Open Innovation
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The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods
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When Social Media Can Be Bad for You: Community Feedback Stifles Consumer Creativity and Reduces Satisfaction with Self-Designed Products
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Research Report: Modifying Paradigms—Individual Differences, Creativity Techniques, and Exposure to Ideas in Group Idea Generation
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How Does IT Ambidexterity Impact Organizational Agility?
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Intellectual Property Norms in Online Communities: How User-Organized Intellectual Property Regulation Supports Innovation
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Effect of Knowledge-Sharing Trajectories on Innovative Outcomes in Temporary Online Crowds
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How Do Recommender Systems Affect Sales Diversity? A Cross-Category Investigation via Randomized Field Experiment
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Jack of All, Master of Some: Information Network and Innovation in Crowdsourcing Communities
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Software Patents and Firm Value: A Real Options Perspective on the Role of Innovation Orientation and Environmental Uncertainty
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Finding Useful Solutions in Online Knowledge Communities: A Theory-Driven Design and Multilevel Analysis
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Learning to Be Creative: A Mutually Exciting Spatiotemporal Point Process Model for Idea Generation in Open Innovation
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Juggling Information Technology (IT) Exploration and Exploitation: A Proportional Balance View of IT Ambidexterity
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Building an Information System Design Theory for Vigilant EIS
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Adaptive Idea Screening Using Consumers
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Idea Generation, Creativity, and Prototypicality
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Raw Ideas in the Fuzzy Front End: Verbosity Increases Perceived Creativity
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Can AI Help in Ideation? A Theory-Based Model for Idea Screening in Crowdsourcing Contests
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Innovation Contests, Open Innovation, and Multiagent Problem Solving
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Opportunity Spaces in Innovation: Empirical Analysis of Large Samples of Ideas
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Crowdsourcing New Product Ideas over Time: An Analysis of the Dell IdeaStorm Community
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Crowdsourcing New Product Ideas Under Consumer Learning
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Recombinant Uncertainty in Technological Search
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The Idea Itself and the Circumstances of Its Emergence as Predictors of New Product Success
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More Than an Answer: Information Relationships for Actionable Knowledge
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Ambidexterity in Technology Sourcing: The Moderating Role of Absorptive Capacity
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Exploitation-Exploration Tensions and Organizational Ambidexterity: Managing Paradoxes of Innovation
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Balancing Exploration and Exploitation Through Structural Design: The Isolation of Subgroups and Organizational Learning
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Exploration and Exploitation in Organizational Learning
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Dynamic Balancing of Exploration and Exploitation: The Contingent Benefits of Ambidexterity
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Learning from Mixed Signals in Online Innovation Communities
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Organizational Learning with Crowdsourcing: The Revelatory Case of LEGO
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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
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Crowdsourcing New Product Ideas Under Consumer Learning
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Crowdsourced Idea Generation: The Effect of Exposure to an Original Idea
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Managing Innovation Portfolios: From Project Selection to Portfolio Design
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Contributions to the Theory of Games
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Design Science in Information Systems Research1
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Latent Dirichlet Allocation
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