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April 25, 2026Open Access

Toward a Multi-Layer Decision Architecture for Predictive Formulation, Expert Validation, and Consumer Acceptance in Sensory-Driven Product Development

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Authors

FWFrancois WayenbergJBJoel Bellenson

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Overview

Conceptual framework links predictive tools and consumer feedback for product development, suggesting practical applications.

Key Points

  • This framework aims to unify predictive formulation, expert validation, and consumer feedback into a cohesive decision-support system.
  • Developed a multi-layer architecture integrating sensory panel validation and consumer feedback.
  • Calculated a weighted conformity score based on expert panel data and consumer liking scores.
  • Utilized adaptive clustering and quadratic external preference mapping to address consumer dynamics.
  • A structured decision-support framework was proposed, linking scientific validation and consumer acceptance.
  • The architecture allows bridging analytical coherence with market acceptance, enhancing R&D practices.
  • Presents a conceptual platform for future empirical validation to test the framework's efficacy.

Cite This Study

Wayenberg et al. (2026) studied this question.

synapsesocial.com/papers/69ec5b6088ba6daa22dace24https://doi.org/10.5281/zenodo.19706333
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