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Baked-In Innovation
  • Business & Professional Services, Airlines/Hospitality/Tourism/Travel

Baked-In Innovation

Go beyond intuition and adopt data-driven product development with Bayesian modeling

Publication:
Quality Progress
Date:
February 2026
Issue:
Volume 59 Issue 2
Pages:
pp. 18-25
Author(s):
Ferryanto, Liem, Ferryanto, Ananta P.
Organization(s):
Center of Excellence for Statistics-Aided Engineering in Applied Materials, Santa Clara, CA, Drom Taberna, Toronto, ON

Abstract

Bayesian methods fundamentally can transform our approach to creating exceptional products. The authors use an example of development of an optimized pizza-crust recipe to illustrate how illustrate how Bayesian methods create a structured pathway for product excellence. Unlike traditional methods that treat variables as binary significant/insignificant, the Bayesian approach provides nuanced probabilistic insights. The method's adaptability makes it a robust tool for businesses seeking to enhance product quality, meet evolving customer needs and maintain competitive advantage across diverse sectors.

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