

DETAILS
Sensory product characterization plays a key role in understanding how products differ, identifying their distinctive sensory attributes, and supporting product development and optimization.
However, obtaining statistical results is only part of the process. Knowing which analyses to perform, how to visualize the results, and, most importantly, how to interpret them correctly is essential for turning sensory data into meaningful insights.
This training provides a practical introduction to the main statistical methods used in sensory product characterization, including ANOVA, multiple comparisons, and Principal Component Analysis (PCA). Particular attention will be given to graphical representations, the interpretation of sensory profiles and maps, and understanding what the results actually tell us about products and their sensory attributes.
Through practical examples using both XLSTAT and Sensory & Preference Studio (free software), participants will explore how different statistical approaches complement each other, how to select and interpret relevant visualizations, and how to communicate findings clearly while avoiding common interpretation mistakes.
Only one of the two applications is needed to follow the training. Sensory & Preference Studio is available for free, and you can learn more and request access here.
After this training, participants will be able to:
✓ Identify and interpret significant sensory differences between products
✓ Understand ANOVA results and multiple comparisons
✓ Visualize and interpret sensory product profiles
✓ Build and interpret PCA maps, including products, attributes, and their relationships
✓ Interpret PCA maps beyond the visual representation of products and attributes
✓ Choose appropriate visualizations to communicate sensory findings
✓ Translate statistical outputs into clear, meaningful, and actionable conclusions
✓ Recognize common pitfalls and avoid misleading interpretations

About the trainer
Fabien Llobell, PhD
Founder of SensElevation and former Head of R&D at XLSTAT.
Fabien is an expert in sensory and consumer research, statistical methodologies, and statistical software development. Throughout his career, he has contributed to the development of advanced statistical methods, algorithms, and software solutions used by professionals and researchers worldwide.
With extensive experience at the intersection of statistics, sensory science, and software development, he combines strong methodological expertise with a practical understanding of industry needs.
Through SensElevation, he provides statistical consulting, develops customized analytical tools and software applications, and regularly delivers training courses and workshops for industry professionals and researchers.
FORMATIONS
Catalogue de formations
Accédez à un catalogue de formations unique, organisé autour de cinq familles complémentaires : analyse des données sensorielles, statistiques & data science, bonnes pratiques, logiciels et expertise avancée, combinant rigueur méthodologique, approches innovantes et mise en pratique immédiate avec les logiciels de votre choix.
Ces formations intègrent des méthodes avancées et innovantes pour vous permettre d’aller plus loin dans l’analyse et l’interprétation de vos données.
Toutes les formations peuvent être personnalisées en fonction de vos besoins spécifiques. Les exemples pratiques peuvent être réalisés avec XLSTAT, les logiciels gratuits SensElevation, JAMOVI, JASP ou R, selon vos préférences. L’intelligence artificielle peut également être intégrée aux sessions de formation
Consultez le catalogue complet des formations ci-dessous :
