Consumer & Qualitative Research Approaches
Ethnographic Research
Observation of consumers in natural environments to understand real-world behaviors.
Focus Group
A moderated discussion with 6–8 consumers to gather qualitative insights.
Qualitative Consumer Research
Methods exploring consumer motivations, perceptions, and attitudes.
Quantitative Consumer Testing
Large-sample studies using scaled questions to produce statistically robust conclusions.
Core Sensory Science Concepts
Acuity
The ability to detect or discriminate sensory stimuli and a criterion often used to screen panelists.
Hedonic Scale
A standardized scale, most commonly 9-point, used to measure liking or preference.
Sensory Attributes
Characteristics of a product perceived through the senses, such as appearance, aroma, flavor, texture, and sound.
Sensory Evaluation
The scientific discipline that measures and interprets how people perceive products through the five senses.
Sensory Profile
A detailed description of a product's sensory attributes and their measured intensities.
Panels & Participants
Assessor
A trained evaluator who observes and records sensory evaluations on behalf of a panelist, essentially acting as a proxy when the panelist cannot or should not self-evaluate.
Consumer Panel
Untrained individuals representing the target market.
Descriptive Panel
Trained panelists who quantify sensory attributes.
Expert Panel
Highly specialized evaluators with extensive sensory experience.
External Panel
Panelists recruited from outside the organization.
In-House Panel
Panelists recruited from within the organization.
Naive Panel
Untrained participants providing responses based on personal perceptions.
Panel
A group of individuals selected to participate in sensory tests.
Panelist
An individual who provides sensory responses during testing.
Standing Panel
A consistent group used repeatedly for ongoing testing programs.
Trained Panel
Panelists who have learned to identify, recognize, and quantify sensory attributes.
Statistical & Analytical Concepts
ANOVA (Analysis of Variance)
A statistical test used to compare means across multiple samples.
PCA (Principal Component Analysis)
A technique that reduces data complexity and visualizes relationships among products.
Power Analysis
A calculation estimating the number of panelists needed to detect meaningful differences.
Preference Mapping
A method relating sensory attribute data to consumer preference patterns.
Segmentation
Dividing consumers into groups based on similar behaviors or preferences.
Significance Level
A threshold (commonly p < 0.05) used to determine whether results are statistically meaningful.
Study Design & Data Collection Concepts
Ballot
The form or questionnaire used to collect sensory responses.
Blind Testing
Evaluation where product identities are hidden to reduce bias.
Control Sample
A reference product used for comparison in sensory evaluations.
Monadic Testing
A design where participants evaluate only one product.
Randomization
Presenting samples in varied order to reduce order bias.
Replication
Repeating evaluations to assess consistency and reliability.
Sequential Monadic
A design where participants evaluate multiple products sequentially.
Testing Environments
Central Location Test (CLT)
Consumer testing conducted in a controlled facility setting.
Home Use Test (HUT)
Consumer testing conducted in participants' homes under natural usage conditions.