Decision support

Method chooser

This tool is intentionally lightweight. It helps narrow the field based on what problem you are solving, what kind of data you have, and what type of output you need to explain.

Recommendation logic stays content-driven: updating method frontmatter updates this chooser automatically.

Conjoint

Estimate how people trade off product features, levels, and price when making choices.

  • Choice Modelling
  • Product
  • Pricing

Segmentation

Group respondents into meaningful clusters so targeting, messaging, and product decisions become more actionable.

  • Segmentation
  • Strategy
  • Targeting

K-means

Partition observations into a fixed number of clusters by minimizing within-cluster variation.

  • Segmentation
  • Clustering

Hierarchical clustering

Build a nested clustering tree to explore how cases group together before selecting a solution.

  • Segmentation
  • Clustering

Key driver analysis

Identify which attributes are most associated with an outcome such as satisfaction, recommendation, or choice.

  • Drivers
  • Regression
  • Prioritization

Kano

Classify features into must-haves, performance drivers, and delighters based on how they affect satisfaction.

  • Product
  • Prioritization
  • Satisfaction

MaxDiff

Estimate relative preference strength across a list of items by asking respondents to choose the best and worst.

  • Prioritization
  • Preference

Van Westendorp

Estimate acceptable price ranges based on four price perception questions.

  • Pricing
  • Range Estimation

Gabor-Granger

Measure purchase intent at different price points to estimate demand response and pricing sensitivity.

  • Pricing
  • Demand

TURF

Estimate how combinations of items maximize reach across a target group.

  • Optimization
  • Portfolio

Correspondence analysis

Map the relationship between brands, attributes, or categories in a low-dimensional visual space.

  • Mapping
  • Perception
  • Brand

Pricing research overview

A high-level map of where major pricing methods fit and what decisions they support.

  • Pricing
  • Overview

Brand funnel / brand equity

Measure how brands perform across awareness, consideration, usage, and equity-related outcomes.

  • Brand
  • Tracking

Text analytics

Turn open-ended responses or qualitative text into structured patterns, themes, and language signals.

  • Text
  • Qual
  • Exploration