With research or internal data, E2E could enhance your marketing performance using advanced analytics and machine learning models. By measuring campaign impact, identifying growth drivers, and optimizing product decisions, we convert complex data into clear actions—enabling sharper targeting, clear brand positioning, and sustained competitive advantage.
Choice models: Conjoint and Maxdiff
About the analysis
Conjoint Analysis reveals which product features customers value most and how they make decisions between them, while MaxDiff helps determine which features or benefits are most and least important to respondents when presented with choices randomized using a design of experiment. They are also referred to as trade-off exercises in market research.
Why should you consider it?
To figure out the priority features of your new product or to refine the existing product portfolio.
To test the set of brand messaging/communication or new brand logos that strikes the most with consumers
To identify the best feature set, including the product combinations that could exhibit maximum utility to customers, while gearing up for the product launch.
To evaluate what ideas customers value most, how price affects buying decisions, and which product bundles they like best.
How does it work?
MaxDiff ranks attributes from most to least important, while Conjoint reveals which feature combinations and price points drive preference. Together, they help businesses design better products, set prices, and create appealing offers.
How does the outcome benefit you?
Trade-off models help businesses to understand what customers value most, improve products, set the right prices, create effective marketing, and make smarter, lower-risk product decisions.