What is MaxDiff?
MaxDiff, short for Maximum Difference Scaling, is a research method designed to uncover what people genuinely care about. Instead of asking respondents to rate items one by one, MaxDiff asks them to choose what matters most and least from a small set of options. This forces clear trade-offs and results in more reliable prioritisation.
When to use MaxDiff
MaxDiff works best when you want to understand relative importance rather than absolute opinions. Common use cases include:
Prioritising product features or benefits
Comparing brand attributes
Testing value propositions or messaging
Narrowing down long lists of ideas or concepts
Because respondents only choose the best and worst options, MaxDiff often feels easier and more engaging than long rating grids.
Setting up your MaxDiff survey
You can add a MaxDiff question to any survey by selecting Add question and choosing MaxDiff from the question list. MaxDiff questions can sit alongside other question types, allowing you to combine prioritisation with broader context or qualifying questions.
Each survey supports one MaxDiff question per audience. You can still include other questions before or after the MaxDiff task.
Choosing your options
Options are the items you want respondents to prioritise. These might be:
Product features (e.g., "Long battery life," "Memory" etc.)
Brand attributes (e.g., "Innovative," "Trustworthy")
Marketing messages (e.g., "Save money instantly," "Experience ultimate comfort")
You can add up to 25 options, though for best results we recommend between 8 and 15. Larger lists increase respondent effort and can reduce data quality. Image-based options are not currently supported.
If you are unsure how to frame your MaxDiff question or which options to include, Compass can help. By describing your research goal in plain English, Compass can suggest whether MaxDiff is the right approach and support you with drafting clear, comparable options before you launch.
Question sets and credits
The platform automatically calculates how many question sets are needed based on the number of options you add. This is designed so that each option is shown to respondents roughly three times. Each question set always shows four options.
1 Question set is equivalent to 1 Credit, so 1 MaxDiff question, with 8 question sets will total 8 credits
Preview the survey
When you preview your survey, you will see a short introduction explaining the MaxDiff task to respondents, followed by the best and worst selection screens. Previewing is a good way to sense-check clarity before launch.
Understanding your MaxDiff results
Once your survey is complete, MaxDiff results appear in the results dashboard alongside your other questions.
For each option, Attest shows three metrics:
% best, showing how many respondents selected the option as most important at least once
% worst, showing how many selected it as least important at least once
MaxDiff score, summarising overall relative preference
You can view these metrics in charts or crosstabs and switch between views depending on how you want to analyse or present the data.
How is the MaxDiff score calculated?
Attest uses a respondent-based approach to calculate MaxDiff scores. For each respondent, we count how many times they selected an option as best and as worst. We subtract worst from best and divide by the number of times the respondent saw that option.
This produces a normalised score per respondent. We then average these scores across all respondents to produce the final MaxDiff score. This approach ensures that each respondent contributes equally, even if options were not shown the same number of times.
Filter and compare your results
You can filter MaxDiff results by demographics or other questions in your survey to understand how preferences differ across segments.
You can also compare groups using crosstabs. Statistical significance testing is supported for % best and % worst values, using Fisher’s Exact Test. Significance testing is not currently available for the MaxDiff score itself, as it is a normalised average rather than a simple count.
Save and export MaxDiff results
MaxDiff charts and tables can be saved to a board to help you build a story and share insights with stakeholders. You can add your own commentary or use AI to help summarise key findings.
If you need to export results, you can copy MaxDiff data directly from charts or crosstabs and paste it into a spreadsheet. Raw MaxDiff exports and PPT exports are not currently supported.
Sample size guidance
For best results, we recommend a minimum of 400 respondents when running MaxDiff, especially if you plan to analyse sub-groups. Directional studies may work with smaller samples, but larger sample sizes provide more confidence when making decisions. If you plan to analyse specific segments, ensure each segment has at least 100–150 respondents.
MaxDiff embedded in broader surveys
When embedding MaxDiff as part of a larger research survey, tailor your sample size based on the intended use of the insights:
Use Case | Recommended Sample Size |
Directional Insights (e.g., idea generation, early-stage concepts) | 250–500 |
Statistically Robust Decisions (e.g., shortlisting key innovation ideas) | 501–2,000 |
Major Strategic Decisions (e.g., product/brand launches, high-stakes investments) | 2,001–4,000 |
The larger the stakes, the more respondents are recommended for statistical precision and stakeholder confidence.
FAQs
Can I include other questions in a survey with MaxDiff?
Can I include other questions in a survey with MaxDiff?
Yes. MaxDiff questions can be embedded into broader surveys alongside qualifying, open text or multiple choice questions.
Can I send a MaxDiff question to my own audience?
Can I send a MaxDiff question to my own audience?
Yes, MaxDiff questions can be used with your own audience or Attest’s panel.
How many options should I include?
How many options should I include?
We recommend 8–15 options for a good balance between insight and respondent effort. While up to 25 options are supported, larger lists can increase fatigue.
Can I export raw MaxDiff data?
Can I export raw MaxDiff data?
No. You can copy MaxDiff results or export crosstabs, but raw response-level MaxDiff data is not currently available.
Can Compass help with MaxDiff?
Can Compass help with MaxDiff?
Yes. If you describe your goal to Compass, it can help you decide whether MaxDiff is the right approach and assist with drafting clear options and supporting questions.



