Is Eight Enough? Choosing the Right Sample Size
How many participants do you need for a usability study? This is one of the most common questions clients ask when approaching us about a new research project. And it's no wonder – running too many sessions drives up project costs, while running too few can leave you wondering if you're missing big problems. Here are a few questions to consider when choosing your sample size:
Is your goal to measure performance or identify usability issues?
If you're after precise benchmarking measures such as time on task or completion rates, you'll want a big sample – in the range of a few hundred users. The key here is to minimize your margin of error (how far your sample stats may vary from those of the whole population). And even with 100 users, your measures can be off (high or low) by about 10 percentage points. In cases like this, we use automated testing platforms can help keep costs down, but it still takes time and money to run larger benchmark studies.
The good news is, in most cases, it’s better to focus on identifying usability issues, and that can be done with a much smaller sample. To identify and diagnose roadblocks your users face, you'll want to run live, moderated test sessions, and a sample of as few as 8 people is often enough. In this situation, statistical projections are less of a concern, because whether a problem impacts 20% or 50% of users, it's still a problem.
But how do we know such a small sample will uncover most usability problems? In a published study, Laura Faulkner (2004) tested 60 users, tallied the total number of problems discovered, then analyzed random subsamples of 5-10 users. She found that samples of 5 uncovered an average of 85% of all problems, while samples of 10 found 95% of the problems. So you can feel comfortable that even a few test sessions will reveal most usability issues.
Do you have distinct user subgroups?
Different user types (e.g., doctors vs. patients) may have very different knowledge and needs, and this can greatly impact usability. For example, terms familiar to one group may make no sense to another. For moderated usability testing, we generally recommend completing up to 8 sessions per subgroup.
Can all the key user tasks be covered in each session?
For very large websites or applications, the answer may be no. In this situation, we may need to add a few sessions, rotating tasks across them to be sure we cover each one several times.
Is exploring user attitudes and preferences a key objective?
Users’ subjective reactions are variable, and larger samples can be important to gauge the range of user opinions and come away with a good sense of how people generally respond to your design.
Will management want big numbers?
In some cases, you may need to boost your sample size just to be sure key players will buy in to your findings and recommendations.
As you can see, choosing the right sample size is a mix of art and science. Most of the time, we end up testing between 8 and 14 users for live moderated test sessions, and between 200 and 400 for benchmarking studies. If you’d like some help thinking through the right size for your project, get in touch. We’d love to hear from you!