Topics
Topics
The Methods UX Professionals Use (2024)
User experience research has a wide variety of methods. The variety can be both inspiring and daunting—where do you start, what should you master? We recommend two approaches to extend your knowledge of UX methods. First, understand how the many methods relate by reviewing our taxonomy. Second, understand which methods are used the most and
UX and NPS Benchmarks of Pet Websites (2025)
Pets aren’t just family; they’re big business. The expectation for the U.S. is that owners will spend a total of $157 billion by the end of 2025 and will spend close to $200 billion in 2030. In 2024, U.S. pet owners spent over $28 billion buying pet food and supplies online (up 2.6% year-over-year), with
How to Weight Percentages
What should you do when your sample doesn’t match the known population composition on key variables like prior experience? One approach is to weight your data to rebalance the sample. In a previous article, we discussed how to weight means (such as from rating scales) when there are differences between group proportions in a sample
Is It OK to Edit the Wording of Standardized UX Questions?
The word “standardized” conjures memories of high-stakes tests. In the context of UX research, when we talk of standardization, we’re often referring to standardized questionnaires. Standardized questionnaires have gone through the process of psychometric validation. That means the items being used have gone through dozens or hundreds of possible variations, and the final versions are
How to Get Comfortable with Quantitative UX Research
We know that for a lot of UX professionals, quantitative UX research sounds like an oxymoron. You might have been involved in a few debates that included topics like: Whether you should even use numbers in UX research Which is the best UX metric to use Whether you’re using the right statistical test on your
Streamlining the SUPR-Qm from 16 to 5 Items
Mobile apps are different from websites. People have different expectations for a mobile app and how it can integrate with their phone and data. While the mobile app experience is similar in many ways to other interfaces such as websites and software, mobile apps are distinct enough that we feel they deserve their own questionnaire.
Might Not Be a Magic Number but There Are Magic Ranges
“What sample size do I need?” We’ve all been trained from years of math education to expect a single answer to that question—a single sample size number. But earlier, we warned against the quixotic quest to identify the one true sample size to use for UX research—the “magic number.” Because sampling error is real but
How Much Is AI Used in UX?
Did the student write the paper with AI? Did the teacher review the paper with AI? Did the respondent use AI to answer the survey? Did the researcher use AI to detect responses that were AI generated? Was this article written with AI? Was the LinkedIn post about this article written with AI? There’s hardly
Schools of Thought on Sample Sizes in UX Research
Five users are enough. Or do you need a large sample size to make statistically significant claims? One of the enduring controversies and sources of confusion in UX research concerns sample size. Part of the reason for the confusion is that there are different perspectives; some are more vocal than others. This isn’t different from
The User Experience of Meeting Software (2025)
In the movie 2001: A Space Odyssey (made in 1968), a vision of the future included video conferencing. And 1989’s Back to the Future’s vision of 2015 included not only video conferencing but also getting fired over it. While we may scoff at how hoverboards and flying cars still haven’t arrived, it’s now normal for
Using the Inverse Square Relationship for Sample Sizes
One of the more challenging things about learning math in general (and statistics in particular) is how the formulas, often with Greek symbols, translate to things we can see and experience. The abstractness of these formulas often means we just have to take them at face value, believing that someone smarter than us made sure
20 Years of MeasuringU:
MUiQ® and an Explosion of Research
Who cares what happened 15 or 20 years ago? While technology changes fast, some of the most important questions in UX research are more enduring. Preparing for the future means understanding the past. We’re celebrating our 20th anniversary at MeasuringU (2005–2025). For us, it’s less about popping the champagne and more about reflecting on how