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Can the UX-Lite Measure Tech Adoption?

What’s the return on investment (ROI) for UX research activities? Do better user experiences lead to desirable business outcomes? If a product is more useful and more usable, then people should be more likely to purchase, use, and recommend it. But how can we quantify these links? Understanding the ROI of UX research starts with

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First Click Times on Websites Versus Images

It’s a lot faster to mock up an image of a webpage than to build a working webpage. Using images as prototypes allows for quick iterations and testing by having participants click on locations as if it were a real working webpage or app. But does an image used in a click test elicit the

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How Many People Actually Recommend?

Purchases and referrals are two closely tracked company metrics. If you can predict the extent to which people will purchase and recommend, then you will have some idea about future revenue and growth. Much of that forecasting is done through surveys using behavioral intention questions. The behavior for purchasing is, of course, actually buying something.

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Are Opt-In Online Panels Too Inaccurate?

It’s hard to conduct user research without users. And current and prospective users are often people who sign up to an online panel to get paid for taking studies. But who are these people who spend time taking surveys, unmoderated usability studies, and product concept evaluations? Can we trust them? We’ve written before about the

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Top Box, Top-Two Box, Bottom Box, or Net Box?

One box, two box, red box, blue box … Box scoring isn’t just something they do in baseball. Response options for rating scale data are often referred to as boxes because, historically, paper-administered surveys displayed rating scales as a series of boxes to check, like the one in Figure 1. Figure 1: Illustration of “boxes”

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You Can Report Percentages with Small Samples, but Should You?

In an earlier article, we demonstrated how it’s completely permissible from a statistical perspective to report numbers when studies have very small sample sizes (fewer than ten people). When you use numbers, you can present them as raw numbers, fractions, or percentages. You can present them in a report, on a train, or on a

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UX and NPS Benchmarks of Banking Websites (2024)

Online banking is ubiquitous. Banking websites and apps are an integral part of our financial lives. They are no longer seen as merely nice-to-have features of a banking relationship. Consumers have come to expect the ability to do simple and complex banking transactions from their computers or phones. This digital transformation especially accelerated during the

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An Experiment Comparing 2D and 1D Bar Graphs

The time it takes to click on an element on a page is a function of its size (Fitts’ Law). People can only keep 7 ± 2 items in short-term memory (Miller’s Magic Number). When multiple similar objects are presented, people will prefer the most different one (Von Restorff Effect). People like to have laws

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Using ChatGPT in Tree Testing:
Experimental Results

Beyond speculation and hyperbole, we’ve been exploring how ChatGPT can be used in UX research. In two earlier articles, we conducted analyses that suggested ChatGPT may have a role, given the right research context. In the first analysis, we found that ChatGPT-4 was able to assist researchers in sorting open-ended comments. In the second analysis,

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Defining and Finding Participants for Survey Research

You’ve decided to conduct a survey. Congratulations! Now it’s time to get into the details. In our experience, one of the most soul-crushing difficulties of running surveys is the process of defining and finding participants. In this article, we’ll go over some of the logistical details you’ll want to sort out before launching your survey.

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