Confidence Intervals for Net Promoter Scores

The Net Promoter Score (NPS) is a widely used metric, but it can be tricky to work with statistically. One of the first statistical steps we recommend that researchers take is to add confidence intervals around their metrics. Confidence intervals provide a good visualization of how precise estimates from samples are. They are particularly helpful

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The UX of Video Streaming Entertainment Websites & Apps

We’ve all spent a lot of time at home this year. The pandemic has made already-popular video streaming services seem essential. The popularity makes sense given the relatively inexpensive subscription fees, the lack of long-term contracts, and the many channels of access (through websites, mobile apps, smart TVs), and there is a LOT of content

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Converting Rating Scales to 0–100 Points

There are a lot of ways to display multipoint rating scales by varying the number of points (e.g., 5, 7, 11) and by labeling or not labeling those points. There’s variety not only in how rating scales are displayed but also in how you score the responses. Two typical scoring methods we discussed earlier are reporting

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Leading Vs. Lagging Measures in UX

Driving down the road while only looking in the rearview mirror … that gives you a good idea of where you’ve been, but unless the road behind you is exactly like the one in front of you, you may run into some obstacles, to put it mildly. Safe and effective driving means looking forward and

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Consumer Software UX & NPS Benchmarks 2020

Software dominates our professional and personal lives. A product’s usability, in addition to its features and capabilities, is an important influence on how likely users are to adopt new technology and recommend the software. Between 30 and 60% of the variation in Net Promoter Scores is determined by a product’s usability. Customers tend to recommend products

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Business Software UX & NPS Benchmarks (2020)

Despite the attention consumer-based mobile apps, websites, and software get, a lot of the world depends on business software. Business software supports core functions for organizations such as productivity tracking, communication, accounting, and sales. Several products also have a fair amount of crossover between business and consumer usage. Along with their features and capabilities, the

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The User Experience of Meeting Software

If you’ve had a meeting recently it was probably a virtual meeting. The use of online meeting software with integrated video and screen sharing capabilities, such as Zoom and Google Hangouts, has been growing for years. To say the usage has now skyrocketed is probably an understatement. Online meetings are ubiquitous in business and are

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8 Manipulations of the Net Promoter Score: Which Ones Matter?

There’s no shortage of opinions about the Net Promoter Score. There’s nothing wrong with an opinion. It’s just better when there’s data backing it. Unfortunately, when it comes to opinions about the Net Promoter Score, especially how the underlying question is displayed, the opinions are often based on anecdotes and out-of-context “best practices.” At MeasuringU,

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The UX of Pet Websites

Over half of U.S. households have a pet. And for many people, they are more than pets; they are family. But pets are also a big business. It’s estimated that pet related products and services account for $70BB annually in the U.S. alone. And a lot of that spending happens online. To better understand the

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Does Coloring Response Categories Affect Responses?

Survey response options come in all sorts of shapes, sizes, and now, colors. The number of points, the addition of labels, the use of numbers, and the use of positive or negative tone are all factors that can be manipulated. These changes can also affect responses, sometimes modestly, sometimes a lot. There is some concern

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