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What is UX Analytics?


20 February, 2023

Jonas Kurzweg
Jonas Kurzweg

Growth Lead

UX Analytics

What would happen if you stopped listening to feedback?

You will stop improving and get stuck in the same way of thinking.

Well, the same thing happens if you don’t analyze your UX (User Experience). You are ignoring the real-time feedback from your users!

I will give you a quick overview of what is UX analytics. I will also show you which user experience analytics methods and tools you can use to improve your UX, thus increasing user engagement and retention and reducing user churn.

Quantitative vs. Qualitative UX analytics

First, we have to distinguish between quantitative and qualitative UX analytics.

Qualitativ 5png

Quantitative analytics is anything that can be expressed in numbers. Graphs and charts, you name it. Quantitative data will give you an objective basis to work on.

Qualitative analytics does not measure numbers. It is focused on understanding the user and his behavior.

infograph app-analysispng

You might be wondering:

What type of UX analytics is the best for me?

The answer is both. You should always be looking to combine qualitative and quantitative user experience analytics tools.

Best UX Analytics Software list

Doing UX Analytics gets quite easy using the tools that are available online. There are dozens of user experience analytics tools out there; here are Nine (9) of the best UX analytics software to consider:

Best Quantitative UX analytics software:

  1. Mixpanel

  2. Google Analytics / Firebase

  3. Amplitude

  4. Adobe Analytics

  5. Contentsquare

Best Qualitative UX analytics software:

  1. UXCam (mobile only)

  2. Hotjar (website only)

  3. Sessioncam (website only)

  4. Mouseflow (website only)

Read our in-depth review of the best UX analytics tools here.

Just to give you a quick example of how useful a combination can be:

Let’s say you have an app.

By using Amplitude, you notice that there are more active users on the iPhone than on Android devices – even though you have the same number of downloads in the app and play store.

Next, you open UXCam to check how users behave on android devices. By going through session replays, you will notice that your app is not optimized for several popular Android devices.

Now you can fix the problem.

It can be easy to get overwhelmed by the number of methods that present themselves to start with your UX Research. In the following, they will be broken down.

This table distinguishes between methods of quantitative and qualitative UX analytics:

Qualitative and quantitative UX research

Qualitative Methods of UX Analysis

Usability Testing

Usability testing is straightforward: You assess the UX of your product by testing it on users. You do not ask for the users’ opinions, though. Instead, you observe systematically.

There are two main variations of usability testing:

Hallway testing: You ask strangers

Expert review: You bring in experts in the field (for example, students for testing an app for students)

Usability testing lets you: Analyze usability issues before product release

  • Analyze performance

  • Analyze if participants complete tasks successfully

  • Analyze how long it takes to complete a task

Session Replay

Usability testing is great, but there are several issues:

  • Time: You will spend more time to plan and execute a usability test

  • Participants: You need to find fitting participants and pay them

  • Cost: You need professional equipment to conduct a good observation

Session replay is a cost and time-efficient alternative that is easily performed on a daily or weekly basis.

With session replay, you can record and replay videos of real user sessions.You can review the whole user journey, including touch interactions and time spent on each screen.

While Usability testing provides you with more details, Session Replay has the benefit of observing your users in a natural setting.

Focus Groups

Focus groups usually comprise a small group of ~6-10 people. After using your product, the group gets together to discuss the issues and benefits of your UX.

A moderator leads the discussion. You will need a good moderator because it is hard to determine if a discussion makes sense.

Sometimes a point that appears to be irrelevant on the surface might prove valuable if you analyze it afterward. After the discussion, you will need to create a report and evaluate it.

Diary Studies

As the name suggests, diary studies collect information by having participants write entries every day.

That has the advantage that there is a longer time frame involved; you are not just limited to one session.

However, diary studies have a tendency to be inaccurate. This is because of the low control of participants and the nature of recalling events. I think Session Replay is the best alternative here.

User Feedback

Chances are that you are using this already. You are already receiving e-mails and comments that give you feedback on your product. This feedback is valuable as it comes from your core users.

However, with a business operating at a medium or large scale, it is hard to take all feedback into consideration. It is also hard to centralize this feedback, especially if you get dozens of comments per day.

Heatmap UX Research

Heatmaps visualize your user’s actions by overlaying colors. The “hotter” (redder) the color, the more interaction.

Heatmaps are popular because they are easy and fast to understand due to their visual presentation.

Here is an example of a use case:

app heatmap

You can instantly see that most users are logging in via Facebook. Now you can use that knowledge and move the FB button to the top to improve your UX. Heatmaps are especially helpful in testing your most important button: CTA (Call to Action).

Quantitative Methods of UX Analysis

Web Analytics

With Web Analytics, you can view every type of data you can imagine – as long as it is expressed in charts or numbers. You can track views, clicks, active users, etc. With most tools, you can even set your own metrics.

You should always look to be using one web analytics tool, I am recommending Google Analytics or Mixpanel.

Form Analytics

Form Analytics is, as the name suggests, conducted in forms. It is a direct way to ask users for feedback and express it in numbers, making the results easy to test.

For example: “How easy do you find it to navigate through our app from a scale from 1 to 10?”

However, there is a thin line: You can annoy your users by asking for feedback all the time. Ironically, using this UX analytics might lead to a worse UX.

A/B Testing

A/B testing is an industry standard.

Let’s say you are undecided on what is the best way to proceed with a screen, so you implement two versions of what you want to test (Layout, Button colors, etc.).

Afterward, you check which version had the best conversion rate and where the user stayed the longest. Now you have an empirically proven result that shows you the better version.

However, this form of analytics only works if you already have a large number of users. As a rule of thumb, the data only gets relevant after being tested with at least 2000 users.

Click Testing

Click testing shows what part of the screen users clicks on first or what sequence they are using. You should track each click and the time it takes the user to make the click.

This way, you can find out what click-path your users take intuitively.

And with that, we are done — for now.

You can start a risk-free trial of UXCam now — with 10,000 free monthly sessions and unlimited features.

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Jonas Kurzweg
Jonas Kurzweg

Growth Lead

UX, marketing & product nerd. Coffee enthusiast. Working at UXCam.

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