April 14, 2016
6 min

Using paper prototypes in UX

In UX research we are told again and again that to ensure truly user-centered design, it’s important to test ideas with real users as early as possible. There are many benefits that come from introducing the voice of the people you are designing for in the early stages of the design process. The more feedback you have to work with, the more you can inform your design to align with real needs and expectations. In turn, this leads to better experiences that are more likely to succeed in the real world.It is not surprising then that paper prototypes have become a popular tool used among researchers. They allow ideas to be tested as they emerge, and can inform initial designs before putting in the hard yards of building the real thing. It would seem that they’re almost a no-brainer for researchers, but just like anything out there, along with all the praise, they have also received a fair share of criticism, so let’s explore paper prototypes a little further.

What’s a paper prototype anyway? 🧐📖

Paper prototyping is a simple usability testing technique designed to test interfaces quickly and cheaply. A paper prototype is nothing more than a visual representation of what an interface could look like on a piece of paper (or even a whiteboard or chalkboard). Unlike high-fidelity prototypes that allow for digital interactions to take place, paper prototypes are considered to be low-fidelity, in that they don’t allow direct user interaction. They can also range in sophistication, from a simple sketch using a pen and paper to simulate an interface, through to using designing or publishing software to create a more polished experience with additional visual elements.

Screen Shot 2016-04-15 at 9.26.30 AM
Different ways of designing paper prototypes, using OptimalSort as an example

Showing a research participant a paper prototype is far from the real deal, but it can provide useful insights into how users may expect to interact with specific features and what makes sense to them from a basic, user-centered perspective. There are some mixed attitudes towards paper prototypes among the UX community, so before we make any distinct judgements, let's weigh up their pros and cons.

Advantages 🏆

  • They’re cheap and fastPen and paper, a basic word document, Photoshop. With a paper prototype, you can take an idea and transform it into a low-fidelity (but workable) testing solution very quickly, without having to write code or use sophisticated tools. This is especially beneficial to researchers who work with tight budgets, and don’t have the time or resources to design an elaborate user testing plan.
  • Anyone can do itPaper prototypes allow you to test designs without having to involve multiple roles in building them. Developers can take a back seat as you test initial ideas, before any code work begins.
  • They encourage creativityFrom both the product teams participating in their design, but also from the users. They require the user to employ their imagination, and give them the opportunity express their thoughts and ideas on what improvements can be made. Because they look unfinished, they naturally invite constructive criticism and feedback.
  • They help minimize your chances of failurePaper prototypes and user-centered design go hand in hand. Introducing real people into your design as early as possible can help verify whether you are on the right track, and generate feedback that may give you a good idea of whether your idea is likely to succeed or not.

Disadvantages 😬

  • They’re not as polished as interactive prototypesIf executed poorly, paper prototypes can appear unprofessional and haphazard. They lack the richness of an interactive experience, and if our users are not well informed when coming in for a testing session, they may be surprised to be testing digital experiences on pieces of paper.
  • The interaction is limitedDigital experiences can contain animations and interactions that can’t be replicated on paper. It can be difficult for a user to fully understand an interface when these elements are absent, and of course, the closer the interaction mimics the final product, the more reliable our findings will be.
  • They require facilitationWith an interactive prototype you can assign your user tasks to complete and observe how they interact with the interface. Paper prototypes, however, require continuous guidance from a moderator in communicating next steps and ensuring participants understand the task at hand.
  • Their results have to be interpreted carefullyPaper prototypes can’t emulate the final experience entirely. It is important to interpret their findings while keeping their limitations in mind. Although they can help minimize your chances of failure, they can’t guarantee that your final product will be a success. There are factors that determine success that cannot be captured on a piece of paper, and positive feedback at the prototyping stage does not necessarily equate to a well-received product further down the track.

Improving the interface of card sorting, one prototype at a time 💡

We recently embarked on a research project looking at the user interface of our card-sorting tool, OptimalSort. Our research has two main objectives — first of all to benchmark the current experience on laptops and tablets and identify ways in which we can improve the current interface. The second objective is to look at how we can improve the experience of card sorting on a mobile phone.

Rather than replicating the desktop experience on a smaller screen, we want to create an intuitive experience for mobiles, ensuring we maintain the quality of data collected across devices.Our current mobile experience is a scaled down version of the desktop and still has room for improvement, but despite that, 9 per cent of our users utilize the app. We decided to start from the ground up and test an entirely new design using paper prototypes. In the spirit of testing early and often, we decided to jump right into testing sessions with real users. In our first testing sprint, we asked participants to take part in two tasks. The first was to perform an open or closed card sort on a laptop or tablet. The second task involved using paper prototypes to see how people would respond to the same experience on a mobile phone.

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Context is everything 🎯

What did we find? In the context of our research project, paper prototypes worked remarkably well. We were somewhat apprehensive at first, trying to figure out the exact flow of the experience and whether the people coming into our office would get it. As it turns out, people are clever, and even those with limited experience using a smartphone were able to navigate and identify areas for improvement just as easily as anyone else. Some participants even said they prefered the experience of testing paper prototypes over a laptop. In an effort to make our prototype-based tasks easy to understand and easy to explain to our participants, we reduced the full card sort to a few key interactions, minimizing the number of branches in the UI flow.

This could explain a preference for the mobile task, where we only asked participants to sort through a handful of cards, as opposed to a whole set.The main thing we found was that no matter how well you plan your test, paper prototypes require you to be flexible in adapting the flow of your session to however your user responds. We accepted that deviating from our original plan was something we had to embrace, and in the end these additional conversations with our participants helped us generate insights above and beyond the basics we aimed to address. We now have a whole range of feedback that we can utilize in making more sophisticated, interactive prototypes.

Whether our success with using paper prototypes was determined by the specific setup of our testing sessions, or simply by their pure usefulness as a research technique is hard to tell. By first performing a card sorting task on a laptop or tablet, our participants approached the paper prototype with an understanding of what exactly a card sort required. Therefore there is no guarantee that we would have achieved the same level of success in testing paper prototypes on their own. What this does demonstrate, however, is that paper prototyping is heavily dependent on the context of your assessment.

Final thoughts 💬

Paper prototypes are not guaranteed to work for everybody. If you’re designing an entirely new experience and trying to describe something complex in an abstracted form on paper, people may struggle to comprehend your idea. Even a careful explanation doesn’t guarantee that it will be fully understood by the user. Should this stop you from testing out the usefulness of paper prototypes in the context of your project? Absolutely not.

In a perfect world we’d test high fidelity interactive prototypes that resemble the real deal as closely as possible, every step of the way. However, if we look at testing from a practical perspective, before we can fully test sophisticated designs, paper prototypes provide a great solution for generating initial feedback.In his article criticizing the use of paper prototypes, Jake Knapp makes the point that when we show customers a paper prototype we’re inviting feedback, not reactions. What we found in our research however, was quite the opposite.

In our sessions, participants voiced their expectations and understanding of what actions were possible at each stage, without us having to probe specifically for feedback. Sure we also received general comments on icon or colour preferences, but for the most part our users gave us insights into what they felt throughout the experience, in addition to what they thought.

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Usability Testing Guide: What It Is, How to Run It, and When to Use Each Method

Knowing and understanding why and how your users use your product can be invaluable for getting to the nitty gritty of usability. Where they get stuck and where they fly through. Delving deep with probing questions into motivation or skimming over looking for issues can equally be informative.

Usability testing can be done in several ways, each way has its benefits. Put super simply, usability testing literally is testing how useable your product is for your users. If your product isn't useable users will not stick around or very often complete their task, let alone come back for more.

What is usability testing?

Usability testing is a research method used to evaluate how easy something is to use by testing it with representative users.

These tests typically involve observing a participant as they work through a series of tasks involving the product being tested. Having conducted several usability tests, you can analyze your observations to identify the most common issues.

We go into the three main methods of usability testing:

  1. Moderated and unmoderated
  2. Remote or in person
  3. Explorative, assessment or comparative

1. Moderated or unmoderated usability testing

Moderated usability testing


Moderated usability testing
is done in-person or remotely by a researcher who introduces the test to participants, answers their queries, and asks follow-up questions. Often these tests are done in real time with participants and can involve other research stakeholders. Moderated testing usually produces more in-depth results thanks to the direct interaction between researchers and test participants. However, this can be expensive to organize and run.

Top tip: Use moderated testing to investigate the reasoning behind user behavior.

Unmoderated usability testing


Unmoderated usability testing
is done without direct supervision; likely participants are in their own homes and/or using their own devices to browse the website that is being tested. And often at their own pace.  The cost of unmoderated testing is lower, though participant answers can remain superficial and making follow-up questions can be difficult.

Top tip: Use unmoderated testing to test a very specific question or observe and measure behavior patterns.

2. Research or in-person usability testing

Remote usability testing


Remote usability testing is done over the internet or by phone. Allowing the participants to have the time and space to work in their own environment and at their own pace. This however doesn’t give the researcher much in the way of contextual data because you’re unable to ask questions around intention or probe deeper if the participant makes a particular decision. Remote testing doesn’t go as deep into a participant’s reasoning, but it allows you to test large numbers of people in different geographical areas using fewer resources.

Top tip: Use remote testing when a large group of participants are needed and the questions asked can be direct and unambiguous.

In-person usability testing


In-person usability testing, as the name suggests, is done in the presence of a researcher. In-person testing does provide contextual data as researchers can observe and analyze body language and facial expressions. You’re also often able to converse with participants and find out more about why they do something. However, in-person testing can be expensive and time-consuming: you have to find a suitable space, block out a specific date, and recruit (and often pay) participants.

Top tip: In-person testing gives researchers more time and insight into motivation for decisions.

3. Explorative, Assessment or comparative testing

These three usability testing methods generate different types of information:

Explorative testing


Explorative testing is open-ended. Participants are asked to brainstorm, give opinions, and express emotional impressions about ideas and concepts. The information is typically collected in the early stages of product development and helps researchers pinpoint gaps in the market, identify potential new features, and workshop new ideas.

Assessment research


Assessment research is used to test a user's satisfaction with a product and how well they are able to use it. It's used to evaluate general functionality.

Comparative research


Comparative research methods involve asking users to choose which of two solutions they prefer, and they may be used to compare a product with its competitors.

Top tip: Depending on what research is being done, and how much qualitative or quantitative data is wanted.

Which method is right for you?

Whether the testing is done in-person, remote, moderated or unmoderated will depend on your purpose, what you want out of the testing, and to some extent your budget. 

Depending on what you are testing, each of the usability testing methods we explored here can offer an answer. If you are at the development stage of a product it can be useful to conduct a usability test on the entire product. Checking the intuitive usability of your website, to ensure users can make the best decisions, quickly. Or adding, changing or upgrading a product can also be the moment to check on a specific question around usability. Planning and understanding your objectives are key to selecting the right usability testing option for your project.

Let's take a look at a couple of examples of usability testing.

1. Lab based, in-person moderated testing - mid-life website

Imagine you have a website that sells sports equipment. Over time your site has become cluttered and disorganized, much like a bricks and mortar store may. You’ve noticed a drop in sales in certain areas. How do you find out what is going wrong or where users are getting lost? Having an in-person, lab (or other controlled environment), moderated usability test with users you can set tasks, watch (and record) what they do.

The researcher can literally be standing or sitting next to the participant throughout, recording contextual information such as how they interacted with the mouse, laptop or even the seat. Watching for cues as to the comfort of the participant and asking questions about why they make decisions can provide richer insights. Maybe they wanted purple yoga pants, but couldn’t find the ‘yoga’ section which was listed under gym rather than a clothing section.

Meaning you can look at how your stock is organised, or even investigate undertaking a card sort. This provides robust and fully rounded feedback on users behaviours, expectations and experiences. Providing data that can directly be turned into actionable directives when redeveloping the website. 

2. Remote, moderated assessment testing - app product development

You are looking at launching an app for parents to access for information and updates for the school. It’s still in development stage and at this point you want to know how easy the app is to use. Setting some very specific set tasks for participants to complete the app can be sent to them and they can be left to complete (or not). Providing feedback and comments around the usability.

The next step may be to use first click testing to see how and where the interface is clicked and where participants may be spending time, or becoming lost. Whilst the feedback and data gathered from this testing can be light, it will be very direct to the questions asked. And will provide data to back up (or possibly not) what assumptions were made.

3. Moderated, In-person, explorative testing - new product development

You’re right at the start of the development process. The idea is new and fresh and the basics are being considered. What better way to get an understanding of what your users’ truly want than an explorative study.

Open-ended questions with participants in a one-on-one environment (or possibly in groups) can provide rich data and insights for the development team. Imagine you have an exciting new promotional app that you are developing for a client. There are similar apps on the market but none as exciting as what your team has dreamt up. By putting it (and possibly the competitors) to participants they can give direct feedback on what they like, love and loathe.

They can also help brainstorm ideas or better ways to make the app work, or improve the interface. All of this done, before there is money sunk in development.

Usability testing summary: When to use each method (and why)

Key objectives will dictate which usability testing method will deliver the answers to your questions.

Whether it’s in-person, remote, moderated or comparative with a bit of planning you can gather data around your users very real experience of your product. Identify issues, successes and failures. Addressing your user experience with real data, and knowledge can but lead to a more intuitive product.

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5 key areas for effective ResearchOPs

Simply put, ResearchOps is about making sure your research operations are robust, thought through and managed. 

Having systems and processes around your UX research and your team keep everyone (and everything) organized. Making user research projects quicker to get started and more streamlined to run. And robust sharing, socializing, and knowledge storage means that everyone can understand the research insights and findings and put these to use - across the organization. And even better, find these when they need them. 

Using the same tools across the team allows the research team to learn from each other, and previous research projects and be able to compare apples with apples, with everyone included. Bringing the team together across tools, research and results.

We go into more detail in our ebook ResearchOps Checklist about exactly what you can do to make sure your research team is running at its best. Let’s take a quick look at 5 way to ensure you have the grounding for a successful ResearchOps team.

1. Knowledge management 📚

What do you do with all of the insights and findings of a user research project? How do you store them, how do you manage the insights, and how do you share and socialize?

Having processes in place that manage this knowledge is important to the longevity of your research. From filing to sharing across platforms, it all needs to be standardized so everyone can search, find and share.

2. Guidelines and process templates 📝

Providing a framework for how to run research projects is are important. Building on the knowledge base from previous research can improve research efficiencies and cut down on groundwork and administration. Making research projects quicker and more streamlined to get underway.

3. Governance 🏛

User research is all about people, real people. It is incredibly important that any research be legal, safe, and ethical. Having effective governance covered is vital.

4. Tool stack 🛠

Every research team needs a ‘toolbox’ that they can use whenever they need to run card sorts, tree tests, usability tests, user interviews, and more. But which software and tools to use?

Making sure that the team is using the same tools also helps with future research projects, learning from previous projects, and ensuring that the information is owned and run by the organization (rather than whichever individuals prefer). Reduce logins and password shares, and improve security with organization-wide tools and platforms. 

5. Recruitment 👱🏻👩👩🏻👧🏽👧🏾

Key to great UX research is the ability to recruit quality participants - fast! Having strong processes in place for screening, scheduling, sampling, incentivizing, and managing participants needs to be top of the list when organizing the team.

Wrap Up 💥

Each of these ResearchOps processes are not independent of the other. And neither do they flow from one to the other. They are part of a total wrap around for the research team, creating processes, systems and tools that are built to serve the team. Allowing them to focus on the job of doing great research and generating insights and findings that develop the very best user experience. 

Afterall, we are creating user experiences that keep our users engaged and coming back. Why not look at the teams user experience and make the most of that. Freeing time and space to socialize and share the findings with the organization. 

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Collating your user testing notes

It’s been a long day. Scratch that - it’s been a long week! Admit it. You loved every second of it.

Twelve hour days, the mad scramble to get the prototype ready in time, the stakeholders poking their heads in occasionally, dealing with no-show participants and the excitement around the opportunity to speak to real life human beings about product or service XYZ. Your mind is exhausted but you are buzzing with ideas and processing what you just saw. You find yourself sitting in your war room with several pages of handwritten notes and with your fellow observers you start popping open individually wrapped lollies leftover from the day’s sessions. Someone starts a conversation around what their favourite flavour is and then the real fun begins. Sound familiar? Welcome to the post user testing debrief meeting.

How do you turn those scribbled notes and everything rushing through your mind into a meaningful picture of the user experience you just witnessed? And then when you have that picture, what do you do next? Pull up a bean bag, grab another handful of those lollies we feed our participants and get comfy because I’m going to share my idiot-proof, step by step guide for turning your user testing notes into something useful.

Let’s talk

Get the ball rolling by holding a post session debrief meeting while it’s all still fresh your collective minds. This can be done as one meeting at the end of the day’s testing or you could have multiple quick debriefs in between testing sessions. Choose whichever options works best for you but keep in mind this needs to be done at least once and before everyone goes home and forgets everything. Get all observers and facilitators together in any meeting space that has a wall like surface that you can stick post its to - you can even use a window! And make sure you use real post its - the fake ones fall off!

Mark your findings (Tagging)

Before you put sharpie to post it, it’s essential to agree as a group on how you will tag your observations. Tagging the observations now will make the analysis work much easier and help you to spot patterns and themes. Colour coding the post its is by far the simplest and most effective option and how you assign the colours is entirely up to you. You could have a different colour for each participant or testing session, you could have different colours to denote participant attributes that are relevant to your study eg senior staff and junior staff, or you could use different colours to denote specific testing scenarios that were used. There’s many ways you could carve this up and there’s no right or wrong way. Just choose the option that suits you and your team best because you’re the ones who have to look at it and understand it. If you only have one colour post it eg yellow, you could colour code the pen colours you use to write on the notes or include some kind of symbol to help you track them.

Processing the paper (Collating)

That pile of paper is not going to process itself! Your next job as a group is to work through the task of transposing your observations to post it notes. For now, just stick them to the wall in any old way that suits you. If you’re the organising type, you could group them by screen or testing scenario. The positioning will all change further down the process, so at this stage it’s important to just keep it simple. For issues that occur repeatedly across sessions, just write them down on their own post its- doubles will be useful to see further down the track.In addition to  holding a debrief meetings, you also need to round up everything that was used to capture the testing session/s. And I mean EVERYTHING.

Handwritten notes, typed notes, video footage and any audio recordings need to be reviewed just in case something was missed. Any handwritten notes should be typed to assist you with the completion of the report. Don’t feel that you have to wait until the testing is completed before you start typing up your notes because you will find they pile up very quickly and if your handwriting is anything like mine…. Well let’s just say my short term memory is often required to pick up the slack and even that has it’s limits. Type them up in between sessions where possible and save each session as it’s own document. I’ll often use the testing questions or scenario based tasks to structure my typed notes and I find that makes it really easy to refer back to.Now that you’ve processed all the observations, it’s time to start sorting your observations to surface behavioural patterns and make sense of it all.

Spotting patterns and themes through affinity diagramming

Affinity diagramming is a fantastic tool for making sense of user testing observations. In fact it’s just about my favourite way to make sense of any large mass of information. It’s an engaging and visual process that grows and evolves like a living creature taking on a life of its own. It also builds on the work you’ve just done which is a real plus!By now, testing is over and all of your observations should all be stuck to a wall somewhere. Get everyone together again as a group and step back and take it all in. Just let it sit with you for a moment before you dive in. Just let it breathe. Have you done that? Ok now as individuals working at the same time, start by grouping things that you think belong together. It’s important to just focus on the content of the labels and try to ignore the colour coded tagging at this stage, so if session one was blue post its don’t group all the blue ones together just because they’re all blue! If you get stuck, try grouping by topic or create two groups eg issues and wins and then chunk the information up from there.

You will find that the groups will change several times over the course of the process  and that’s ok because that’s what it needs to do.While you do this, everyone else will be doing the same thing - grouping things that make sense to them.  Trust me, it’s nowhere near as chaotic as it sounds! You may start working as individuals but it won’t be long before curiosity kicks in and the room is buzzing with naturally occurring conversation.Make sure you take a step back regularly and observe what everyone else is doing and don’t be afraid to ask questions and move other people’s post its around- no one owns it! No matter how silly something may seem just put it there because it can be moved again. Have a look at where your tagged observations have ended up. Are there clusters of colour? Or is it more spread out? What that means will depend largely on how you decided to tag your findings. For example if you assigned each testing session its own colour and you have groups with lot’s of different colours in them you’ll find that the same issue was experienced by multiple people.Next, start looking at each group and see if you can break them down into smaller groups and at the same time consider the overall picture for bigger groups eg can the wall be split into say three high level groups.Remember, you can still change your groups at anytime.

Thinning the herd (Merging)

Once you and your team are happy with the groups, it’s time to start condensing the size of this beast. Look for doubled up findings and stack those post its on top of each other to cut the groups down- just make sure you can still see how many there were. The point of merging is to condense without losing anything so don’t remove something just because it only happened once. That one issue could be incredibly serious. Continue to evaluate and discuss as a group until you are happy. By now clear and distinct groups of your observations should have emerged and at a glance you should be able to identify the key findings from your study.

A catastrophe or a cosmetic flaw? (Scoring)

Scoring relates to how serious the issues are and how bad the consequences of not fixing them are. There are arguments for and against the use of scoring and it’s important to recognise that it is just one way to communicate your findings.I personally rarely use scoring systems. It’s not really something I think about when I’m analysing the observations. I rarely rank one problem or finding over another. Why? Because all data is good data and it all adds to the overall picture.I’ve always been a huge advocate for presenting the whole story and I will never diminish the significance of a finding by boosting another. That said, I do understand the perspective of those who place metrics around their findings. Other designers have told me they feel that it allows them to quantify the seriousness of each issue and help their client/designer/boss make decisions about what to do next.We’ve all got our own way of doing things, so I’ll leave it up to you to choose whether or not you score the issues. If you decide to score your findings there are a number of scoring systems you can use and if I had to choose one, I quite like Jakob Nielsen’s methodology for the simple way it takes into consideration multiple factors. Ultimately you should choose the one that suits your working style best.

Let’s say you did decide to score the issues. Start by writing down each key finding on it’s own post it and move to a clean wall/ window. Leave your affinity diagram where it is. Divide the new wall in half: one side for wins eg findings that indicate things that tested well and the other for issues. You don’t need to score the wins but you do need to acknowledge what went well because knowing what you’re doing well is just as important as knowing where you need to improve. As a group (wow you must be getting sick of each other! Make sure you go out for air from time to time!) score the issues based on your chosen methodology.Once you have completed this entire process you will have everything you need to write a kick ass report.

What could possibly go wrong? (and how to deal with it)

No process is perfect and there are a few potential dramas to be aware of:

People jumping into solution mode too early

In the middle of the debrief meeting, someone has an epiphany. Shouts of We should move the help button! or We should make the yellow button smaller! ring out and the meeting goes off the rails.I’m not going to point fingers and blame any particular role because we’ve all done it, but it’s important to recognise that’s not why we’re sitting here. The debrief meeting is about digesting and sharing what you and the other observers just saw. Observing and facilitating user testing is a privilege. It’s a precious thing that deserves respect and if you jump into solution mode too soon, you may miss something. Keep the conversation on track by appointing a team member to facilitate the debrief meeting.

Storage problems

Handwritten notes taken by multiple observers over several days of testing adds up to an enormous pile of paper. Not only is it a ridiculous waste of paper but they have to be securely stored for three months following the release of the report. It’s not pretty. Typing them up can solve that issue but it comes with it’s own set of storage related hurdles. Just like the handwritten notes, they need to be stored securely. They don’t belong on SharePoint or in the share drive or any other shared storage environment that can be accessed by people outside your observer group. User testing notes are confidential and are not light reading for anyone and everyone no matter how much they complain. Store any typed notes in a limited access storage solution that only the observers have access to and if anyone who shouldn’t be reading them asks, tell them that they are confidential and the integrity of the research must be preserved and respected.

Time issues

Before the storage dramas begin, you have to actually pick through the mountain of paper. Not to mention the video footage, and the audio and you have to chase up that sneaky observer who disappeared when the clock struck 5. All of this takes up a lot of time. Another time related issue comes in the form of too much time passing in between testing sessions and debrief meetings. The best way to deal with both of these issues  is to be super organised and hold multiple smaller debriefs in between sessions where possible. As a group, work out your time commitments before testing begins and have a clear plan in place for when you will meet.  This will prevent everything piling up and overwhelming you at the end.

Disagreements over scoring

At the end of that long day/week we’re all tired and discussions around scoring the issues can get a little heated. One person’s showstopper may be another person’s mild issue. Many of the ranking systems use words as well as numbers to measure the level of severity and it’s easy to get caught up in the meaning of the words and ultimately get sidetracked from the task at hand. Be proactive and as a group set ground rules upfront for all discussions. Determine how long you’ll spend discussing an issue and what you will do in the event that agreement cannot be reached. People want to feel heard and they want to feel like their contributions are valued. Given that we are talking about an iterative process, sometimes it’s best just to write everything down to keep people happy and merge and cull the list in the next iteration. By then they’ve likely had time to reevaluate their own thinking.

And finally...

We all have our own ways of making sense of our user testing observations and there really is no right or wrong way to go about it. The one thing I would like to reiterate is the importance of collaboration and teamwork. You cannot do this alone, so please don’t try. If you’re a UX team of one, you probably already have a trusted person that you bounce ideas off. They would be a fantastic person to do this with. How do you approach this process? What sort of challenges have you faced? Let me know in the comments below.

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