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This book will provide you with that plan of action. It covers how to incorporate safety principles into your design work in order to make tech that’s secure, how to persuade your stakeholders that this work is important, and how to respond to the critique that what we really need is more diversity. ( Spoiler: we do, but diversity alone is not the solution to fixing unethical, unsafe technology. )

The procedure for equitable safety

Your objectives when designing for protection are as follows:

• discover ways your solution can be used for abuse,
• style ways to prevent the maltreatment, and
• offer assistance for customers who are prone to regain control and power.

The Process for Inclusive Safety is a tool to help you reach those goals ( Fig 5.1 ). It’s a method I developed in 2018 to better understand the different methods I used to create products that were designed with safety in mind. Whether you are creating an entirely new product or adding to an existing element, the Process can help you produce your product secure and diverse. The Process includes five basic areas of action:

• conducting exploration
• Creating tropes
• Pondering issues
• Designing answers
• Testing for security

The Process is meant to be flexible; in some situations, it didn’t make sense for groups to employ every step. Use the parts that are related to your special function and environment, this is meant to be something you can put into your existing style process.

And once you use it, if you have an idea for making it better or simply want to give perspective of how it helped your group, please get in touch with me. It’s a dwelling report that I hope technicians can use as a practical and useful resource in their day-to-day work.

If you’re working on a product especially for a resilient team or survivors of some form of injury, such as an application for survivors of domestic violence, sexual abuse, or drug addiction, be sure to read Section 7, which covers that position directly and should be handled a bit different. The purpose of this design is to prioritize safety when creating a more general product with a broad user base ( which, as we already know from statistics, will include some groups who need to be protected from harm ). Chapter 7 is focused on products that are specifically for vulnerable groups and people who have experienced trauma.

Step 1: Conduct research

A thorough analysis of how your technology might be used for abuse as well as specialized insights into the experiences of those who have witnessed and perpetrated that kind of abuse should be included in design research. At this stage, you and your team will investigate issues of interpersonal harm and abuse, and explore any other safety, security, or inclusivity issues that might be a concern for your product or service, like data security, racist algorithms, and harassment.

broad analysis

Your project should begin with broad, general research into similar products and issues around safety and ethical concerns that have already been reported. For example, a team building a smart home device would do well to understand the multitude of ways that existing smart home devices have been used as tools of abuse. If your product involves artificial intelligence, be aware of the potential for racism and other issues that have been reported in other AI products. Nearly all types of technology have some kind of potential or actual harm that’s been reported on in the news or written about by academics. Google Scholar is a useful resource for locating these studies.

Specific research: Survivors

When possible and appropriate, include direct research ( surveys and interviews ) with people who are experts in the forms of harm you have uncovered. In order to have a better understanding of the subject and be better positioned to prevent retraumatize survivors, you should interview advocates working in the area of your research first. If you’ve uncovered possible domestic violence issues, for example, the experts you’ll want to speak with are survivors themselves, as well as workers at domestic violence hotlines, shelters, other related nonprofits, and lawyers.

It is important to pay people for their knowledge and lived experiences, especially when interviewing survivors of any kind of trauma. Don’t ask survivors to share their trauma for free, as this is exploitative. While some survivors may not want to be paid, you should always make the offer in the initial ask. Alternative to paying is to donate to a cause fighting the kind of violence the interviewee experienced. We’ll talk more about how to appropriately interview survivors in Chapter 6.

Abusers specifically: research

It’s unlikely that teams aiming to design for safety will be able to interview self-proclaimed abusers or people who have broken laws around things like hacking. Don’t make this a goal, rather, try to get at this angle in your general research. Attempt to understand how abusers or bad actors use technology to harm others, how they use it against others, and how they justify or explain the abuse.

Step 2: Create archetypes

Use your research after you’ve finished conducting it to create abuser and survivor archetypes. Archetypes are not personas, as they’re not based on real people that you interviewed and surveyed. Instead, they’re based on your research into likely safety issues, much like when we design for accessibility: we don’t need to have found a group of blind or low-vision users in our interview pool to create a design that’s inclusive of them. Instead, we base those designs on already-existing research to satisfy the requirements of this audience. Personas typically represent real users and include many details, while archetypes are broader and can be more generalized.

The abuser archetype is someone who views a product as a means of harm ( Fig. 5.2 ). They may be trying to harm someone they don’t know through surveillance or anonymous harassment, or they may be trying to control, monitor, abuse, or torment someone they know personally.

Someone who is being abused with the product is the survivor archetype. There are various situations to consider in terms of the archetype’s understanding of the abuse and how to put an end to it: Do they need proof of abuse they already suspect is happening, or are they unaware they’ve been targeted in the first place and need to be alerted ( Fig 5.3 )?

You may want to make multiple survivor archetypes to capture a range of different experiences. They may be aware of the abuse is occurring but not be able to stop it, such as when a stalker keeps figuring out where they are from ( Fig. 5.4), or they may be aware that it is happening but are unable to stop it ( such as when an abuser locks them out of IoT devices ). Include as many of these scenarios as you need to in your survivor archetype. These suggestions will be used later when creating solutions to assist your survivor archetypes in achieving their objectives of preventing and ending abuse.

It may be useful for you to create persona-like artifacts for your archetypes, such as the three examples shown. Focus on their objectives rather than the demographic information we frequently see in personas. The goals of the abuser will be to carry out the specific abuse you’ve identified, while the goals of the survivor will be to prevent abuse, understand that abuse is happening, make ongoing abuse stop, or regain control over the technology that’s being used for abuse. Later, you’ll think about how to help the survivor’s goals and prevent the abuser’s goals.

And while the “abuser/survivor” model fits most cases, it doesn’t fit all, so modify it as you need to. For example, if you uncovered an issue with security, such as the ability for someone to hack into a home camera system and talk to children, the malicious hacker would get the abuser archetype and the child’s parents would get survivor archetype.

3. Brainstorming issues

After creating archetypes, brainstorm novel abuse cases and safety issues. You’re trying to identify entirely new safety issues that are unique to your product or service by using the term” Novel” in terms of things that are not discovered in your research. The goal with this step is to exhaust every effort of identifying harms your product could cause. You aren’t worrying about how to prevent the harm yet—that comes in the next step.

What other uses could your product be used for besides what you’ve already identified in your research? I recommend setting aside at least a few hours with your team for this process.

Try conducting a Black Mirror brainstorming session if you want to start somewhere. This exercise is based on the show Black Mirror, which features stories about the dark possibilities of technology. Try to figure out how your product would be used in an episode of the show—the most wild, awful, out-of-control ways it could be used for harm. Participants typically end up having a good deal of fun when I’ve led Black Mirror brainstorms ( which I think is great because having fun when designing for safety! ). I recommend time-boxing a Black Mirror brainstorm to half an hour, and then dialing it back and using the rest of the time thinking of more realistic forms of harm.

You may still not feel confident that you have found every possible source of harm after identifying as many opportunities for abuse as possible. A healthy amount of anxiety is normal when you’re doing this kind of work. It’s common for teams designing for safety to worry,” Have we really identified every possible harm? What if something is missing, then? If you’ve spent at least four hours coming up with ways your product could be used for harm and have run out of ideas, go to the next step.

It’s impossible to say 100 % assurance that you’ve done everything right, but instead of aiming for 100 % assurance, acknowledge that you’ve taken this step and have done everything you can, and pledge to keep putting safety first in the future. Once your product is released, your users may identify new issues that you missed, aim to receive that feedback graciously and course-correct quickly.

Step 4: Design solutions

You should now be able to identify potential harm-causing uses for your product as well as survivor and abuser archetypes describing opposing user objectives. The next step is to identify ways to design against the identified abuser’s goals and to support the survivor’s goals. This is a good idea to include this one alongside other areas of your design process where you’re offering solutions to the various issues your research has identified.

Some questions to ask yourself to help prevent harm and support your archetypes include:

• Can you design your product in such a way that the identified harm cannot happen in the first place? If not, what barriers can you place to stop the harm from occurring?
• How can you make the victim aware that abuse is happening through your product?
• How can you assist the victim in understanding what they need to do to stop the problem?
• Can you identify any types of user activity that would indicate some form of harm or abuse? Could your product help the user access support?

In some products, it’s possible to proactively detect harm that is occurring. For example, a pregnancy app might be modified to allow the user to report that they were the victim of an assault, which could trigger an offer to receive resources for local and national organizations. Although it’s not always possible to be this proactive, it’s worthwhile to spend a half hour talking about how your product could help the user receive help in a safe manner if any kind of user activity would indicate some form of harm or abuse.

That said, use caution: you don’t want to do anything that could put a user in harm’s way if their devices are being monitored. If you do offer some kind of proactive help, always make it voluntary, and think through other safety issues, such as the need to keep the user in-app in case an abuser is checking their search history. In the next chapter, we’ll examine a good illustration of this.

Step 5: Test for safety

The final step is to evaluate the prototypes against the perspectives of your archetypes, who wants to harm the product or the victim of the harm who needs to regain control of the technology. Just like any other kind of product testing, at this point you’ll aim to rigorously test out your safety solutions so that you can identify gaps and correct them, validate that your designs will help keep your users safe, and feel more confident releasing your product into the world.

Ideally, safety testing happens along with usability testing. If you work for a company that doesn’t conduct usability testing, you might be able to use safety testing to deftly perform both. A user who uses your design while trying to use it against someone else can also be encouraged to point out interactions or other aspects of the design that don’t make sense to them.

You’ll want to conduct safety testing on either your final prototype or the actual product if it’s already been released. There is no harm in testing an existing product that wasn’t created with safety goals in mind right away; “etrofitting” it for safety is a wise thing to do.

Remember that testing for safety involves testing from the perspective of both an abuser and a survivor, though it may not make sense for you to do both. Alternatively, if you made multiple survivor archetypes to capture multiple scenarios, you’ll want to test from the perspective of each one.

You as the designer are most likely too closely connected to the product and its design by this point to be a valuable tester, you know the product too well, as with other forms of usability testing. Instead of doing it yourself, set up testing as you would with other usability testing: find someone who is not familiar with the product and its design, set the scene, give them a task, encourage them to think out loud, and observe how they attempt to complete it.

testing for abuse

The goal of this testing is to understand how easy it is for someone to weaponize your product for harm. Unlike with usability testing, you want to make it impossible, or at least difficult, for them to achieve their goal. Use your product in an effort to achieve the goals in the abuser archetype you created earlier.

For example, for a fitness app with GPS-enabled location features, we can imagine that the abuser archetype would have the goal of figuring out where his ex-girlfriend now lives. With this in mind, you’d make every effort to discover the location of a different user who has their privacy settings in place. You might try to see her running routes, view any available information on her profile, view anything available about her location ( which she has set to private ), and investigate the profiles of any other users somehow connected with her account, such as her followers.

If by the end of this you’ve managed to uncover some of her location data, despite her having set her profile to private, you know now that your product enables stalking. Reverting to step 4 and figuring out how to stop this from occurring is your next step. You may need to repeat the process of designing solutions and testing them more than once.

Survivor testing

Survivor testing involves identifying how to give information and power to the survivor. It might not always make sense based on the product or context. The survivor archetype’s goal of not being stalked is satisfied by preventing an attempt by an abuser archetype to stalk someone, so separate testing from the survivor’s perspective wouldn’t be required.

However, there are cases where it makes sense. A survivor archetype’s goal, for instance, would be to discover what causes the temperature change when they aren’t altering it themselves. You could test this by looking for the thermostat’s history log and checking for usernames, actions, and times, if you couldn’t find that information, you would have more work to do in step 4.

Another goal might be regaining control of the thermostat once the survivor realizes the abuser is remotely changing its settings. Your test would involve trying to figure out how to do this: are there instructions on how to remove and change the password, and are they simple to locate? This might again reveal that more work is needed to make it clear to the user how they can regain control of the device or account.

Stress testing

To make your product more inclusive and compassionate, consider adding stress testing. This concept comes from Design for Real Life by Eric Meyer and Sara Wachter-Boettcher. The authors noted that personas typically focus on those who are having a good day, but that real users are frequently anxious, stressed out, having a bad day, or even going through tragedy. These are called” stress cases”, and testing your products for users in stress-case situations can help you identify places where your design lacks compassion. More information about how to incorporate stress cases into your design can be found in Design for Real Life, as well as in many other effective methods for compassionate design.

How can a content management system ( CMS ) be set up to reach your current and future audience? I learned the hard way that creating a content model—a concept of information types, attributes, and relationships that let people and systems understand content—with my more comfortable design-system wondering would collapse my patient’s holistic information strategy. By developing content versions that are lexical and even join related content, you can avoid that result.

I just had the opportunity to lead a Fortune 500 company’s CMS application. The customer was excited by the benefits of an holistic information plan, including material modify, multichannel marketing, and robot delivery—designing content to be comprehensible to bots, Google knowledge panels, snippets, and voice user interfaces.

A content type is essential to an omnichannel content strategy, and it required conceptual types to be given names that don’t depend on how the content is presented. Our goal was to allow writers to create original content that could be used wherever they felt was most useful. But as the job proceeded, I realized that supporting material utilize at the range that my client needed required the whole group to identify a new pattern.

Despite our best efforts, we remained influenced by what we were more common with: design techniques. An holistic content strategy cannot rely on WYSIWYG design and layout tools, unlike web-focused willing strategies. Our tendency to approach the material model with our common design-system thinking frequently led us to veer away from one of the main purposes of a material model: delivering content to audiences on various marketing channels.

Two fundamental tenets must be followed in order to create a successful content model

We needed to explain to our designers, developers, and stakeholders that we were doing something completely different from their previous web projects, where everyone assumed that content would fit into layouts as visual building blocks. The previous approach was not only more familiar but also more intuitive—at least at first—because it made the designs feel more tangible. The team was able to understand how a content model differs from the design systems we were familiar with by discovering two principles:

1. Instead of layout, semantics must be used by content models.
2. And content models should connect content that belongs together.

Semantic content models

A semantic content model uses type and attribute names that reflect the content’s intended purpose and not its intended display. For example, in a nonsemantic model, teams might create types like teasers, media blocks, and cards. These types may make it simple to present content, but they do not aid in understanding the meaning of the content, which would have opened the door to the content presented in each marketing channel. To allow each delivery channel to comprehend the content and use it as it sees fit, a semantic content model uses type names like product, service, and testimonial.

When you’re creating a semantic content model, a great place to start is to look over the types and properties defined by Schema. a community-driven resource for type definitions that are understandable on platforms like Google search .org

Benefits of a semantic content model include:

Even if your team doesn’t care about omnichannel content, a semantic content model decouples content from its presentation so that teams can evolve the website’s design without needing to refactor its content. In this way, content can withstand irrational website redesigns.
• A semantic content model also gives you a competitive advantage. By adding structured data based on Schema. Using its types and properties, a website can provide hints to help Google understand the content, display it in search snippets or knowledge panels, and use it to respond to voice-interface user questions. Potential customers could access your content without ever visiting your website.
• Beyond those practical benefits, you’ll also need a semantic content model if you want to deliver omnichannel content. Delivery channels must be able to comprehend the same content in order to use it across multiple marketing channels. For instance, if your content model provided a list of questions and answers, it could be easily displayed on a frequently asked questions ( FAQ ) page as well, but it could also be used by a bot that answers frequently asked questions.

For example, using a semantic content model for articles, events, people, and locations lets A List Apart provide cleanly structured data for search engines so that users can read the content on the website, in Google knowledge panels, and even with hypothetical voice interfaces in the future.

Content models that connect

Instead of slicing up related content across disparate content components, I’ve come to the realization that the best models are those that are semantic and also connect related content components ( such as a FAQ item’s question and answer pair ). A good content model connects content that should remain together so that multiple delivery channels can use it without needing to first put those pieces back together.

Consider creating an essay or article. The meaning and usefulness of an article depend on how well its components are kept together. Would one of the headings or paragraphs be meaningful on their own without the context of the full article? Our well-versed in designing systems frequently led us to want to develop content models that would break content into smaller pieces to fit the web-centric layout. This had a similar effect to an article that had its headline removed. Because we were slicing content into standalone pieces based on layout, content that belonged together became difficult to manage and nearly impossible for multiple delivery channels to understand.

Let’s take a look at how connecting related content works in a real-world setting to illustrate. A complex layout for a software product page that included multiple tabs and sections was presented by the client’s design team. Our instincts were to follow suit with the content model. Shouldn’t we make adding multiple tabs in the future as simple and flexible as possible?

We felt like we needed a content type called “tab section” because our design-system instincts were so well-known, so that multiple tab sections could be added to a page. Each tab section would display various types of content. The software’s overview or specifications might be available in one tab. A list of resources might be found under another tab.

Our inclination to break down the content model into “tab section” pieces would have led to an unnecessarily complex model and a cumbersome editing experience, and it would have also created content that couldn’t have been understood by additional delivery channels. How would another system have resorted to counting tab sections and content blocks, for instance, if it had been able to identify a product’s “tab section” when referring to its specifications or resource list? This would have prevented the tabs from ever being rearranged, and it would have required adding logic to each other delivery channel to interpret the layout of the design system. Furthermore, if the customer were to have no longer wanted to display this content in a tab layout, it would have been tedious to migrate to a new content model to reflect the new page redesign.

Our customer had a breakthrough when we realized that for each tab, their customer had a specific purpose in mind: it would reveal specific information like the software product’s overview, specifications, related resources, and pricing. Once implementation began, our inclination to focus on what’s visual and familiar had obscured the intent of the designs. It wasn’t long after a little digging that it became clear that the idea of tabs wasn’t applicable to the content model. What was important was the meaning of the content they were planning to display in the tabs.

In fact, the customer could have decided to display this content in a different way—without tabs—somewhere else. In response to this realization, we decided to create content types for the software product based on the meaningful qualities the client wanted to display on the web. There were rich attributes like screenshots, software requirements, and feature lists as well as obvious semantic attributes like name and description. The software’s product information stayed together because it wasn’t sliced across separate components like “tab sections” that were derived from the content’s presentation. Any delivery channel, including those that follow, could comprehend and display this content.

Conclusion

In this omnichannel marketing project, we discovered that the best way to keep our content model on track was to ensure that it was semantic ( with type and attribute names that reflected the meaning of the content ) and that it kept content together that belonged together ( instead of fragmenting it ). These two ideas made it easier for us to decide what to do with the content model based on the design. Remember: If you’re developing a content model to support an omnichannel content strategy, or even if you just want to make sure Google and other interfaces understand your content, keep in mind:

• A design system isn’t a content model. Team members may be persuaded to combine them and have their content model resemble their design system, so you should guard the semantic and contextual integrity of the content strategy throughout the entire implementation process. Without the use of a magic decoder ring, every delivery channel will be able to consume the content.
• If your team is struggling to make this transition, you can still reap some of the benefits by using Schema. structured data from org–based on your website. The benefit of search engine optimization is a compelling reason on its own, even if additional delivery channels aren’t on the horizon in the near future.
• Additionally, remind the team that decoupling the content model from the design will let them update the designs more easily because they won’t be held back by the cost of content migrations. They will be prepared for the upcoming big thing, and they will be able to create new designs without compromising the compatibility between the content and the design.

By firmly defending these ideas, you’ll help your team treat content the way it deserves as the most important component of your user experience and the best way to engage with your audience.

Do you find yourself designing screens with only a vague idea of how the things on the screen relate to the things elsewhere in the system? Do you leave stakeholder meetings with unclear directives that often seem to contradict previous conversations? You know a better understanding of user needs would help the team get clear on what you are actually trying to accomplish, but time and budget for research is tight. When it comes to asking for more direct contact with your users, you might feel like poor Oliver Twist, timidly asking, “Please, sir, I want some more.” 

Here’s the trick. You need to get stakeholders themselves to identify high-risk assumptions and hidden complexity, so that they become just as motivated as you to get answers from users. Basically, you need to make them think it’s their idea. 

In this article, I’ll show you how to collaboratively expose misalignment and gaps in the team’s shared understanding by bringing the team together around two simple questions:

1. What are the objects?
2. What are the relationships between those objects?

A gauntlet between research and screen design

These two questions align to the first two steps of the ORCA process, which might become your new best friend when it comes to reducing guesswork. Wait, what’s ORCA?! Glad you asked.

ORCA stands for Objects, Relationships, CTAs, and Attributes, and it outlines a process for creating solid object-oriented user experiences. Object-oriented UX is my design philosophy. ORCA is an iterative methodology for synthesizing user research into an elegant structural foundation to support screen and interaction design. OOUX and ORCA have made my work as a UX designer more collaborative, effective, efficient, fun, strategic, and meaningful.

The ORCA process has four iterative rounds and a whopping fifteen steps. In each round we get more clarity on our Os, Rs, Cs, and As.

I sometimes say that ORCA is a “garbage in, garbage out” process. To ensure that the testable prototype produced in the final round actually tests well, the process needs to be fed by good research. But if you don’t have a ton of research, the beginning of the ORCA process serves another purpose: it helps you sell the need for research.

In other words, the ORCA process serves as a gauntlet between research and design. With good research, you can gracefully ride the killer whale from research into design. But without good research, the process effectively spits you back into research and with a cache of specific open questions.

Getting in the same curiosity-boat

What gets us into trouble is not what we don’t know. It’s what we know for sure that just ain’t so.

Mark Twain

The first two steps of the ORCA process—Object Discovery and Relationship Discovery—shine a spotlight on the dark, dusty corners of your team’s misalignments and any inherent complexity that’s been swept under the rug. It begins to expose what this classic comic so beautifully illustrates:

This is one reason why so many UX designers are frustrated in their job and why many projects fail. And this is also why we often can’t sell research: every decision-maker is confident in their own mental picture. 

Once we expose hidden fuzzy patches in each picture and the differences between them all, the case for user research makes itself.

But how we do this is important. However much we might want to, we can’t just tell everyone, “YOU ARE WRONG!” Instead, we need to facilitate and guide our team members to self-identify holes in their picture. When stakeholders take ownership of assumptions and gaps in understanding, BAM! Suddenly, UX research is not such a hard sell, and everyone is aboard the same curiosity-boat.

Say your users are doctors. And you have no idea how doctors use the system you are tasked with redesigning.

You might try to sell research by honestly saying: “We need to understand doctors better! What are their pain points? How do they use the current app?” But here’s the problem with that. Those questions are vague, and the answers to them don’t feel acutely actionable.

Instead, you want your stakeholders themselves to ask super-specific questions. This is more like the kind of conversation you need to facilitate. Let’s listen in:

“Wait a sec, how often do doctors share patients? Does a patient in this system have primary and secondary doctors?”

“Can a patient even have more than one primary doctor?”

“Is it a ‘primary doctor’ or just a ‘primary caregiver’… Can’t that role be a nurse practitioner?”

“No, caregivers are something else… That’s the patient’s family contacts, right?”

“So are caregivers in scope for this redesign?”

“Yeah, because if a caregiver is present at an appointment, the doctor needs to note that. Like, tag the caregiver on the note… Or on the appointment?”

Now we are getting somewhere. Do you see how powerful it can be getting stakeholders to debate these questions themselves? The diabolical goal here is to shake their confidence—gently and diplomatically.

When these kinds of questions bubble up collaboratively and come directly from the mouths of your stakeholders and decision-makers, suddenly, designing screens without knowing the answers to these questions seems incredibly risky, even silly.

If we create software without understanding the real-world information environment of our users, we will likely create software that does not align to the real-world information environment of our users. And this will, hands down, result in a more confusing, more complex, and less intuitive software product.

The two questions

But how do we get to these kinds of meaty questions diplomatically, efficiently, collaboratively, and reliably? 

We can do this by starting with those two big questions that align to the first two steps of the ORCA process:

1. What are the objects?
2. What are the relationships between those objects?

In practice, getting to these answers is easier said than done. I’m going to show you how these two simple questions can provide the outline for an Object Definition Workshop. During this workshop, these “seed” questions will blossom into dozens of specific questions and shine a spotlight on the need for more user research.

Prep work: Noun foraging

In the next section, I’ll show you how to run an Object Definition Workshop with your stakeholders (and entire cross-functional team, hopefully). But first, you need to do some prep work.

Basically, look for nouns that are particular to the business or industry of your project, and do it across at least a few sources. I call this noun foraging.

Here are just a few great noun foraging sources:

• the product’s marketing site
• the product’s competitors’ marketing sites (competitive analysis, anyone?)
• the existing product (look at labels!)
• user interview transcripts
• notes from stakeholder interviews or vision docs from stakeholders

Put your detective hat on, my dear Watson. Get resourceful and leverage what you have. If all you have is a marketing website, some screenshots of the existing legacy system, and access to customer service chat logs, then use those.

As you peruse these sources, watch for the nouns that are used over and over again, and start listing them (preferably on blue sticky notes if you’ll be creating an object map later!).

You’ll want to focus on nouns that might represent objects in your system. If you are having trouble determining if a noun might be object-worthy, remember the acronym SIP and test for:

1. Structure
2. Instances
3. Purpose

Think of a library app, for example. Is “book” an object?

Structure: can you think of a few attributes for this potential object? Title, author, publish date… Yep, it has structure. Check!

Instance: what are some examples of this potential “book” object? Can you name a few? The Alchemist, Ready Player One, Everybody Poops… OK, check!

Purpose: why is this object important to the users and business? Well, “book” is what our library client is providing to people and books are why people come to the library… Check, check, check!

As you are noun foraging, focus on capturing the nouns that have SIP. Avoid capturing components like dropdowns, checkboxes, and calendar pickers—your UX system is not your design system! Components are just the packaging for objects—they are a means to an end. No one is coming to your digital place to play with your dropdown! They are coming for the VALUABLE THINGS and what they can do with them. Those things, or objects, are what we are trying to identify.

Let’s say we work for a startup disrupting the email experience. This is how I’d start my noun foraging.

First I’d look at my own email client, which happens to be Gmail. I’d then look at Outlook and the new HEY email. I’d look at Yahoo, Hotmail…I’d even look at Slack and Basecamp and other so-called “email replacers.” I’d read some articles, reviews, and forum threads where people are complaining about email. While doing all this, I would look for and write down the nouns.

(Before moving on, feel free to go noun foraging for this hypothetical product, too, and then scroll down to see how much our lists match up. Just don’t get lost in your own emails! Come back to me!)

Drumroll, please…

Here are a few nouns I came up with during my noun foraging:

• email message
• thread
• contact
• client
• rule/automation
• email address that is not a contact?
• contact groups
• attachment
• Google doc file / other integrated file
• newsletter? (HEY treats this differently)
• saved responses and templates

Scan your list of nouns and pick out words that you are completely clueless about. In our email example, it might be client or automation. Do as much homework as you can before your session with stakeholders: google what’s googleable. But other terms might be so specific to the product or domain that you need to have a conversation about them.

Aside: here are some real nouns foraged during my own past project work that I needed my stakeholders to help me understand:

• Record Locator
• Incentive Home
• Augmented Line Item
• Curriculum-Based Measurement Probe

This is really all you need to prepare for the workshop session: a list of nouns that represent potential objects and a short list of nouns that need to be defined further.

Facilitate an Object Definition Workshop

You could actually start your workshop with noun foraging—this activity can be done collaboratively. If you have five people in the room, pick five sources, assign one to every person, and give everyone ten minutes to find the objects within their source. When the time’s up, come together and find the overlap. Affinity mapping is your friend here!

If your team is short on time and might be reluctant to do this kind of grunt work (which is usually the case) do your own noun foraging beforehand, but be prepared to show your work. I love presenting screenshots of documents and screens with all the nouns already highlighted. Bring the artifacts of your process, and start the workshop with a five-minute overview of your noun foraging journey.

HOT TIP: before jumping into the workshop, frame the conversation as a requirements-gathering session to help you better understand the scope and details of the system. You don’t need to let them know that you’re looking for gaps in the team’s understanding so that you can prove the need for more user research—that will be our little secret. Instead, go into the session optimistically, as if your knowledgeable stakeholders and PMs and biz folks already have all the answers. 

Then, let the question whack-a-mole commence.

1. What is this thing?

Want to have some real fun? At the beginning of your session, ask stakeholders to privately write definitions for the handful of obscure nouns you might be uncertain about. Then, have everyone show their cards at the same time and see if you get different definitions (you will). This is gold for exposing misalignment and starting great conversations.

As your discussion unfolds, capture any agreed-upon definitions. And when uncertainty emerges, quietly (but visibly) start an “open questions” parking lot. 😉

After definitions solidify, here’s a great follow-up:

2. Do our users know what these things are? What do users call this thing?

Stakeholder 1: They probably call email clients “apps.” But I’m not sure.

Stakeholder 2: Automations are often called “workflows,” I think. Or, maybe users think workflows are something different.

If a more user-friendly term emerges, ask the group if they can agree to use only that term moving forward. This way, the team can better align to the users’ language and mindset.

OK, moving on. 

If you have two or more objects that seem to overlap in purpose, ask one of these questions:

3. Are these the same thing? Or are these different? If they are not the same, how are they different?

You: Is a saved response the same as a template?

Stakeholder 1: Yes! Definitely.

Stakeholder 2: I don’t think so… A saved response is text with links and variables, but a template is more about the look and feel, like default fonts, colors, and placeholder images. 

Continue to build out your growing glossary of objects. And continue to capture areas of uncertainty in your “open questions” parking lot.

If you successfully determine that two similar things are, in fact, different, here’s your next follow-up question:

4. What’s the relationship between these objects?

You: Are saved responses and templates related in any way?

Stakeholder 3:  Yeah, a template can be applied to a saved response.

You, always with the follow-ups: When is the template applied to a saved response? Does that happen when the user is constructing the saved response? Or when they apply the saved response to an email? How does that actually work?

Listen. Capture uncertainty. Once the list of “open questions” grows to a critical mass, pause to start assigning questions to groups or individuals. Some questions might be for the dev team (hopefully at least one developer is in the room with you). One question might be specifically for someone who couldn’t make it to the workshop. And many questions will need to be labeled “user.” 

Do you see how we are building up to our UXR sales pitch?

5. Is this object in scope?

Your next question narrows the team’s focus toward what’s most important to your users. You can simply ask, “Are saved responses in scope for our first release?,” but I’ve got a better, more devious strategy.

By now, you should have a list of clearly defined objects. Ask participants to sort these objects from most to least important, either in small breakout groups or individually. Then, like you did with the definitions, have everyone reveal their sort order at once. Surprisingly—or not so surprisingly—it’s not unusual for the VP to rank something like “saved responses” as #2 while everyone else puts it at the bottom of the list. Try not to look too smug as you inevitably expose more misalignment.

I did this for a startup a few years ago. We posted the three groups’ wildly different sort orders on the whiteboard.

The CEO stood back, looked at it, and said, “This is why we haven’t been able to move forward in two years.”

Admittedly, it’s tragic to hear that, but as a professional, it feels pretty awesome to be the one who facilitated a watershed realization.

Once you have a good idea of in-scope, clearly defined things, this is when you move on to doing more relationship mapping.

6. Create a visual representation of the objects’ relationships

We’ve already done a bit of this while trying to determine if two things are different, but this time, ask the team about every potential relationship. For each object, ask how it relates to all the other objects. In what ways are the objects connected? To visualize all the connections, pull out your trusty boxes-and-arrows technique. Here, we are connecting our objects with verbs. I like to keep my verbs to simple “has a” and “has many” statements.

This system modeling activity brings up all sorts of new questions:

• Can a saved response have attachments?
• Can a saved response use a template? If so, if an email uses a saved response with a template, can the user override that template?
• Do users want to see all the emails they sent that included a particular attachment? For example, “show me all the emails I sent with ProfessionalImage.jpg attached. I’ve changed my professional photo and I want to alert everyone to update it.” 

Solid answers might emerge directly from the workshop participants. Great! Capture that new shared understanding. But when uncertainty surfaces, continue to add questions to your growing parking lot.

Light the fuse

You’ve positioned the explosives all along the floodgates. Now you simply have to light the fuse and BOOM. Watch the buy-in for user research flooooow.

Before your workshop wraps up, have the group reflect on the list of open questions. Make plans for getting answers internally, then focus on the questions that need to be brought before users.

Here’s your final step. Take those questions you’ve compiled for user research and discuss the level of risk associated with NOT answering them. Ask, “if we design without an answer to this question, if we make up our own answer and we are wrong, how bad might that turn out?” 

With this methodology, we are cornering our decision-makers into advocating for user research as they themselves label questions as high-risk. Sorry, not sorry. 

Now is your moment of truth. With everyone in the room, ask for a reasonable budget of time and money to conduct 6–8 user interviews focused specifically on these questions. 

HOT TIP: if you are new to UX research, please note that you’ll likely need to rephrase the questions that came up during the workshop before you present them to users. Make sure your questions are open-ended and don’t lead the user into any default answers.

Final words: Hold the screen design!

Seriously, if at all possible, do not ever design screens again without first answering these fundamental questions: what are the objects and how do they relate?

I promise you this: if you can secure a shared understanding between the business, design, and development teams before you start designing screens, you will have less heartache and save more time and money, and (it almost feels like a bonus at this point!) users will be more receptive to what you put out into the world. 

I sincerely hope this helps you win time and budget to go talk to your users and gain clarity on what you are designing before you start building screens. If you find success using noun foraging and the Object Definition Workshop, there’s more where that came from in the rest of the ORCA process, which will help prevent even more late-in-the-game scope tugs-of-war and strategy pivots. 

All the best of luck! Now go sell research!

CSS involves creating containers. In fact, the whole website is made of containers, from the computer viewport to components on a webpage. However, every now and then a new element emerges that prompts us to reevaluate our design philosophy.

Square features, for instance, make it fun to play with round picture areas. Mobile display holes and electronic keyboards offer issues to best manage content that stays clear of them. Additionally, dual-screen or portable devices force us to consider how to make the most of the available room in various device configurations.

These latest changes to the online platform have made it both more difficult and fascinating to create products. They’re wonderful opportunities for us to break out of our triangular containers.

I’d like to talk about a new feature similar to the above: the Window Controls Overlay for Progressive Web Apps ( PWAs ).

Liberal Web Apps are bridging the gap between websites and apps. They combine the best of both worlds. On the one hand, they are flexible, linkable, and stable, just like websites. On the other hand, they provide more effective features, work online, and read documents just like local apps.

As a style area, PWAs are really exciting because they challenge us to think about what mixing online and device-native user interface can get. We have more than 40 years of experience telling us what software may look like, especially on desktop computers, and it can be challenging to get out of this psychological design.

At the end of the day though, PWAs on desktops are constrained to the glass they appear in: a square with a name bar at the top.

What a standard desktops PWA app looks like:

Sure, as the author of a PWA, you get to choose the color of the title bar (using the Web Application Manifest theme_color house ), but that’s about it.

What if we could look beyond this field and reclaim the entire glass of the app? Doing so would give us a chance to create our applications more wonderful and feel more included in the operating system.

The Window Controls Overlay offers precisely this. This innovative PWA operation makes it possible to take advantage of the full floor area of the app, including where the name bar usually appears.

About the subject bar and glass controls

Let’s get started with an explanation of the subject bar and screen controls.

The title bar is the place displayed at the top of an game windows, which frequently contains the phone’s name. The buttons or buttons that are displayed at the top of an app’s window are the ones that allow it to decrease, maximize, or close its window.

Window Controls Overlay removes the natural barrier of the name bar and windows controls areas. The title bar and windows control buttons are overlayed on top of the user’s web content, allowing for total height to be the game window.

If you are reading this article on a desktop computer, get a quick glance at another software. Prospects are they’re currently doing something similar to this. The best area of the page is used by the web browser you’re using to learn this, in reality.

Spotify displays album artwork to the top of the application window all the way up.

Microsoft Word uses the available title bar space to display the auto-save and search functionalities, and more.

The whole point of this feature is to allow you to make use of this space with your own content while providing a way to account for the window control buttons. And it makes it possible to offer this modified experience across a variety of platforms without having a negative impact on browsers or other devices that don’t support Window Controls Overlay. After all, PWAs are all about progressive enhancement, so this feature is a chance to enhance your app to use this extra space when it’s available.

Let’s use the feature.

For the rest of this article, we’ll be working on a demo app to learn more about using the feature.

The demo app is called 1DIV. Users can create designs using only CSS and a single HTML element in this straightforward CSS playground.

The app has two pages. The first lists your existing CSS designs:

The second page enables you to create and edit CSS designs:

We can install the app as a PWA on the desktop because I added a straightforward web manifest and service worker. Here is what it looks like on macOS:

And on Windows:

Our app is looking good, but the white title bar in the first page is wasted space. It would be really nice if the design area extended to the top of the app window on the second page.

Let’s use the Window Controls Overlay feature to improve this.

Enabling Window Controls Overlay

The feature is still experimental at the moment. To try it, you need to enable it in one of the supported browsers.

It has currently been implemented in Chromium as a result of a collaboration between Microsoft and Google. We can therefore use it in Chrome or Edge by going to the internal about: //flags page, and enabling the Desktop PWA Window Controls Overlay flag.

Using the overlay of window controls

To use the feature, we need to add the following display_override member to our web app’s manifest file:

{ "name": "1DIV", "description": "1DIV is a mini CSS playground", "lang": "en-US", "start_url": "/", "theme_color": "#ffffff", "background_color": "#ffffff", "display_override": [ "window-controls-overlay" ], "icons": [ ... ]}

On the surface, the feature is really simple to use. The only thing required is for the title bar to disappear and the window controls to become an overlay as a result of this manifest change.

However, to provide a great experience for all users regardless of what device or browser they use, and to make the most of the title bar area in our design, we’ll need a bit of CSS and JavaScript code.

What the current state of the app is:

Our logo, search field, and NEW button are now partially obscured by the window controls because our layout now begins at the top of the window, which is what we wanted.

It’s similar on Windows, with the difference that the close, maximize, and minimize buttons appear on the right side, grouped together with the PWA control buttons:

Using CSS to keep clear of the window controls

New CSS environment variables have also been added to the feature:

• titlebar-area-x
• titlebar-area-y
• titlebar-area-width
• titlebar-area-height

You use these variables with the CSS env ( ) function to position your content where the title bar would have been while ensuring it won’t overlap with the window controls. Our header, which includes the logo, search bar, and NEW button, will be placed using two of the variables in our case.

header { position: absolute; left: env(titlebar-area-x, 0); width: env(titlebar-area-width, 100%); height: var(--toolbar-height);}

The titlebar-area-x variable gives us the distance from the left of the viewport to where the title bar would appear, and titlebar-area-width is its width. (Remember, this is not equivalent to the width of the entire viewport, just the title bar portion, which as noted earlier, doesn’t include the window controls.)

By doing this, we make sure our content remains fully visible. We’re also defining fallback values (the second parameter in the env() function) for when the variables are not defined (such as on non-supporting browsers, or when the Windows Control Overlay feature is disabled).

Now our header adapts to its surroundings, and it doesn’t feel like the window control buttons have been added as an afterthought. The app appears much more like a native app.

Changing the window controls background color so it blends in

Now let’s take a closer look at our second page: the CSS playground editor.

Not very good. Our CSS demo area does go all the way to the top, which is what we wanted, but the way the window controls appear as white rectangles on top of it is quite jarring.

We can fix this by changing the app’s theme color. There are a few ways to define it:

PWAs can define a theme color in the web app manifest file using the theme_color manifest member. The OS then uses this color in various ways. On desktop platforms, it is used to provide a background color to the title bar and window controls.
• Websites can use the theme-color meta tag as well. It’s used by browsers to customize the color of the UI around the web page. For PWAs, this color can override the manifest theme_color.

In our case, we can set the manifest theme_color to white to provide the right default color for our app. The OS will read this color value when the app is installed and use it to make the window controls background color white. This color works great for our main page with the list of demos.

The theme-color meta tag can be changed at runtime, using JavaScript. So we can do that to override the white with the right demo background color when one is opened.

Here is the method we’ll employ:

function themeWindow(bgColor) { document.querySelector("meta[name=theme-color]").setAttribute('content', bgColor);}

With this in place, we can imagine how using color and CSS transitions can produce a smooth change from the list page to the demo page, and enable the window control buttons to blend in with the rest of the app’s interface.

Dragging the window

Now, getting rid of the title bar entirely does have an important accessibility consequence: it’s much more difficult to move the application window around.

Users can drag and click their way to a sizable area in the title bar, but when using the Window Controls Overlay feature, they are limited to where the control buttons are, and must carefully place their fingers in between these buttons to move the window.

Fortunately, this can be fixed using CSS with the app-region property. This property is, for now, only supported in Chromium-based browsers and needs the -webkit- vendor prefix. 

We can use the following to make any feature of the app a dragging target for the window:

-webkit-app-region: drag;

It is also possible to explicitly make an element non-draggable:

-webkit-app-region: no-drag; 

These choices might be beneficial to us. We can make the entire header a dragging target, but make the search field and NEW button within it non-draggable so they can still be used as normal.

However, because the editor page doesn’t display the header, users wouldn’t be able to drag the window while editing code. Let’s take a different strategy, then. We’ll create another element before our header, also absolutely positioned, and dedicated to dragging the window.

...

.drag { position: absolute; top: 0; width: 100%; height: env(titlebar-area-height, 0); -webkit-app-region: drag;}

With the above code, we’re making the draggable area span the entire viewport width, and using the titlebar-area-height variable to make it as tall as what the title bar would have been. This way, our draggable area is aligned with the window control buttons as shown below.

And, now, to make sure our search field and button remain usable:

header .search,header .new { -webkit-app-region: no-drag;}

Users can click and drag where the title bar used to be using the above code. It is an area that users expect to be able to use to move windows on desktop, and we’re not breaking this expectation, which is good.

Adapting to window resize

It may be useful for an app to know both whether the window controls overlay is visible and when its size changes. The search field, logo, and button would need to be pushed down a little bit if the user made the window very narrow.

The Window Controls Overlay feature comes with a JavaScript API we can use to do this: navigator.windowControlsOverlay.

The API offers three intriguing features:

• navigator.windowControlsOverlay.visiblelets us know whether the overlay is visible.
• navigator.windowControlsOverlay.getBoundingClientRect()lets us know the position and size of the title bar area.
• navigator.windowControlsOverlay.ongeometrychangeenables us to determine changes in size or visibility.

Let’s use this to be aware of the size of the title bar area and move the header down if it’s too narrow.

if (navigator.windowControlsOverlay) { navigator.windowControlsOverlay.addEventListener('geometrychange', () => { const { width } = navigator.windowControlsOverlay.getBoundingClientRect(); document.body.classList.toggle('narrow', width < 250); });}

In the example above, we set the narrow class on the body of the app if the title bar area is narrower than 250px. We could do something similar with a media query, but using the windowControlsOverlay API has two advantages for our use case:

• It’s only fired when the feature is supported and used, we don’t want to adapt the design otherwise.
• The title bar area is different for different operating systems, which is great because Mac and Windows have different title bar sizes. Using a media query wouldn’t make it possible for us to know exactly how much space remains.

.narrow header { top: env(titlebar-area-height, 0); left: 0; width: 100%;}

When the window is too small, we can move the header down using the above CSS code to avoid hitting the window control buttons, and we can also lower the thumbnails accordingly.

Thirty pixels of exciting design opportunities

Our straightforward demo app was transformed into something that felt much more connected to desktop devices by using the Window Controls Overlay feature. Something that reaches out of the usual window constraints and provides a custom experience for its users.

In reality, this feature only gives us about 30 more pixels of room and presents challenges when using the window controls. And yet, this extra room and those challenges can be turned into exciting design opportunities.

More devices of all shapes and forms get invented all the time, and the web keeps on evolving to adapt to them. To make it easier for us, web authors, to integrate more and more deeply with those devices, new features are added to the web platform. From watches or foldable devices to desktop computers, we need to evolve our design approach for the web. We can now think beyond the rectangular box when building for the web.

So let’s embrace this. Let’s use the standard technologies already at our disposal, and experiment with new ideas to provide tailored experiences for all devices, all from a single codebase!

If you have the chance to try the Window Controls Overlay feature and have feedback on it, you can open issues in the spec’s repository. It’s still early in the development of this feature, and you can help make it even better. You can also check out this demo app and its source code, or the feature’s existing documentation.

However, we’re still very far from this perfect.

At the time, I didn’t realize yet how to functionally combine morality. Yes, I did discover some tools in past projects that had worked for me, such as using checklists, notion monitoring, and “dark fact” sessions, but I wasn’t able to use them in every task. I was still struggling for time and support, and at best I had only partially achieved a higher ( moral ) quality of design—which is far from my definition of structurally integrated.

I made a deeper investigation into the causes of business failure that prevent us from practicing social style every day. Today, after much research and experimentation, I believe that I’ve found the code that will let us functionally combine morality. And it’s amazingly easy! However, we must second move out to understand what we’re going through.

Control the program

Unfortunately, we are confined to a capitalist system that fosters commercialism and inequality and is obsessed with the utopian dream of infinite growth. Sea levels, temperature, and our demand for energy continue to rise unquestioned, while the divide between rich and poor continues to increase. Owners expect ever-higher returns on their investments, and firms feel forced to set short-term goals that reflect this. Over the past few decades, those goals have transformed our well-meaning human-centered mentality into a potent tool that encourages ever-higher levels of consumption. When we’re working for an organization that pursues “double-digit growth” or “aggressive sales targets” ( which is 99 percent of us ), that’s very hard to resist while remaining human friendly. We’re a part of the problem, despite our best efforts and the fact that we like to claim that we provide solutions for people.

What can we do to alter this?

We may start by acting on the appropriate level of the system. A technique thinker named Donna H. Meadows after outlined ways to influence a system in terms of effectiveness. When you apply these to style, you get:

You can change things like usability ratings or the number of design critiques at the least effective level. But none of that may change the direction of a business.
• Similarly, affecting buffers ( such as team budgets ), stocks ( such as the number of designers ), flows ( such as the number of new hires ), and delays ( such as the time that it takes to hear about the effect of design ) won’t significantly affect a company.
• A business can improve its ability to achieve its goals by concentrating instead on administration control, employee recognition, or design-system purchases. But that doesn’t alter the goals themselves, which means that the business will also work against your ethical-design ideals.
• The change of honest methods, toolkits, articles, conferences, workshops, and other topics are what most ethical-design initiatives are currently focusing on at the next level, details flows. This is also where moral style has remained largely theoretical. We’ve been focusing on the wrong level of the system all this day.
• Take, for instance, the regulations; they consistently outwit information. There can be commonly accepted guidelines, such as how fund works, or a sprint group’s concept of done. However, illegal laws meant to keep income, frequently revealed through comments like” the customer didn’t request for it” or “don’t make it too big” is also smother social style.
• Changing the rules without holding official energy is extremely difficult. That’s why the next stage is thus important: self-organization. Bottom-up initiatives, love projects, self-steering teams, and experiment all contribute to a company’s resilience and creativity. It’s precisely this diversity of viewpoints that’s needed to functionally address major structural issues like materialism, money injustice, and climate change.
• But goals and measures are even more powerful than self-organization. Our businesses want to make more money, which means that everything and everyone in the business does their best to… make the company more money. And when I realized that profit is nothing more than a measurement, I understood how important a very particular, defined measurement may be toward pushing a company in a specific direction.

What is the conclusion? If we truly want to incorporate ethics into our daily design practice, we must first change the measurable objectives of the company we work for, from the bottom up.

Redefine success

Traditionally, we consider a product or service successful if it’s desirable to humans, technologically feasible, and financially viable. You tend to see these represented as equals, if you type the three words in a search engine, you’ll find diagrams of three equally sized, evenly arranged circles.

However, we all know that the three dimensions are not equally important: viability is ultimately what determines whether a product will go live. So a more realistic representation might look like this:

The means are feasibility and desire, while viability is the objective. Companies—outside of nonprofits and charities—exist to make money.

A genuinely purpose-driven company would try to reverse this dynamic: it would recognize finance for what it was intended for: a means. Therefore, both feasibility and viability are important factors in the company’s efforts to accomplish what they stated. It makes intuitive sense: to achieve most anything, you need resources, people, and money. Fun fact: the Italian language does not distinguish between viability and feasibility; both are merely fattibilità.

But simply swapping viable for desirable isn’t enough to achieve an ethical outcome. Desirability is still linked to consumerism because the associated activities aim to identify what people want—whether it’s good for them or not. When it comes to a product’s desirability goals, such as user satisfaction or conversion, don’t take into account whether it is good for people. They don’t prevent us from creating products that distract or manipulate people or stop us from contributing to society’s wealth inequality. They are ineffective for maintaining a healthy relationship with nature.

There’s a fourth dimension of success that’s missing: our designs also need to be ethical in the effect that they have on the world.

This is hardly a new idea. There are many variations of these models, some calling the fourth dimension accountability, integrity, or responsibility. What I’ve never seen before, however, is the necessary step that comes after: to influence the system as designers and to make ethical design more practical, we must create objectives for ethical design that are achievable and inspirational. There is no single way to accomplish this because it depends greatly on your country’s values, culture, and industry. But I’ll give you the version that I developed with a group of colleagues at a design agency. Consider it a template to get started.

Ensure social justice, equity, and sustainability.

We created objectives that address design’s effect on three levels: individual, societal, and global.

An objective on the individual level teaches us that success transcends the typical area of focus on usability and satisfaction, taking into account factors like how much time and effort are required from users. We pursued well-being:

We create products and services that allow for people’s health and happiness. Our solutions are non-misleading, transparent, and calm. We respect our users ‘ time, attention, and privacy, and help them make healthy and respectful choices.

We must consider our impact beyond the user, widening our focus to the economy, communities, and other indirect stakeholders, as a result of establishing an objective on the societal level. We called this objective equity:

We create products and services that have a positive social impact. We think of racial justice, racial justice, and the inclusion and diversity of people as teams, users, and customer segments. We listen to local culture, communities, and those we affect.

Finally, the global goal on the global level aims to keep us in harmony with our only true home, humanity. Referring to it simply as sustainability, our definition was:

We create products and services that reward sufficiency and reusability. Our solutions promote the circular economy by generating value from waste, reusing products, and giving priority to sustainable choices. We deliver functionality instead of ownership, and we limit energy use.

In essence, ethical design ( to us ) meant achieving the wellbeing of each user and an equitable value distribution within society through a design that can sustain our living planet. When we introduced these objectives in the company, for many colleagues, design ethics and responsible design suddenly became tangible and achievable through practical—and even familiar—actions.

Measure impact

However, it is still necessary to define these goals. What truly caught the attention of senior management was the fact that we created a way to measure every design project’s well-being, equity, and sustainability.

This overview provides examples of metrics you can use to measure your progress toward equity, well-being, and sustainability:

There’s a lot of power in measurement. As the saying goes, what gets measured gets done. This example was once shared by Donella Meadows:

” If the desired system state is national security, and that is defined as the amount of money spent on the military, the system will produce military spending. It may or may not lead to national security.

This phenomenon explains why desirability is a poor indicator of success: it’s typically defined as the increase in customer satisfaction, session length, frequency of use, conversion rate, churn rate, download rate, and so on. But none of these metrics increase the health of people, communities, or ecosystems. What if we instead used metrics for ( digital ) well-being, like ( reduced ) screen time or software energy consumption, to measure success?

There’s another important message here. If we set an objective to create a calm interface, we might still end up with a screen that makes people anxious, even if we set the wrong metric for calmness, such as the number of interface elements. Choosing the wrong metric can completely undo good intentions.

Additionally, choosing the right metric is enormously helpful in focusing the design team. You are forced to consider what success looks like in real life and how you can demonstrate that you have met your ethical goals once you have chosen the metrics to use. It also forces you to consider what we as designers have control over: what can I include in my design or change in my process that will lead to the right type of success? The response to this query provides a lot of focus and clarity.

And finally, it’s good to remember that traditional businesses run on measurements, and managers love to spend much time discussing charts ( ideally hockey-stick shaped ) —especially if they concern profit, the one-above-all of metrics. For good or ill, to improve the system, to have a serious discussion about ethical design with managers, we’ll need to speak that business language.

daily ethical design

Once you’ve defined your objectives and you have a reasonable idea of the potential metrics for your design project, only then do you have a chance to structurally practice ethical design. Making the decision to” simply” use your imagination and pick one of the many resources and knowledge resources at your disposal.

I think this is quite exciting! It opens a whole new set of challenges and considerations for the design process. Would a brief illustration suffice, or should you go with that enticing video? Which typeface is the most calm and inclusive? What brand-new equipment and techniques do you employ? When is the website’s end of life? How can you provide the same service while requiring less attention from users? How can you ensure that those who are impacted by decisions are present when they are made? How can you measure our effects?

What doing good design means will be completely altered by the new definition of success.

There is, however, a final piece of the puzzle that’s missing: convincing your client, product owner, or manager to be mindful of well-being, equity, and sustainability. For this, it’s essential to engage stakeholders in a dedicated kickoff session.

Kick it off or return to the pre-existing situation.

The kickoff is the most important meeting that can be so easy to forget to include. There are two main stages in it: 1 ) coordinating expectations; 2 ) defining success as a goal.

In the first phase, the entire ( design ) team goes over the project brief and meets with all the relevant stakeholders. Everyone gets to know one another and express their expectations on the outcome and their contributions to achieving it. Possumptions are raised and discussed. The aim is to get on the same level of understanding and to in turn avoid preventable miscommunications and surprises later in the project.

For instance, we conducted an online kickoff meeting with the client, a subject-matter expert, and two other designers for a recent freelance project that aimed to create a digital platform that facilitates US student advisors ‘ documentation and communication. We used a combination of canvases on Miro: one with questions from” Manual of Me” ( to get to know each other ), a Team Canvas ( to express expectations ), and a version of the Project Canvas to align on scope, timeline, and other practical matters.

The above is the traditional purpose of a kickoff. However, agreeing on what success means for the project in terms of desirability, viability, feasibility, and ethics is just as crucial as expressing expectations. What are the objectives in each dimension?

It’s crucial to reach an understanding of what success means at this early stage because you can depend on it for the duration of the project. If, for example, the design team wants to build an inclusive app for a diverse user group, they can raise diversity as a specific success criterion during the kickoff. If the client agrees, the team can refer back to that promise throughout the project. To create a successful product, we agreed in our first meeting that a diverse user group that includes A and B is necessary. So we do activity X and follow research process Y”. Compare those odds to a situation where the team had to ask for permission halfway through the project and didn’t agree to it in advance. The client might argue that that came on top of the agreed scope—and she’d be right.

In the case of this freelance project, to define success I prepared a round canvas that I call the Wheel of Success. It consists of a set of outer rings and an inner ring, which are intended to capture ideas for measuring those objectives. The rings are divided into five dimensions of successful design: healthy, equitable, sustainable, desirable, feasible, and viable.

We recorded ideas on digital sticky notes as we traversed each dimension. Then we discussed our ideas and verbally agreed on the most important ones. For example, our client agreed that sustainability and progressive enhancement are important success criteria for the platform. Additionally, the subject-matter expert stressed the value of involving students from underprivileged and low-income groups in the design process.

After the kickoff, we summarized our ideas and shared understanding in a project brief that captured these aspects:

the project’s history and purpose: Why do we work on this project?
• the problem definition: what do we want to solve?
• the concrete goals and metrics for each success dimension: what do we want to achieve?
• the objectives, procedures, and role descriptions: how will we accomplish them?

With such a brief in place, you can use the agreed-upon objectives and concrete metrics as a checklist of success, and your design team will be ready to pursue the right objective—using the tools, methods, and metrics at their disposal to achieve ethical outcomes.

Conclusion

A number of my coworkers have questioned me over the past year,” Where do I begin with ethical design?” My answer has always been the same: organize a session with your stakeholders to ( re ) define success. Even though you might not always be 100 percent successful in agreeing on goals that cover all responsibility objectives, that beats the alternative ( the status quo ) every time. There’s no skipping this step if you want to be an ethical, responsible designer.

To be even more specific: if you consider yourself a strategic designer, your challenge is to define ethical objectives, set the right metrics, and conduct those kick-off sessions. If you think of yourself as a system designer, your first step should be to understand how your industry contributes to consumerism and inequality, how finance drives business, and how to think about how to use the system to exert the most influence. Then redefine success to create the space to exercise those levers.

And for those who consider themselves service designers or UX designers or UI designers: if you truly want to have a positive, meaningful impact, stay away from the toolkits and meetups and conferences for a while. Gather your coworkers and instead define design goals for well-being, equity, and sustainability. Engage your stakeholders in a workshop and challenge them to think of ways to achieve and measure those ethical goals. Give them their opinions, make them known and understandable, ask for their consent, and expect them to follow through with it.

Otherwise, I’m genuinely sorry to say, you’re wasting your precious time and creative energy.

Of course, engaging your stakeholders in this way can be uncomfortable. Many of my coworkers had questions to ask, such as” Will they take this seriously”?,” Will they take it seriously?” and “Can’t we just do it within the design team instead”? In fact, a product manager once asked me why ethics couldn’t just be a structured part of the design process—to just do it without spending the effort to define ethical objectives. It’s a tempting thought, isn’t it? We wouldn’t have to have difficult discussions with stakeholders about what values or which key-performance indicators to pursue. It would let us focus on what we like and do best: designing.

That’s not enough, as systems theory suggests, though. For those of us who aren’t from marginalized groups and have the privilege to be able to speak up and be heard, that uncomfortable space is exactly where we need to be if we truly want to make a difference. We can’t continue to live in the design-for-designers bubble and enjoy our privileged working-from-home environment without access to the real world. For those of us who have the possibility to speak up and be heard: if we solely keep talking about ethical design and it remains at the level of articles and toolkits—we’re not designing ethically. It’s just theory. By challenging them to redefine success in business, we must actively engage with our coworkers and clients.

With a bit of courage, determination, and focus, we can break out of this cage that finance and business-as-usual have built around us and become facilitators of a new type of business that can see beyond financial value. We simply need to come to terms with the right goals when starting each design project, identify the appropriate metrics, and acknowledge that we already have everything in place. That’s what it means to do daily ethical design.

For their inspiration and support over the years, I would like to thank Emanuela Cozzi Schettini, José Gallegos, Annegret Bönemann, Ian Dorr, Vera Rademaker, Virginia Rispoli, Cecilia Scolaro, Rouzbeh Amini, and many others.

The mobile-first design approach is excellent because it concentrates on what the customer truly needs, is well-practiced, and has become a standard design practice for years. But developing your CSS mobile-first should also be wonderful, too…right?

Well, not necessarily. Classic mobile-first CSS development is based on the principle of overwriting style declarations: you begin your CSS with default style declarations, and overwrite and/or add new styles as you add breakpoints with min-width media queries for larger viewports (for a good overview see “What is Mobile First CSS and Why Does It Rock?”). But all those exceptions create complexity and inefficiency, which in turn can lead to an increased testing effort and a code base that’s harder to maintain. Admit it—how many of us willingly want that?

Mobile-first CSS may yet be the best option for your own projects, but you need to first determine how ideal it is in light of the physical design and user interactions you’re working on. To help you get started, here’s how I go about tackling the elements you need to watch for, and I’ll discuss some alternative remedies if mobile-first doesn’t seem to fit your job.

merits of mobile-first technology

Some of the benefits of mobile-first CSS creation, and why it’s been the de facto growth strategy for so long, make a lot of sense:

Development pyramid. A good development hierarchy is one thing you definitely get from mobile-first; you just concentrate on the cellular view and start developing.

tested and verified. It’s a tried and tested technique that’s worked for years for a cause: it solves a problem actually also.

prioritizes the smart see. The mobile view is the simplest and arguably the most significant because it covers all the crucial user journeys and frequently accounts for a higher proportion of user visits ( depending on the project ) ).

Inhibits desktop-centric growth. It can be tempting to first focus on the desktop perspective because desktop computers are used for growth. No one wants to spend their time retrofitting a desktop-centric website to function on mobile devices, but thinking about smart from the beginning prevents us from getting stuck in the future!

Drawbacks of mobile-first

Model declarations can be set at higher breakpoints and finally overwritten at higher breakpoints:

More breadth. The farther up the target order you go, the more unnecessary password you inherit from lower thresholds.

higher CSS precision A school name declaration with a restored default value for a style has a higher specificity today. This can be a pain on big projects when you want to preserve the CSS candidates as simple as possible.

Requires more analysis tests. All higher thresholds must be regression tested if modifications to CSS at a lower watch ( such as adding a new style ) are required.

The browser can’t prioritize CSS downloads. At wider breakpoints, classic mobile-first min-width media queries don’t leverage the browser’s capability to download CSS files in priority order.

Property price issue: override

There is nothing intrinsically wrong with overwriting beliefs, CSS was designed to do just that. Even so, inheriting wrong principles can be laborious and ineffective. When you need to replace styles to restore them to their defaults, which may cause issues after, especially if you’re using a combination of bespoke CSS and energy classes, does this also lead to more style specificity. We won’t be able to use a power school for a design that has been restore with a higher precision.

With this in mind, I’m developing CSS with a focus on the default values much more these days. Since there’s no specific order, and no chains of specific values to keep track of, this frees me to develop breakpoints simultaneously. I concentrate on finding common styles and isolating the specific exceptions in closed media query ranges (that is, any range with a max-width set). 

As you can view each target as a blank slate, this technique opens up some opportunities. If a product’s layout appears to be based on Flexbox at all breakpoints, that is acceptable and can be coded in the definition style sheet. But if it looks like Grid would be much better for large windows and Flexbox for portable, these can both be done entirely freely when the CSS is put into finished media keyword ranges. Additionally, developing simultaneously requires you to have a thorough understanding of any given component in all breakpoints right away. This can help identify issues in the design more quickly during the development process. We don’t want to get stuck down a rabbit hole building a complex component for mobile, and then get the designs for desktop and find they are equally complex and incompatible with the HTML we created for the mobile view!

Although this strategy won’t work for everyone, I urge you to try it. Responsively App, Blisk, and many others are among the many tools available to assist with concurrent development.

Having said that, I don’t feel the order itself is particularly relevant. Stick to the classic development order if you like to concentrate on the mobile view, understand the requirements for other breakpoints, and prefer to work on multiple devices at once. It’s crucial to find common styles and exceptions in the appropriate stylesheet, which is a manual tree-shaking procedure! Personally, I find this a little easier when working on a component across breakpoints, but that’s by no means a requirement.

In practice, closed media query ranges

We overwrite the styles in the traditional mobile-first CSS, but media query ranges can be used to prevent this. To illustrate the difference ( I’m using SCSS for brevity ), let’s assume there are three visual designs:

• smaller than 768
• from 768 to less than 1024
• 1024 and anything larger

Take a simple example where a block-level element has a default padding of “20px,” which is overwritten at tablet to be “40px” and set back to “20px” on desktop.

.my-block { padding: 20px; @media (min-width: 768px) { padding: 40px; } @media (min-width: 1024px) { padding: 20px; }}

.my-block { padding: 20px; @media (min-width: 768px) and (max-width: 1023.98px) { padding: 40px; }}

The subtle difference is that the mobile-first example sets the default padding to “20px” and then overwrites it at each breakpoint, setting it three times in total. In contrast, the second example sets the default padding to “20px” and only overrides it at the relevant breakpoint where it isn’t the default value (in this instance, tablet is the exception).

The goal is to: 

• Only set styles when needed. 
• Not set them with the expectation of overwriting them later on, again and again. 

To this end, closed media query ranges are our best friend. If we need to make a change to any given view, we make it in the CSS media query range that applies to the specific breakpoint. We’ll be much less likely to introduce unwanted alterations, and our regression testing only needs to focus on the breakpoint we have actually edited. 

Taking the above example, if we find that .my-block spacing on desktop is already accounted for by the margin at that breakpoint, and since we want to remove the padding altogether, we could do this by setting the mobile padding in a closed media query range.

.my-block {  @media (max-width: 767.98px) {    padding: 20px;  }  @media (min-width: 768px) and (max-width: 1023.98px) {    padding: 40px;  }}

The browser default padding for our block is “0,” so instead of adding a desktop media query and using unset or “0” for the padding value (which we would need with mobile-first), we can wrap the mobile padding in a closed media query (since it is now also an exception) so it won’t get picked up at wider breakpoints. At the desktop breakpoint, we won’t need to set any padding style, as we want the browser default value.

Bundling versus separating the CSS

Back in the day, keeping the number of requests to a minimum was very important because the browser's concurrent requests limit (typically around six ) was high. In consequence, using image sprites and CSS bundling was the norm, with all the CSS being downloaded as a single stylesheet with the highest priority.

With HTTP/2 and HTTP/3 now on the scene, the number of requests is no longer the big deal it used to be. By using a media query, we can separate the CSS into several files. The obvious benefit of this is that the browser can now request the CSS it currently requires with a higher priority than the CSS it doesn't. This is more performant and can reduce the overall time page rendering is blocked.

What version of HTTP do you use?

Go to your website and open your browser's dev tools to find out which version of HTTP you're using. Next, select the Network tab and make sure the Protocol column is visible. If "h2" is included in the protocol list, that indicates that HTTP/2 is being used.

Note: To check the Protocol column in your browser's dev tools, right-click any column header ( such as Name ), go to the Network tab, reload your page, and then check the Protocol column.

Also, if your website is still using HTTP/1... WHY?! What are you waiting for? The HTTP/2 user support is excellent.

splitting the CSS

Separating the CSS into individual files is a worthwhile task. Linking the separate CSS files using the relevant media attribute allows the browser to identify which files are needed immediately (because they’re render-blocking) and which can be deferred. Based on this, it allocates each file an appropriate priority.

In the following example of a website visited on a mobile breakpoint, we can see the mobile and default CSS are loaded with" Highest" priority, as they are currently needed to render the page. In case they are needed later, the remaining CSS files ( print, tablet, and desktop ) are still being downloaded with" Lowest" priority, though they are still needed.

Before rendering can begin, the browser will need to download and parse the CSS file when using bundled CSS.

While, as noted, with the CSS separated into different files linked and marked up with the relevant media attribute, the browser can prioritize the files it currently needs. Using closed media query ranges allows the browser to do this at all widths, as opposed to classic mobile-first min-width queries, where the desktop browser would have to download all the CSS with Highest priority. We can’t assume that desktop users always have a fast connection. For instance, in many rural areas, internet connection speeds are still slow. 

Depending on project requirements, the media queries and the number of separate CSS files will vary from project to project, but the example below might look similar.

Depending on the project’s deployment strategy, a change to one file (mobile.css, for example) would only require the QA team to regression test on devices in that specific media query range. Compare that to the prospect of deploying the single bundled site.css file, an approach that would normally trigger a full regression test.

Moving on

The adoption of mobile-first CSS was a significant milestone in web development because it allowed front-end developers to concentrate on mobile web applications rather than creating websites for desktop use and attempting to retrofit them to work on other devices.

I don't think anyone wants to return to that development model again, but it's important we don't lose sight of the issue it highlighted: that things can easily get convoluted and less efficient if we prioritize one particular device—any device—over others. For this reason, it seems natural to concentrate on the CSS in its own right, keeping an eye on both the default setting and the exceptions. I've started to notice subtle simplifications in the CSS I write for myself as well as other developers, and that the testing and maintenance work is also a little more organized and effective.

In general, simplifying CSS rule creation whenever we can is ultimately a cleaner approach than going around in circles of overrides. However, whatever method you use, it must fit the project. For the reasons given, mobile-first may turn out to be the best option for the situation, but first you must fully comprehend the trade-offs you're entering.

In today’s data-driven environment, it’s becoming more and more possible for you to be asked to create a personal digital expertise, whether it’s a common website, consumer portal, or local application. However while there continues to be no lack of marketing buzz around personalization systems, we also have very few defined approaches for implementing personalized UX.

We enter that place. After completing tens of personalisation projects over the past few years, we gave ourselves a purpose: could you make a systematic personalization platform especially for UX practitioners? The Personalization Pyramid is a designer-centric framework for establishing human-centered personalization initiatives that cover data, classification, content delivery, and overall objectives. By using this strategy, you will be able to understand the core elements of a modern, UX-driven personalization system ( or at the very least know enough to get started ).

Getting Started

We’ll assume that you are already comfortable with the fundamentals of modern personalization for the purposes of this article. A nice guide can be found these: Website Personalization Planning. Although Graphic tasks in this field can take a variety of forms, they frequently start from the same place.

Common scenarios for starting a customisation task:

• Your business or client made a purchase to personalize their content management system ( CMS ), marketing automation platform ( MAP ), or other related technology.
• The CMO, CDO, or CIO has identified customisation as a target
• User data is unclear or disjointed.
• You are running some secluded targeting strategies or A/B tests
• On personalization method, partners disagree.
• Mandate of customer privacy rules ( e. g. GDPR ) requires revisiting existing user targeting practices

Regardless of where you begin, a powerful personalization system will require the same key building stones. These are the “levels” on the tower, as we’ve made them. Whether you are a UX artist, scholar, or planner, understanding the core components may help make your contribution effective.

From top to bottom, the rates include:

North Star: What larger geopolitical goal is the personalisation initiative pursuing?
1. Objectives: What are the specific, tangible benefits of the system?
2. Touchpoints: Where will you get a personal knowledge?
3. Contexts and Campaigns: What personalization information does the person view?
4. What constitutes a distinct, suitable audience? User Parts
5. Actionable Data: What dependable and credible information is captured by our professional platform to generate personalization?
6. What more extensive set of data is conceivable ( as of right now in our environment ) for personalization?

We’ll go through each of these amounts in change. An associated deck of cards serves as an example of each level’s specific examples to make this more meaningful. We’ve found them helpful in customisation brainstorming periods, and will include cases for you here.

Starting at the Top

The elements of the pyramids are as follows:

North Star

What overall goal do you have with your personalization system ( big or small ) is a northern star. The North Star defines the (one ) overall mission of the personalization program. What are your goals, exactly? North Stars cast a ghost. The darkness is bigger the sun the bigger the sun. Example of North Starts may include:

Function: Use simple user inputs to optimize. Examples:” Raw” messages, basic search effects, system user settings and settings options, general flexibility, basic improvements
1. Feature: Self-contained personalisation component. Examples:” Cooked” notifications, advanced optimizations ( geolocation ), basic dynamic messaging, customized modules, automations, recommenders
2. User knowledge: Personal consumer experiences across various user flows and interactions. Examples: Email campaigns, landing pages, advanced messaging ( i. e. C2C chat ) or conversational interfaces, larger user flows and content-intensive optimizations ( localization ).
3. Solution: Highly distinctive, personalized solution experiences. Example: Standalone, branded encounters with personalization at their base, like the “algotorial” songs by Spotify quite as Discover Weekly.

Goals

Personalization can aid in developing with client intentions, just like it does with any great UX design. Goals are the military and quantifiable metrics that may prove the entire program is effective. A good place to begin is with your existing analytics and calculation software and metrics you can standard against. In some cases, fresh targets may be ideal. The most important thing to remember is that personalisation is more of a means of achieving an objective than a desired result. Common targets include:

• Conversion
• Time spent on work
• Net promoter score ( NPS)
• achievement of the client

Touchpoints

Touchpoints are where the personalisation happens. This will be one of your biggest areas of responsibility as a UX custom. The connections available to you will depend on how your personalization and associated technology features are instrumented, and should be rooted in improving a person’s experience at a certain point in the trip. Touchpoints can be multi-device ( mobile, in-store, website ), but they can also be more specific ( web banner, web pop-up, etc. ). Here are a few illustrations:

Channel-level touchpoints

• Email: Role
• Email opens at what time?
• In-store display ( JSON endpoint )
• Native app
• Search

Wireframe-level Touchpoints

• Web overlay
• Web alert bar
• Web banner
• Web content block
• Web home page

If you’re designing for web interfaces, for example, you will likely need to include personalized “zones” in your wireframes. Based on our next step, context, and campaigns, the content for these can be presented programmatically in touchpoints.

Contexts and Campaigns

Once you’ve identified some touchpoints, you can decide what kind of personalized content a user will receive. Many personalization tools will refer to these as” campaigns” ( so, for example, a campaign on a web banner for new visitors to the website ). These will be displayed programmatically to specific user segments at specific touchpoints, as defined by user data. At this stage, we find it helpful to consider two separate models: a context model and a content model. The context helps you consider the user’s level of engagement at the personalization moment, such as when they are casually browsing information or deep-dive. Think of it in terms of information retrieval behaviors. The content model can then guide you in deciding what kind of personalization to use in the context ( for instance, an” Enrich” campaign that features related articles might be a good substitute for extant content ).

Personalization Context Model:

1. Browse
2. Skim
3. Nudge
4. Feast

Personalization Content Model

1. Alert
2. Make Easier
3. Cross-Sell
4. Enrich

We’ve written a lot more in depth about each of these models elsewhere, so be sure to check out Colin’s Personalization Content Model and Jeff’s Personalization Context Model.

User Groups

User segments can be created prescriptively or adaptively, based on user research ( e. g. via rules and logic tied to set user behaviors or via A/B testing ). You will need to think about how to treat the unidentified or first-time visitor, the guest or returning visitor for whom you may have a stateful cookie ( or an equivalent post-cookie identifier ), or the logged-in visitor who is authenticated. Here are some examples from the personalization pyramid:

• Unknown
• Guest
• Authenticated
• Default
• Referred
• Role
• Cohort
• Unique ID

Actionable Data

Every organization with any digital presence has data. It’s a matter of examining what user data you can ethically collect, its inherent reliability and value, and how you can use it ( sometimes referred to as “data activation” ). Fortunately, the tide is turning to first-party data: a recent study by Twilio estimates some 80 % of businesses are using at least some type of first-party data to personalize the customer experience.

First-party data has a number of benefits on the user experience front, including being relatively simple to collect, more likely to be accurate, and less susceptible to the” creep factor” of third-party data. So a key part of your UX strategy should be to determine what the best form of data collection is on your audiences. Here are a few illustrations:

There is a progression of profiling when it comes to recognizing and making decisioning about different audiences and their signals. As time and confidence and data volume increase, it varies to more granular constructs about smaller and smaller cohorts of users.

While some combination of implicit / explicit data is generally a prerequisite for any implementation ( more commonly referred to as first party and third-party data ) ML efforts are typically not cost-effective directly out of the box. This is because optimization requires a strong content repository and data backbone. But these approaches should be considered as part of the larger roadmap and may indeed help accelerate the organization’s overall progress. At this point, you will typically work with important stakeholders and product owners to create a profiling model. The profiling model includes defining approach to configuring profiles, profile keys, profile cards and pattern cards. a scalable, multi-faceted approach to profiling.

Pulling it Together

The cards serve as the foundation for an inventory of sorts ( we provide blanks for you to tailor your own ), a set of potential levers and motivations for the kind of personalization activities you aspire to deliver, but they are more valuable when grouped together.

In assembling a card “hand”, one can begin to trace the entire trajectory from leadership focus down through a strategic and tactical execution. It serves as the foundation for the workshops that both co-authors have conducted to build a program backlog, which would make a good article topic.

In the meantime, what is important to note is that each colored class of card is helpful to survey in understanding the range of choices potentially at your disposal, it is threading through and making concrete decisions about for whom this decisioning will be made: where, when, and how.

Lay Down Your Cards

Any effective personalization plan must take into account near, middle, and long-term objectives. Even with the leading CMS platforms like Sitecore and Adobe or the most exciting composable CMS DXP out there, there is simply no “easy button” wherein a personalization program can be stood up and immediately view meaningful results. Having said that, all personalization activities follow the same grammatical convention, just like every sentence contains both nouns and verbs. These cards attempt to map that territory.

Humility, a writer’s most important quality, has a great circle to it. What about sincerity, an business manager’s important value? Or a doctor’s? Or a teacher’s? They all have fantastic sounds. When humility is our guiding light, the course is usually available for fulfillment, development, relation, and commitment. We’re going to speak about why in this section.

That said, this is a guide for developers, and to that conclusion, I’d like to begin with a story—well, a voyage, actually. It’s a personal one, and I’m going to make myself susceptible as well. I call it:

The Ludicrous Pate of Justin: A Tale

When I was coming out of arts school, a long-haired, goateed novice, write was a known quantity to me, design on the web, however, was riddled with complexities to understand and learn, a problem to be solved. Although I had formal training in typography, layout, and creative design, what piqued my interest was how these traditional skills could be applied to a young modern landscape. This theme may eventually form the rest of my profession.

But I drained HTML and JavaScript novels into the wee hours of the morning and self-taught myself how to code during my freshman year rather than student and go into print like many of my companions. I wanted—nay, needed—to better understand the underlying relevance of what my design decisions may think when rendered in a website.

The so-called” Wild West” of website design was the late 1990s and early 2000s. Manufacturers at the time were all figuring out how to use layout and visual connection to the online environment. What were the guidelines? How may we break them and also engage, entertain, and present information? How was my values, which include modesty, respect, and connection, coincide with that on a more general level? I was eager to find out.

Even though I’m referring to a different time, those are amazing factors between non-career relationships and the world of style. What are your main passions, or ideals, that elevate medium? The main themes are the same, basically the same as what we previously discussed on the primary parallels between what fulfills you, independent of the physical or digital realms.

First within tables, animated GIFs, Flash, then with Web Standards, divs, and CSS, there was personality, raw unbridled creativity, and unique means of presentment that often defied any semblance of a visible grid. Splash screens and “browser requirement” pages aplenty. Usability and accessibility were typically victims of such a creation, but such paramount facets of any digital design were largely (and, in hindsight, unfairly) disregarded at the expense of experimentation.

For instance, this iteration of my personal portfolio site (” the pseudoroom” ) from that time was experimental if not a little overt in terms of visualizing how the idea of a living sketchbook was conveyed. Quite skeuomorphic. On this one, we would first picture and then slip a Photoshop record back and forth to trap things up and play with various customer interactions. I co-founded the creative task organizing app Milanote and my dear friend, fellow designer Marc Clancy. Finally, I’d break it down and script it into a modern layout.

Along with pattern book pieces, the site even offered free downloads for Mac OS customizations: pc wallpapers that were successfully design experimentation, custom-designed typefaces, and desktop icons.

GUI Galaxy was a design, pixel art, and Mac-centric news portal that graphic designer friends and I developed from the beginning.

Design news portals were incredibly popular at the time, and they now accept tweet-sized, small-format excerpts from relevant news from the categories I previously covered. If you took Twitter, curated it to a few categories, and wrapped it in a custom-branded experience, you’d have a design news portal from the late 90s / early 2000s.

We as designers had changed and developed a bandwidth-sensitive, award-winning, much more accessibility-conscious website. Still ripe with experimentation, yet more mindful of equitable engagement. There are a few content panes here, with both Mac-focused news and general news (tech, design ) to be seen. We also offered many of the custom downloads I cited before as present on my folio site but branded and themed to GUI Galaxy.

The presentation layer consists of international design, illustration, and news author collaboration, and the backbone of the website was a homegrown CMS. And the collaboration effort here, in addition to experimentation on a’ brand’ and content delivery, was hitting my core. We were creating a global audience by creating something bigger than just one of us.

Collaboration and connection transcend medium in their impact, immensely fulfilling me as a designer.

Why am I taking you on this journey of design memory lane, now? Two reasons.

First, there’s a reason for the nostalgia for that design era ( the” Wild West” era, as I put it ): the inherent exploration, personality, and creativity that dominated many design portals and personal portfolio websites. Ultra-finely detailed pixel art UI, custom illustration, bespoke vector graphics, all underpinned by a strong design community.

The web design industry has experienced a period of stagnation in recent years. I suspect there’s a strong chance you’ve seen a site whose structure looks something like this: a hero image / banner with text overlaid, perhaps with a lovely rotating carousel of images ( laying the snark on heavy there ), a call to action, and three columns of sub-content directly beneath. Perhaps there are selections that vaguely relate to their respective content in an icon library.

Design, as it’s applied to the digital landscape, is in dire need of thoughtful layout, typography, and visual engagement that goes hand-in-hand with all the modern considerations we now know are paramount: usability. accessibility. Load times and bandwidth- sensitive content delivery. A user-friendly presentation that connects with people wherever they are. We must be mindful of, and respectful toward, those concerns—but not at the expense of creativity of visual communication or via replicating cookie-cutter layouts.

Pixel Issues

Websites during this period were often designed and built on Macs whose OS and desktops looked something like this. Although Mac OS 7.5 is available, 8 and 9 are not very different.

How could any single icon, at any given moment, stand out and grab my attention? That is a fascinating question. In this example, the user’s desktop is tidy, but think of a more realistic example with icon pandemonium. Or, let’s say an icon was a part of a larger system group ( fonts, extensions, control panels ): how did it maintain cohesion within the group as well?

These were 32 x 32 pixel creations, utilizing a 256-color palette, designed pixel-by-pixel as mini mosaics. Under such absurd constraints, this seemed to me to be the embodiment of digital visual communication. And often, ridiculous restrictions can yield the purification of concept and theme.

So I started doing my homework and conducting my research. I was a student of this new medium, hungry to dissect, process, discover, and make it my own.

I wanted to see how I could use that 256-color palette to push the boundaries of a 32×32 pixel grid, expanding upon the idea of exploration. Those ridiculous constraints forced a clarity of concept and presentation that I found incredibly appealing. The challenge of throwing the digital gauntlet had been thrown at me. And so, in my dorm room into the wee hours of the morning, I toiled away, bringing conceptual sketches into mini mosaic fruition.

These are some of my creations that I made using ResEdit, the only program I had at the time, to create icons. ResEdit was a clunky, built-in Mac OS utility not really made for exactly what we were using it for. Research is at the center of all of this work. Challenge. solving problems. Again, these core connection-based values are agnostic of medium.

There’s one more design portal I want to talk about, which also serves as the second reason for my story to bring this all together.

This is the Kaliber 1000, or K10k, abbreviated. K10k was founded in 1998 by Michael Schmidt and Toke Nygaard, and was the design news portal on the web during this period. It was the ideal setting for me, my friend, with its pixel art-filled presentation, meticulous attention to detail, and many of the site’s more well-known designers who were invited to be news authors. With respect where respect is due, GUI Galaxy’s concept was inspired by what these folks were doing.

For my part, the combination of my web design work and pixel art exploration began to get me some notoriety in the design scene. K10k eventually figured out and added me as one of their very limited group of news writers to add content to the website.

Amongst my personal work and side projects —and now with this inclusion—in the design community, this put me on the map. Additionally, my design work has started to appear on other design news portals, as well as be published in various printed collections, in domestic and international magazines, and in various printed collections. With that degree of success while in my early twenties, something else happened:

I actually changed into a colossal asshole in about a year of school, not less. The press and the praise became what fulfilled me, and they went straight to my head. They inflated my ego. I actually felt somewhat superior to my fellow designers.

The casualties? My design stagnated. Its evolution, which is what I evolved, has stagnated.

I felt so supremely confident in my abilities that I effectively stopped researching and discovering. When I used to lead myself to iterate through concepts or sketches, I leaped right into Photoshop. I drew my inspiration from the smallest of sources ( and with blinders on ). My peers frequently vehemently disapproved of any criticism of my work. The most tragic loss: I had lost touch with my values.

My ego almost destroyed some of my friendships and blossoming professional relationships. I was toxic in talking about design and in collaboration. But thankfully, candor was a gift from those same friends. They called me out on my unhealthy behavior.

It was a gift I initially did not accept but which I, on the whole, was able to reflect on in depth. I was soon able to accept, and process, and course correct. Although the realization made me feel uneasy, the re-awakening was necessary. I let go of the “reward” of adulation and re-centered upon what stoked the fire for me in art school. Most importantly, I returned to my fundamental values.

Always Students

Following that temporary regression, I was able to advance in both my personal and professional design. And I could self-reflect as I got older to facilitate further growth and course correction as needed.

Let’s take the Large Hadron Collider as an example. The LHC was designed” to help answer some of the fundamental open questions in physics, which concern the basic laws governing the interactions and forces among the elementary objects, the deep structure of space and time, and in particular the interrelation between quantum mechanics and general relativity”. Thank you, Wikipedia.

Around fifteen years ago, in one of my earlier professional roles, I designed the interface for the application that generated the LHC’s particle collision diagrams. These diagrams are often regarded as works of art unto themselves because they depict what is actually happening inside the Collider during any given particle collision event.

Designing the interface for this application was a fascinating process for me, in that I worked with Fermilab physicists to understand what the application was trying to achieve, but also how the physicists themselves would be using it. In order to accomplish this, this role requires,

I cut my teeth on usability testing, working with the Fermilab team to iterate and improve the interface. To me, their language and the topics they discussed seemed foreign. And by making myself humble and working under the mindset that I was but a student, I made myself available to be a part of their world to generate that vital connection.

I also had my first ethnographic observational experience, which involved visiting the Fermilab location and observing how the physicists used the tool in their own environments, on their own terminals. For example, one takeaway was that due to the level of ambient light-driven contrast within the facility, the data columns ended up using white text on a dark gray background instead of black text-on-white. They could read through a lot of data at once and relieve their strain in the process. And Fermilab and CERN are government entities with rigorous accessibility standards, so my knowledge in that realm also grew. Another crucial form of communication was the barrier-free design.

So to those core drivers of my visual problem-solving soul and ultimate fulfillment: discovery, exposure to new media, observation, human connection, and evolution. I checked my ego before entering those values, which opened the door for those values.

An evergreen willingness to listen, learn, understand, grow, evolve, and connect yields our best work. I want to pay attention to the words “grow” and “evolve” in particular in that statement. If we are always students of our craft, we are also continually making ourselves available to evolve. Yes, we have years of practical design experience under our belt. Or the focused lab sessions from a UX bootcamp. Or the monogrammed portfolio of our work. Or, ultimately, decades of a career behind us.

However, with all that being said, experience does not make one an “expert.”

As soon as we close our minds via an inner monologue of’ knowing it all’ or branding ourselves a” #thoughtleader” on social media, the designer we are is our final form. There will never be a designer like us.

I am imaginative. What I do involves science. It is a secret. I don’t perform it as much as I let it be done by me.

I have a creative side. This tag is not appropriate for all creatives. Not all people see themselves in this manner. Some innovative individuals practice technology in their work. That is their perception, and I regard it. Perhaps I have a little bit of fear for them. However, my thinking and being are unique.

It distracts you to apologize and qualify in progress. That’s what my head does to destroy me. I’ll leave it alone for today. I may regret and then define. After I’ve said what I should have. Which is too difficult.

Except when it is simple and flows like a beverage valley.

Sometimes it does. Maybe I have to create something right away. I’ve learned to avoid saying it right away because they think you don’t work hard enough when you realize that sometimes the plan just comes along and it is the best plan and you know it is the best idea.

Maybe I work and work and work until the thought strikes me. Maybe it arrives right away and I don’t remind people for three weeks. Sometimes I get so excited about an thought that just came along that I blurt it out and didn’t stop myself. like a child who discovered a reward in a box of Cracker Jacks. I occasionally manage to get away with this. Yes, that is the best plan, but sometimes another people disagree. The majority of the time, they don’t, and I regret that joy has faded.

Passion should only be saved for the meet, when it matters. Certainly the informal get-together that comes before that meeting with two more discussions. Nothing understands why we hold these gatherings. We keep saying we’re getting rid of them, but we keep discovering new ways to get them. They occasionally yet are good. But occasionally they detract from the actual job. Depending on what you do and where you do it, the ratio between when conferences are valuable and when they are a sad distraction vary. And who you are and how you go about doing it. I’ll go back and forth once more. I am imaginative. That is the design.

Often, a lot of hours of diligent and diligent work ends up with something that is barely useful. Often I have to accept that and move on to the next task.

Don’t inquire about the procedure. I am imaginative.

I have a creative side. I have no power over my goals. And I have no control over my best tips.

I can nail ahead, fill in the blanks, or use graphics or information, which occasionally works. I can go for a move, which occasionally works. There is a Eureka, which has nothing to do with boiling pots and sizzling oil, and I may be making dinner. I frequently have a plan for action when I wake up. The idea that may have saved me disappears almost as frequently as I become aware and a part of the world once more as a thoughtless wind of oblivion. For imagination, in my opinion, comes from that other planet. the one that we enter in ambitions and, possibly, before and after death. But authors should be asking this, and I am not one of them. I am imaginative. Theologians should circulate mass armies throughout their artistic globe, which they claim to be true. But that is yet another diversion. And one that is sad. Possibly on a much bigger issue than whether or not I am creative. But this is still a departure from what I said when I came around.

Often the outcome is mitigation. And suffering. You are familiar with the adage” the tortured designer”? Even when the artist ( this place that noun in quotes ) attempts to write a sweet drink jingle, a call in a worn-out comedy, or a budget request, it’s true.

Some individuals who detest being called artistic perhaps been closeted artists, but that’s between them and their gods. No offence here. Your facts is also true. My needs are own, though.

Artists are recognized as artists.

Disadvantages are aware of cons, just like queers are aware of queers, just like real rappers are aware of actual rappers are aware of cons. People have a lot of regard for designers. We revere, follow, and nearly deify the great types. Of program, deifying any person is a dreadful error. We have been given warning. Better is what we are. We are aware of this. They argue, they are depressed, they regret their most important choices, they are weak and thirsty, they can be cruel, and they can be as terrible as we can because they are clay, just like us. But. But. However, they produce something incredible. They give birth to something that may not occur before them and couldn’t exist without. They are the inspirations ‘ mother. And since it’s only lying there, I suppose I should add that they are the inventor’s mother. Ba ho backside! Okay, that’s all said and done. Continue.

Because we compare our personal small accomplishments to those of the great ones, designers denigrate them. Wonderful video I‘m not Miyazaki, though. That is brilliance right now. That is glory straight out of the Bible. This unsatisfied small factor I created? It essentially fell off the turnip trailer. And the carrots weren’t actually new.

Artists is aware that they are at best Salieri. That is what Mozart’s creatives do, also.

I have a creative side. I haven’t worked in advertising in 30 years, but my previous artistic managers have been the ones who make my decisions. They are correct in doing so. When it really counts, my brain goes flat because I am too lazy and simplistic. No medication is available to treat artistic difficulties.

I have a creative side. Every experience I create has the potential to make Indiana Jones look older while snoring in a deck head. The more I pursue creativity, the faster I can complete my work, and the longer I obsess over my ideas and whizz around in circles before I can complete that task.

I can move ten times more quickly than those who aren’t imaginative, those who have just been creative for a short while, and those who have just had a short time of creative work. Only that I spend twice as long putting the job off as they do before I work ten times as quickly as they do. When I put my mind to it, I am so confident in my ability to do a fantastic work. I am completely dependent on the excitement rush of delay. I’m still so frightened of jumping.

I am hardly a painter.

I have a creative side. never a performer. Though as a boy, I had a dream that I would one day become that. Some of us criticize our abilities and fear our own accomplishments because we are not Michelangelos and Warhols. That is narcissism, but at least we don’t practice politicians.

I have a creative side. Despite my belief in reason and science, I make decisions based on my own senses and instincts. And bear witness to what comes next, both the successes and the catastrophes.

I have a creative side. Every word I’ve said these may irritate another artists who see things differently. Ask a question to two artists, and you’ll find three responses. No matter how we does think about it, our debate, our passion for it, and our responsibility to our own truth, at least in my opinion, are the best indications that we are creative.

I have a creative side. I lament my lack of taste in the areas of human knowledge that I know quite small, that is to say about everything. And I put my taste before everything else in the things that are most important to me, or perhaps more precisely, to my obsessions. Without my passions, I had probably have to spend time staring living in the eye, which almost none of us can do for very long. No seriously. Actually, not. Because so much in existence is intolerable if you really look at it.

I have a creative side. I think that when I’m gone, some of the good parts of me will stay in the head of at least one additional person, just like a family does.

Working frees me from worrying about my job.

I have a creative side. I fear that my little present will disappear.

I have a creative side. I’m too busy making the next thing to devote too much time to it, especially since practically everything I create did achieve the level of success I conceive of.

I have a creative side. I think there is the greatest secret in the process. I think it is so important that I’m actually foolish enough to publish an essay I wrote into a small machine without having to go through or edit it. I swear I didn’t accomplish this frequently. But I did it right away because I was even more frightened of forgetting what I was saying because I was afraid of you seeing through my sad gestures toward the beautiful.

There. I believe I said it correctly.

I’d like you to consider this a “yes … and” piece to complement Joe’s post. Instead of refuting everything he’s saying, I’m pointing out some areas where AI may produce real, positive impacts on people with disabilities. To be clear, I’m not saying that there aren’t real challenges or pressing problems with AI that need to be addressed; there are, and we’ve needed to address them, like, yesterday; instead, I want to take a moment to talk about what’s possible so that we can find it one day.

Other text

Joe’s article spends a lot of time examining how computer vision models can create other words. He raises a lot of legitimate points regarding the state of the world right now. And while computer-vision concepts continue to improve in the quality and complexity of information in their information, their benefits aren’t wonderful. He argues to be accurate that the state of image research is currently very poor, especially for some graphic types, in large part due to the lack of context-based analysis that exists in the AI systems ( which is a result of having separate “foundation” models for text analysis and image analysis ). Today’s models aren’t trained to distinguish between images that are contextually relevant ( should probably have descriptions ) and those that are purely decorative ( couldn’t possibly need a description ) either. However, I still think there’s possible in this area.

As Joe points out, far word authoring by human-in-the-loop should definitely be a thing. And if AI can intervene to provide a starting place for alt text, even if the swift might say What is this BS? That’s not correct at all … Let me try to offer a starting point— I think that’s a gain.

If we can specifically teach a design to consider image usage in context, it might be able to help us more swiftly distinguish between images that are likely to be beautiful and those that are more descriptive. That will help clarify which situations require image descriptions, and it will increase authors ‘ effectiveness in making their sites more visible.

While complex images—like graphs and charts—are challenging to describe in any sort of succinct way ( even for humans ), the image example shared in the GPT4 announcement points to an interesting opportunity as well. Let’s say you came across a map that merely stated the chart’s name and the type of representation it was:” Pie chart comparing smartphone use to have phone usage in US households making under$ 30, 000 annually.” ( That would be a pretty bad alt text for a chart because it would frequently leave many unanswered questions about the data, but let’s just assume that that was the description in place. ) If your website knew that that picture was a pie graph ( because an ship model concluded this ), imagine a world where people could ask questions like these about the creative:

• Would more people use smartphones or other types of phones?
• How many more?
• Is there a group of people that don’t fall into either of these containers?
• How many people are that?

For a moment, the chance to learn more about graphics and data in this way could be innovative for people who are blind and low vision as well as for those with various types of color blindness, cognitive impairments, and other issues. Putting aside the challenges of large language model ( LLM) hallucinations, where a model only makes up plausible-sounding “facts,” It could also be useful in educational contexts to help people who can see these charts, as is, to understand the data in the charts.

What if you could ask your browser to make a complicated chart simpler? What if you asked it to separate a single line from a line graph? What if you could ask your browser to transpose the colors of the different lines to work better for form of color blindness you have? What if you could ask it to switch colors for patterns? That seems like a possibility given the chat-based interfaces and our current ability to manipulate images in modern AI tools.

Now imagine a purpose-built model that could extract the information from that chart and convert it to another format. Perhaps it could convert that pie chart (or, better yet, a series of pie charts ) into more usable ( and useful ) formats, like spreadsheets, for instance. That would be incredible!

Matching algorithms

When Safiya Umoja Noble chose to put her book Algorithms of Oppression, she hit the nail on the head. Although her book focused on the ways that search engines can foster racism, I believe it to be equally accurate to say that all computer models have the potential to amplify conflict, bias, and intolerance. Whether it’s Twitter always showing you the latest tweet from a bored billionaire, YouTube sending us into a Q-hole, or Instagram warping our ideas of what natural bodies look like, we know that poorly authored and maintained algorithms are incredibly harmful. A large portion of this is a result of a lack of diversity in the people who design and construct them. However, when these platforms are built with inclusive features in mind, there is real potential for algorithm development to help people with disabilities.

Take Mentra, for example. They serve as a network of employment for people who are neurodivers. They employ an algorithm to match job seekers with potential employers based on more than 75 data points. On the job-seeker side of things, it considers each candidate’s strengths, their necessary and preferred workplace accommodations, environmental sensitivities, and so on. On the employer side, it takes into account each work environment, communication issues relating to each job, and other factors. Mentra made the decision to change the script when it came to traditional employment websites because it was run by neurodivergent people. They use their algorithm to propose available candidates to companies, who can then connect with job seekers that they are interested in, reducing the emotional and physical labor on the job-seeker side of things.

When more people with disabilities are involved in developing algorithms, this can lower the likelihood that these algorithms will harm their communities. That’s why diverse teams are so crucial.

Imagine that a social media company’s recommendation engine was tuned to analyze who you’re following and if it was tuned to prioritize follow recommendations for people who talked about similar things but who were different in some key ways from your existing sphere of influence. For instance, if you follow a group of white men who are not white or aren’t white and who also discuss AI, it might be wise to follow those who are also disabled or who are not white. If you followed its recommendations, you might learn more about what’s happening in the AI field. These same systems should also use their understanding of biases about particular communities—including, for instance, the disability community—to make sure that they aren’t recommending any of their users follow accounts that perpetuate biases against (or, worse, spewing hate toward ) those groups.

Other ways that AI can assist people with disabilities

I’m sure I could go on and on about using AI to assist people with disabilities, but I’m going to make this last section into a bit of a lightning round if I weren’t trying to put this together in between other tasks. In no particular order:

Voice preservation You may have been aware of the voice-prescribing options from Microsoft, Acapela, or others, or you may have seen the VALL-E paper or Apple’s announcement for Global Accessibility Awareness Day. It’s possible to train an AI model to replicate your voice, which can be a tremendous boon for people who have ALS ( Lou Gehrig’s disease ) or motor-neuron disease or other medical conditions that can lead to an inability to talk. We need to approach this tech responsibly because it has the potential to have a truly transformative impact, which is why it can also be used to create audio deepfakes.
• Voice recognition. Researchers like those in the Speech Accessibility Project are paying people with disabilities for their help in collecting recordings of people with atypical speech. As I type, they are actively seeking out people who have Parkinson’s and related conditions, and they intend to expand this list as the project develops. More people with disabilities will be able to use voice assistants, dictation software, and voice-response services as a result of this research, which will lead to more inclusive data sets that enable them to use their computers and other devices more effectively and with just their voices.
• Text transformation. The most recent generation of LLMs is capable of altering already-existing text without giving off hallucinations. This is incredibly empowering for those who have cognitive disabilities and who may benefit from text summaries or simplified versions, or even text that has been prepared for bionic reading.

The importance of diverse teams and data

Our differences must be acknowledged as important. The intersections of the identities that we exist in have an impact on our lived experiences. These lived experiences—with all their complexities ( and joys and pain ) —are valuable inputs to the software, services, and societies that we shape. Our differences must be reflected in the data we use to develop new models, and those who provide it need to be compensated for doing so. Stronger models can be created using inclusive data sets, which lead to more equitable outcomes.

Want a model that doesn’t demean or patronize or objectify people with disabilities? Make sure that the training data includes information about disabilities written by people with a range of disabilities.

Want a model that doesn’t speak in ableist language? You may be able to use existing data sets to build a filter that can intercept and remediate ableist language before it reaches readers. Despite this, AI models won’t soon replace human copy editors when it comes to sensitivity reading.

Want a copilot for coding that provides recommendations that are accessible after the jump? Train it on code that you know to be accessible.

I have no doubt that AI has the potential to harm people today, tomorrow, and long into the future. However, I also think we should acknowledge this and make thoughtful, thoughtful, and intentional changes to our approaches to AI that will reduce harm over time as well. Today, tomorrow, and well into the future.

Many thanks to Kartik Sawhney for supporting the development of this article, Ashley Bischoff for providing me with invaluable editorial support, and of course, Joe Dolson for the prompt.