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As a UX professional in today’s data-driven landscape, it’s increasingly likely that you’ve been asked to design a personalized digital experience, whether it’s a public website, user portal, or native application. Yet while there continues to be no shortage of marketing hype around personalization platforms, we still have very few standardized approaches for implementing personalized UX.

That’s where we come in. After completing dozens of personalization projects over the past few years, we gave ourselves a goal: could you create a holistic personalization framework specifically for UX practitioners? The Personalization Pyramid is a designer-centric model for standing up human-centered personalization programs, spanning data, segmentation, content delivery, and overall goals. By using this approach, you will be able to understand the core components of a contemporary, UX-driven personalization program (or at the very least know enough to get started). 

Getting Started

For the sake of this article, we’ll assume you’re already familiar with the basics of digital personalization. A good overview can be found here: Website Personalization Planning. While UX projects in this area can take on many different forms, they often stem from similar starting points.      

Common scenarios for starting a personalization project:

• Your organization or client purchased a content management system (CMS) or marketing automation platform (MAP) or related technology that supports personalization
• The CMO, CDO, or CIO has identified personalization as a goal
• Customer data is disjointed or ambiguous
• You are running some isolated targeting campaigns or A/B testing
• Stakeholders disagree on personalization approach
• Mandate of customer privacy rules (e.g. GDPR) requires revisiting existing user targeting practices

Regardless of where you begin, a successful personalization program will require the same core building blocks. We’ve captured these as the “levels” on the pyramid. Whether you are a UX designer, researcher, or strategist, understanding the core components can help make your contribution successful.  

From top to bottom, the levels include:

1. North Star: What larger strategic objective is driving the personalization program? 
2. Goals: What are the specific, measurable outcomes of the program? 
3. Touchpoints: Where will the personalized experience be served?
4. Contexts and Campaigns: What personalization content will the user see?
5. User Segments: What constitutes a unique, usable audience? 
6. Actionable Data: What reliable and authoritative data is captured by our technical platform to drive personalization?  
7. Raw Data: What wider set of data is conceivably available (already in our setting) allowing you to personalize?

We’ll go through each of these levels in turn. To help make this actionable, we created an accompanying deck of cards to illustrate specific examples from each level. We’ve found them helpful in personalization brainstorming sessions, and will include examples for you here.

Starting at the Top

The components of the pyramid are as follows:

North Star

A north star is what you are aiming for overall with your personalization program (big or small). The North Star defines the (one) overall mission of the personalization program. What do you wish to accomplish? North Stars cast a shadow. The bigger the star, the bigger the shadow. Example of North Starts might include: 

1. Function: Personalize based on basic user inputs. Examples: “Raw” notifications, basic search results, system user settings and configuration options, general customization, basic optimizations
2. Feature: Self-contained personalization componentry. Examples: “Cooked” notifications, advanced optimizations (geolocation), basic dynamic messaging, customized modules, automations, recommenders
3. Experience: Personalized user experiences across multiple interactions and user flows. Examples: Email campaigns, landing pages, advanced messaging (i.e. C2C chat) or conversational interfaces, larger user flows and content-intensive optimizations (localization).
4. Product: Highly differentiating personalized product experiences. Examples: Standalone, branded experiences with personalization at their core, like the “algotorial” playlists by Spotify such as Discover Weekly.

Goals

As in any good UX design, personalization can help accelerate designing with customer intentions. Goals are the tactical and measurable metrics that will prove the overall program is successful. A good place to start is with your current analytics and measurement program and metrics you can benchmark against. In some cases, new goals may be appropriate. The key thing to remember is that personalization itself is not a goal, rather it is a means to an end. Common goals include:

• Conversion
• Time on task
• Net promoter score (NPS)
• Customer satisfaction 

Touchpoints

Touchpoints are where the personalization happens. As a UX designer, this will be one of your largest areas of responsibility. The touchpoints available to you will depend on how your personalization and associated technology capabilities are instrumented, and should be rooted in improving a user’s experience at a particular point in the journey. Touchpoints can be multi-device (mobile, in-store, website) but also more granular (web banner, web pop-up etc.). Here are some examples:

Channel-level Touchpoints

• Email: Role
• Email: Time of open
• In-store display (JSON endpoint)
• Native app
• Search

Wireframe-level Touchpoints

• Web overlay
• Web alert bar
• Web banner
• Web content block
• Web menu

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

Contexts and Campaigns

Once you’ve outlined some touchpoints, you can consider the actual 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 programmatically be shown at certain touchpoints to certain user segments, 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 level of engagement of the user at the personalization moment, for example a user casually browsing information vs. doing a deep-dive. Think of it in terms of information retrieval behaviors. The content model can then help you determine what type of personalization to serve based on the context (for example, an “Enrich” campaign that shows related articles may be a suitable supplement to 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 extensively about each of these models elsewhere, so if you’d like to read more you can check out Colin’s Personalization Content Model and Jeff’s Personalization Context Model. 

User Segments

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). At a minimum you will likely need to consider how to treat the unknown or first-time visitor, the guest or returning visitor for whom you may have a stateful cookie (or equivalent post-cookie identifier), or the authenticated visitor who is logged in. 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 asking what data you can ethically collect on users, its inherent reliability and value, as to how can you use it (sometimes known 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 represents multiple advantages on the UX 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 some examples:

There is a progression of profiling when it comes to recognizing and making decisioning about different audiences and their signals. It tends to move towards more granular constructs about smaller and smaller cohorts of users as time and confidence and data volume grow.

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 a strong data backbone and content repository is a prerequisite for optimization. But these approaches should be considered as part of the larger roadmap and may indeed help accelerate the organization’s overall progress. Typically at this point you will partner with key stakeholders and product owners to design a profiling model. The profiling model includes defining approach to configuring profiles, profile keys, profile cards and pattern cards. A multi-faceted approach to profiling which makes it scalable.

Pulling it Together

While the cards comprise the starting point to an inventory of sorts (we provide blanks for you to tailor your own), a set of potential levers and motivations for the style of personalization activities you aspire to deliver, they are more valuable when thought of in a grouping. 

In assembling a card “hand”, one can begin to trace the entire trajectory from leadership focus down through a strategic and tactical execution. It is also at the heart of the way both co-authors have conducted workshops in assembling a program backlog—which is a fine subject for another article.

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 sustainable personalization strategy must consider near, mid and long-term goals. 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. That said, there is a common grammar to all personalization activities, just like every sentence has nouns and verbs. These cards attempt to map that territory.

Humility, a designer’s essential value—that has a nice ring to it. What about humility, an office manager’s essential value? Or a dentist’s? Or a librarian’s? They all sound great. When humility is our guiding light, the path is always open for fulfillment, evolution, connection, and engagement. In this chapter, we’re going to talk about why.

That said, this is a book for designers, and to that end, I’d like to start with a story—well, a journey, really. It’s a personal one, and I’m going to make myself a bit vulnerable along the way. I call it:

The Tale of Justin’s Preposterous Pate

When I was coming out of art school, a long-haired, goateed neophyte, print was a known quantity to me; design on the web, however, was rife with complexities to navigate and discover, a problem to be solved. Though I had been formally trained in graphic design, typography, and layout, what fascinated me was how these traditional skills might be applied to a fledgling digital landscape. This theme would ultimately shape the rest of my career.

So rather than graduate and go into print like many of my friends, I devoured HTML and JavaScript books into the wee hours of the morning and taught myself how to code during my senior year. I wanted—nay, needed—to better understand the underlying implications of what my design decisions would mean once rendered in a browser.

The late ’90s and early 2000s were the so-called “Wild West” of web design. Designers at the time were all figuring out how to apply design and visual communication to the digital landscape. What were the rules? How could we break them and still engage, entertain, and convey information? At a more macro level, how could my values, inclusive of humility, respect, and connection, align in tandem with that? I was hungry to find out.

Though I’m talking about a different era, those are timeless considerations between non-career interactions and the world of design. What are your core passions, or values, that transcend medium? It’s essentially the same concept we discussed earlier on the direct parallels between what fulfills you, agnostic of the tangible or digital realms; the core themes are all the same.

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 example, this iteration of my personal portfolio site (“the pseudoroom”) from that era was experimental, if not a bit heavy- handed, in the visual communication of the concept of a living sketchbook. Very skeuomorphic. I collaborated with fellow designer and dear friend Marc Clancy (now a co-founder of the creative project organizing app Milanote) on this one, where we’d first sketch and then pass a Photoshop file back and forth to trick things out and play with varied user interactions. Then, I’d break it down and code it into a digital layout.

Along with design folio pieces, the site also offered free downloads for Mac OS customizations: desktop wallpapers that were effectively design experimentation, custom-designed typefaces, and desktop icons.

From around the same time, GUI Galaxy was a design, pixel art, and Mac-centric news portal some graphic designer friends and I conceived, designed, developed, and deployed.

Design news portals were incredibly popular during this period, featuring (what would now be considered) Tweet-size, small-format snippets of pertinent news from the categories I previously mentioned. 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 evolved and created a bandwidth-sensitive, web standards award-winning, much more accessibility-conscious website. Still ripe with experimentation, yet more mindful of equitable engagement. You can see a couple of content panes here, noting general news (tech, design) and Mac-centric news below. 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 site’s backbone was a homegrown CMS, with the presentation layer consisting of global design + illustration + news author collaboration. And the collaboration effort here, in addition to experimentation on a ‘brand’ and content delivery, was hitting my core. We were designing something bigger than any single one of us and connecting with a global audience.

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

Now, why am I taking you down this trip of design memory lane? Two reasons.

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

Today’s web design has been in a period of stagnation. 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. Maybe an icon library is employed with selections that vaguely relate to their respective content.

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 responsive presentation that meets human beings wherever they’re engaging from. 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 Problems

Websites during this period were often designed and built on Macs whose OS and desktops looked something like this. This is Mac OS 7.5, but 8 and 9 weren’t that different.

Desktop icons fascinated me: how could any single one, at any given point, stand out to get my attention? In this example, the user’s desktop is tidy, but think of a more realistic example with icon pandemonium. Or, say an icon was part of a larger system grouping (fonts, extensions, control panels)—how did it also maintain cohesion amongst a group?

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

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

Expanding upon the notion of exploration, I wanted to see how I could push the limits of a 32×32 pixel grid with that 256-color palette. Those ridiculous constraints forced a clarity of concept and presentation that I found incredibly appealing. The digital gauntlet had been tossed, and that challenge fueled 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, utilizing the only tool available at the time to create icons called ResEdit. ResEdit was a clunky, built-in Mac OS utility not really made for exactly what we were using it for. At the core of all of this work: Research. Challenge. Problem- solving. 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 K10k, short for Kaliber 1000. K10k was founded in 1998 by Michael Schmidt and Toke Nygaard, and was the design news portal on the web during this period. With its pixel art-fueled presentation, ultra-focused care given to every facet and detail, and with many of the more influential designers of the time who were invited to be news authors on the site, well… it was the place to be, my friend. 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. Eventually, K10k noticed and added me as one of their very select group of news authors to contribute content to the site.

Amongst my personal work and side projects—and now with this inclusion—in the design community, this put me on the map. My design work also began to be published in various printed collections, in magazines domestically and overseas, and featured on other design news portals. With that degree of success while in my early twenties, something else happened:

I evolved—devolved, really—into a colossal asshole (and in just about a year out of art school, no 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—my evolution— stagnated.

I felt so supremely confident in my abilities that I effectively stopped researching and discovering. When previously sketching concepts or iterating ideas in lead was my automatic step one, I instead leaped right into Photoshop. I drew my inspiration from the smallest of sources (and with blinders on). Any critique of my work from my peers was often vehemently dismissed. The most tragic loss: I had lost touch with my values.

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

Admittedly, it was a gift I initially did not accept but ultimately was able to deeply reflect upon. I was soon able to accept, and process, and course correct. The realization laid me low, but the re-awakening was essential. I let go of the “reward” of adulation and re-centered upon what stoked the fire for me in art school. Most importantly: I got back to my core values.

Always Students

Following that short-term regression, I was able to push forward in my personal design and career. And I could self-reflect as I got older to facilitate further growth and course correction as needed.

As an example, let’s talk about the Large Hadron Collider. 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.” Thanks, 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 the rendering of what’s actually happening inside the Collider during any given particle collision event and are often considered works of art unto themselves.

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. To that end, in this role,

I cut my teeth on usability testing, working with the Fermilab team to iterate and improve the interface. How they spoke and what they spoke about was like an alien language to me. 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 observation experience: going to the Fermilab location and observing how the physicists used the tool in their actual environment, on their actual 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. This enabled them to pore over reams of data during the day and ease their eye strain. And Fermilab and CERN are government entities with rigorous accessibility standards, so my knowledge in that realm also grew. The barrier-free design was another essential form of connection.

So to those core drivers of my visual problem-solving soul and ultimate fulfillment: discovery, exposure to new media, observation, human connection, and evolution. What opened the door for those values was me checking my ego before I walked through it.

An evergreen willingness to listen, learn, understand, grow, evolve, and connect yields our best work. In particular, I want to focus on the words ‘grow’ and ‘evolve’ 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 applicable design study 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.

But all that said: experience does not equal “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. The designer we can be will never exist.

I have a creative side. Alchemy is what I do. It is a puzzle. I don’t perform it as much as I let it be done by me.

I am imaginative. This tag is not appropriate for all creatives. Not all people see themselves in this manner. Some innovative individuals incorporate technology into 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 one to apologize and qualify in progress. That’s what my head does to destroy me. I put it off for the moment. I may regret and then define. After I’ve said what I originally said. Which is too difficult.

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

Sometimes it does. Maybe I have to create something right away. I’ve learned to avoid saying it right away because people think you don’t work hard enough when you know it’s the best idea when you’re on the go and you know it’s the best idea.

Sometimes I just keep working until the plan strikes me. Maybe it arrives right away, but I don’t remind people for three days. Sometimes I get so excited about an idea 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. Often I get away with this. Yes, that is the best plan, per some observers. The majority of the time, they don’t, and I regret that joy has faded.

Joy should be saved for the meeting, where it will matter. Certainly the informal get-together that comes before that meet with two more meetings. 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 excel. But occasionally they detract from the actual labor. 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. also who you are and what you do. I’ll go back and forth once more. I have a creative side. That is the design.

Sometimes, despite many hours of diligent effort, someone is hardly useful. Maybe I have to accept that and move on to the next task.

Don’t inquire about the procedure. I have a creative side.

I am imaginative. My ambitions are not in my power. 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 know what to do when I awaken. The idea that may have saved me disappears almost as frequently as I become aware and part of the world once more in a senseless 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 suicide. But authors should be asking this, and I am not a writer. I have a creative side. Theologians should circulate large armies throughout their artistic globe, which they claim to be true. But that is yet another diversion. And a sad one. 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 below.

Often the result is evasion. And suffering. Do you know the actor who is tortured by the cliché? 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 ask, 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, that’s meant. Your facts is also true. My needs are own, though.

Artists acknowledge their work.

Disadvantages know cons, just like real rappers recognize true rappers, just like queers recognize queers. People have a lot of regard for designers. We respect, follow, and nearly deify the excellent ones. Of course, it is dreadful to revere any person. We’ve been given a warning. Better is what we are. We are aware that people are really people. They argue, they are depressed, they regret their most critical decisions, they are weak and hungry, they can be violent, and they can be as ridiculous as we can if, like us, they are clay. But. But. However, they produce this incredible point. They give birth to something that was unable to arise before them or otherwise. They are thought’s founders. And since it’s only lying there, I suppose I should add that they are the inventor’s parents. Bad mee bum! Okay, that’s all done. Continue.

Because we compare our personal small accomplishments to those of the great ones, artists denigrate our individual. Wonderful graphics I‘m not Miyazaki, though. Greatness is then that. That is brilliance directly from God’s heart. This meagre much creation that I made? It essentially fell off the back of the pumpkin vehicle. The carrots weren’t actually new, either.

Artists is aware that they are at best Salieri. Yet Mozart’s original artists hold that opinion.

I am imaginative. I haven’t worked in advertising in 30 times, but my former artistic managers are the ones who make my hallucinations. They are correct to do that. My mind goes blank when it really counts because I’m too sluggish and complacent. No medication is available to treat artistic difficulties.

I am imaginative. Every project I create has a goal that makes Indiana Jones appear older and snoring in a balcony head. The more I pursue creativity, the faster I can finish my work, and the longer I brood and circle and gaze blankly before I can finish that job.

I can move ten times more quickly than those who aren’t innovative, those who have only had a short-cut of creativity, and those who have just had a short-cut of creativity for work. Only that I work twice as quickly as they do, putting the work out, just before I do it, When I put my mind to it, I am so confident in my ability to do a wonderful career. I am completely dependent on the excitement scramble of delay. I’m still so scared of jumping.

I don’t create anything.

I am imaginative. 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 like our own selves because we are not Michelangelos and Warhols. That is narcissism, but at least we aren’t in elections.

I am imaginative. Despite my belief in reason and science, I make decisions based on my own senses and instincts. and accept both the successes and the calamities that come with them.

I am imaginative. Another artists, who see things differently, will find every word I’ve said irritate me. Ask a question to two designers, and you’ll find three responses. No matter how we perhaps 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 artists.

I am imaginative. I lament my lack of taste in almost all of the areas of human understanding, which I know very little about. And I put my ego before everything else in the areas that are most important to me, or perhaps more precisely, to my obsessions. Without my addictions, I’d probably have to spend the majority of our time looking ourselves in the eye, which is something that almost none of us can do for very long. No seriously. No really. Because living is so difficult to handle when you really look at it.

I am imaginative. 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 am imaginative. I worry that my little product will disappear unexpectedly.

I am imaginative. 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 am imaginative. 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 little machine without having to go through or edit it. I swear I didn’t do 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’ve said it.

I’d like you to consider this a “yes … and” piece to complement Joe’s post. I’m just trying to reject what he’s saying, but I’m just trying to give some context to initiatives and opportunities where AI can make a difference for people with disabilities. To be clear, I’m not saying that there aren’t true threats 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 get there one day.

Other text

Joe’s article spends a lot of time addressing computer-vision models ‘ ability to create other words. He raises a lot of valid points about 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. As he rightly points out, the state of image research is currently very poor, especially for some graphic types, in large part due to the lack of context for which AI systems look at images ( which is a result of having separate “foundation” models for words analysis and picture analysis ). Today’s models aren’t trained to distinguish between images that are contextually relevant ( which should probably have descriptions ) and those that are purely decorative ( which might not even need a description ) either. However, I still think there’s possible in this area.

As Joe points out, alt text publishing via human-in-the-loop should be a given. And if AI can intervene and provide a starting point for alt text, even if the rapid reads,” What is this BS?” That’s not correct at all … Let me try to offer a starting point— I think that’s a win.

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 attractive 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:

• Are there more smartphone users than have phones?
• How many more are there?
• Is there a group of people that don’t fall into either of these containers?
• What number is that?

For a time, the chance to learn more about images and data in this way may be innovative for people with low vision and blindness as well as for those with various forms of color blindness, mental disabilities, and other issues. It could also be helpful in education settings to help people who can see these figures, as is, to understand the data in the figures.

What if you could request your website to make a complicated chart simpler? What if you asked it to separate a single line from a collection curve? What if you could request your website to transform the colors of the various lines to work better for variety of colour blindness you have? What if you demanded that it switch colors in favor of 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. For instance, it might be able to convert that pie chart (or, better yet, a number of pie charts ) into more usable ( and useful ) formats, like spreadsheets. That would be incredible!

Matching algorithms

When Safiya Umoja Noble chose to call her book Algorithms of Oppression, she hit the nail on the head. Although her book focused on how search engines can foster racism, I believe it’s equally true that all computer models have the potential to foster conflict, prejudice, 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. Many of these are the result of a lack of diversity in the people who create and build them. There is still a lot of potential for algorithm development when these platforms are built with inclusive features in mind.

Take Mentra, for example. They serve as a network of employment for people who are neurodivers. They match job seekers with potential employers using an algorithm 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. It takes into account the workplace, the communication environment, and other factors. Mentra made the decision to change the script when it came to typical 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. Diverse teams are crucial because of this.

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

If I weren’t attempting to combine this with other tasks, I’m sure I could go on and on, giving various examples of how AI could be used to assist people with disabilities, but I’m going to make this last section into a bit of a lightning round. In no particular order:

Voice preservation You may be aware of the voice-prescribing options from Microsoft, Acapela, or others, or you may have seen the announcement for VALL-E or Apple’s 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. This technology can also be used to create audio deepfakes, so it’s something we need to approach responsibly, but the technology has truly transformative potential.
• 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 currently hiring people with 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 quite capable of changing existing text without giving off hallucinations. This is incredibly empowering for those who have cognitive disabilities and who may benefit from text summaries, 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 we live 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 you include information about disabilities that is written by people who have a range of disabilities and that is well represented in the training data.

Want a model that uses ableist language without using it? 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 coding copilot who can provide you with useful recommendations 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 that we can acknowledge this and make thoughtful, thoughtful, and intentional changes in our approaches to AI that will reduce harm over time as well. Today, tomorrow, and well into the future.

Thanks to Kartik Sawhney for assisting me with writing this article, Ashley Bischoff for her invaluable editorial assistance, and of course Joe Dolson for the prompt.

The same holds true for those of us who are currently employed in design and development. Having worked on the web for about three years at this point, I’ve seen the typical wax and wane of concepts, strategies, and systems. Every day we as developers and designers re-enter a routine music, a brand-new concept or technology emerges to shake things up and completely alter our world.

How we got below

I built my first website in the mid-’90s. Design and development on the web back then was a free-for-all, with few established norms. For any layout aside from a single column, we used table elements, often with empty cells containing a single pixel spacer GIF to add empty space. We styled text with numerous font tags, nesting the tags every time we wanted to vary the font style. And we had only three or four typefaces to choose from: Arial, Courier, or Times New Roman. When Verdana and Georgia came out in 1996, we rejoiced because our options had nearly doubled. The only safe colors to choose from were the 216 “web safe” colors known to work across platforms. The few interactive elements (like contact forms, guest books, and counters) were mostly powered by CGI scripts (predominantly written in Perl at the time). Achieving any kind of unique look involved a pile of hacks all the way down. Interaction was often limited to specific pages in a site.

online requirements were born.

At the turn of the century, a new cycle started. Crufty code littered with table layouts and font tags waned, and a push for web standards waxed. Newer technologies like CSS got more widespread adoption by browsers makers, developers, and designers. This shift toward standards didn’t happen accidentally or overnight. It took active engagement between the W3C and browser vendors and heavy evangelism from folks like the Web Standards Project to build standards. A List Apart and books like Designing with Web Standards by Jeffrey Zeldman played key roles in teaching developers and designers why standards are important, how to implement them, and how to sell them to their organizations. And approaches like progressive enhancement introduced the idea that content should be available for all browsers—with additional enhancements available for more advanced browsers. Meanwhile, sites like the CSS Zen Garden showcased just how powerful and versatile CSS can be when combined with a solid semantic HTML structure.

Server-side language like PHP, Java, and.NET took Perl as the primary back-end computers, and the cgi-bin was tossed in the garbage bin. With these improved server-side software, the first period of internet programs started with content-management methods (especially those used in blogs like Blogger, Grey Matter, Movable Type, and WordPress ) In the mid-2000s, AJAX opened gates for sequential interaction between the front end and back close. Pages was now revise their content without having to reload it. A grain of Script frameworks like Prototype, YUI, and ruby arose to aid developers develop more credible client-side conversation across browsers that had wildly varying levels of standards support. Techniques like image replacement enable skilled designers and developers to use fonts of their choosing. And technologies like Flash made it possible to add animations, games, and even more interactivity.

The industry was reenergized by these new tools, standards, and methods in many ways. Web design flourished as designers and developers explored more diverse styles and layouts. However, we still relied on numerous hacks. Early CSS was a huge improvement over table-based layouts when it came to basic layout and text styling, but its limitations at the time meant that designers and developers still relied heavily on images for complex shapes ( such as rounded or angled corners ) and tiled backgrounds for the appearance of full-length columns (among other hacks ). All kinds of nested floats or absolute positioning ( or both ) were necessary for complicated layouts. Flash and image replacement for custom fonts was a great start toward varying the typefaces from the big five, but both hacks introduced accessibility and performance problems. Additionally, JavaScript libraries made it simple to add a dash of interaction to pages without having to spend the money to double or even quadruple the download size for basic websites.

The web as software platform

The front-end and back-end symbiosis continued to improve, leading to the development of the modern web application. Between expanded server-side programming languages ( which kept growing to include Ruby, Python, Go, and others ) and newer front-end tools like React, Vue, and Angular, we could build fully capable software on the web. Along with these tools, there were additional options, such as shared package libraries, build automation, and collaborative version control. What was once primarily an environment for linked documents became a realm of infinite possibilities.

Mobile devices also increased in their capabilities, and they gave us access to internet in our pockets at the same time. Mobile apps and responsive design opened up opportunities for new interactions anywhere and any time.

The development of social media and other centralized tools for people to connect and use resulted from this combination of potent mobile devices and potent development tools. As it became easier and more common to connect with others directly on Twitter, Facebook, and even Slack, the desire for hosted personal sites waned. Social media provided connections on a global scale, with both positive and negative outcomes.

Want a much more extensive history of how we got here, with some other takes on ways that we can improve? ” Of Time and the Web” was written by Jeremy Keith. Or check out the” Web Design History Timeline” at the Web Design Museum. A fun tour through” Internet Artifacts” is also provided by Neal Agarwal.

Where we are now

It seems like we’ve reached yet another significant turning point in recent years. As social-media platforms fracture and wane, there’s been a growing interest in owning our own content again. There are many different ways to create websites, from the tried-and-true classic of hosting plain HTML files to static site generators to content management systems of all kinds. The fracturing of social media also comes with a cost: we lose crucial infrastructure for discovery and connection. Webmentions, RSS, ActivityPub, and other IndieWeb tools can be useful in this regard, but they’re still largely underdeveloped and difficult to use for the less geeky. We can build amazing personal websites and add to them regularly, but without discovery and connection, it can sometimes feel like we may as well be shouting into the void.

Especially with efforts like Interop, browser support for CSS, JavaScript, and other standards like web components has increased. New technologies gain support across the board in a fraction of the time that they used to. When I first learn about a new feature, I frequently discover that its coverage is already over 80 % when I check the browser support. Nowadays, the barrier to using newer techniques often isn’t browser support but simply the limits of how quickly designers and developers can learn what’s available and how to adopt it.

With a few commands and a few lines of code, we can currently prototype almost any concept. All the tools that we now have available make it easier than ever to start something new. However, as the initial cost of these frameworks may be saved in the beginning, it eventually becomes due as their upkeep and maintenance becomes a component of our technical debt.

If we rely on third-party frameworks, adopting new standards can sometimes take longer since we may have to wait for those frameworks to adopt those standards. These frameworks, which previously made it easier to adopt new techniques sooner, have since evolved into obstacles. These same frameworks often come with performance costs too, forcing users to wait for scripts to load before they can read or interact with pages. And when scripts fail ( whether due to poor code, network issues, or other environmental factors ), users frequently have no choice but to use blank or broken pages.

Where do we go from here?

Hacks of today help to shape standards for the future. And there’s nothing inherently wrong with embracing hacks —for now—to move the present forward. Problems only arise when we refuse to acknowledge that they are hacks or when we choose not to replace them. So what can we do to create the future we want for the web?

Build for the long haul. Optimize for performance, for accessibility, and for the user. weigh the costs associated with those user-friendly tools. They may make your job a little easier today, but how do they affect everything else? What does each user pay? To future developers? To adoption of standards? Sometimes the convenience may be worth it. Sometimes it’s just a hack that you’ve gotten used to. And sometimes it’s holding you back from even better options.

Start with standards. Standards continue to evolve over time, but browsers have done a remarkably good job of continuing to support older standards. The same isn’t always the case with third-party frameworks. Sites built with even the hackiest of HTML from the’ 90s still work just fine today. The same can’t always be said of websites created with frameworks even after a few years.

Design with care. Consider the effects of each choice, whether your craft is code, pixels, or processes. The convenience of many a modern tool comes at the cost of not always understanding the underlying decisions that have led to its design and not always considering the impact that those decisions can have. Use the time saved by modern tools to think more carefully and make decisions with care rather than rushing to “move fast and break things.”

Always be learning. If you constantly learn, you also develop. Sometimes it may be hard to pinpoint what’s worth learning and what’s just today’s hack. Even if you were to concentrate solely on learning standards, you might end up focusing on something that won’t matter next year. ( Remember XHTML? ) However, ongoing learning opens up new connections in your brain, and the techniques you learn in one day may be used to guide different experiments in the future.

Play, experiment, and be weird! The ultimate experiment is this web we created. It’s the single largest human endeavor in history, and yet each of us can create our own pocket within it. Be brave and try something new. Build a playground for ideas. In your own bizarre science lab, conduct absurd experiments. Start your own small business. There has never been a place where we have more room to be creative, take risks, and discover our potential.

Share and amplify. Share what you think has worked for you as you experiment, play, and learn. Write on your own website, post on whichever social media site you prefer, or shout it from a TikTok. Write something for A List Apart! But take the time to amplify others too: find new voices, learn from them, and share what they’ve taught you.

Go ahead and create a masterpiece.

As designers and developers for the web ( and beyond ), we’re responsible for building the future every day, whether that may take the shape of personal websites, social media tools used by billions, or anything in between. Let’s incorporate our values into the products we produce, and let’s improve the world for everyone. Create that thing that only you are uniquely qualified to make. Then, share it, improve it, re-create it, or create something new. Learn. Make. Share. Grow. Rinse and repeat. Everything will change whenever you believe you have mastered the web.

The personalization space is real, between the dream of getting it right and the worry of it going wrong ( like when we encounter “persofails” similar to a company’s constant plea to regular people to purchase additional bathroom seats ). It’s an particularly confusing place to be a modern professional without a map, a map, or a strategy.

Because successful personalization is so dependent on each group’s skill, technology, and market position, there are no Lonely Planet and some tour guides for those of you who want to personalize.

But you can ensure that your group has packed its bags rationally.

There’s a DIY method to increase your chances for victory. You’ll at least at least disarm your boss ‘ irrational exuberance. Before the group you’ll need to properly plan.

We refer to it as prepersonalization.

Behind the audio

Take into account Spotify’s DJ feature, which was introduced last month.

We’re used to seeing the polished final outcome of a personalization function. A personal have had to be conceived, budgeted, and prioritized before the year-end prize, the making-of-backstory, or the behind-the-scenes success chest. Before any customisation have goes live in your product or service, it lives amid a delay of valuable ideas for expressing consumer experiences more automatically.

So how do you decide where to position your personalization wagers? How do you design regular interactions that didn’t journey up users or—worse—breed mistrust? We’ve discovered that several budgeted programs second required one or more workshops to join key stakeholders and domestic customers of the technology in order to justify their continuous investments. Create it count.

We’ve closely monitored the same evolution with our consumers, from major software to young companies. In our experience with working on small and large personalization work, a program’s best monitor record—and its capacity to weather tough questions, work steadily toward shared answers, and manage its design and engineering efforts—turns on how successfully these prepersonalization activities play out.

Successful seminars consistently separate successful future endeavors from ineffective ones, saving many hours of time, resources, and overall well-being.

A personalization training involves a yearlong work of testing and function development. It’s never a technical load switch-flip. It’s ideal managed as a queue that usually evolves through three actions:

1. customer experience optimization ( CXO, also known as A/B testing or experimentation )
2. always-on automations ( whether rules-based or machine-generated )
3. mature features or standalone product development ( such as Spotify’s DJ experience )?

This is why we created our democratic personalization platform and why we’re field-testing an following deck of cards: we believe that there’s a foundation grammar, a set of “nouns and verbs” that your organization can use to style experiences that are customized, personalized, or automated. These cards won’t be necessary for you. But we strongly recommend that you create something similar, whether that might be digital or physical.

Set the timer for the kitchen.

How long does it take to cook up a prepersonalization workshop? The evaluation activities that we suggest include can last for a number of weeks ( and frequently do ). For the core workshop, we recommend aiming for two to three days. Details on the essential first-day activities are included in a summary of our broad approach.

The full arc of the wider workshop is threefold:

Kickstart: This specifies the terms of engagement as you concentrate on both the potential and the team’s and leadership’s readiness and drive.
1. Plan your work: This is the heart of the card-based workshop activities where you specify a plan of attack and the scope of work.
2. Work your plan: This stage essentially entails creating a competitive environment in which team members can individually present their own pilots that each contain a proof-of-concept project, its business case, and its operating model.

Give yourself at least a day, split into two large time blocks, to power through a concentrated version of those first two phases.

Kickstart: Apt your appetite

We call the first lesson the “landscape of connected experience“. It looks at the possibilities for personalization in your organization. A connected experience, in our parlance, is any UX requiring the orchestration of multiple systems of record on the backend. A marketing-automation platform and a content-management system could be used together. It could be a digital-asset manager combined with a customer-data platform.

Give examples of connected experience interactions that you admire, find familiar, or even dislike, as examples of consumer and business-to-business examples. This should cover a representative range of personalization patterns, including automated app-based interactions ( such as onboarding sequences or wizards ), notifications, and recommenders. These cards contain a catalog, which we have. Here’s a list of 142 different interactions to jog your thinking.

It’s all about setting the tone. What are the possible paths for the practice in your organization? Here’s a long-form primer and a strategic framework for a broad perspective.

Assess each example that you discuss for its complexity and the level of effort that you estimate that it would take for your team to deliver that feature ( or something similar ). We break down connected experiences into five categories in our cards: functions, features, experiences, complete products, and portfolios. Size your own build here. This will help to draw attention to the benefits of ongoing investment as well as the difference between what you deliver right now and what you want to deliver in the future.

Next, have your team plot each idea on the following 2×2 grid, which lays out the four enduring arguments for a personalized experience. This is crucial because it emphasizes how personalization can affect your own methods of working as well as your external customers. It’s also a reminder ( which is why we used the word argument earlier ) of the broader effort beyond these tactical interventions.

Each team member should decide where they would like to place your company’s emphasis on your product or service. Naturally, you can’t prioritize all of them. Here, the goal is to demonstrate how various departments may view their own advantages over the effort, which can be different from one department to the next. Documenting your desired outcomes lets you know how the team internally aligns across representatives from different departments or functional areas.

The third and final Kickstart activity is about filling in the personalization gap. Is your customer journey well documented? Will compliance with data and privacy be a significant challenge? Do you have content metadata needs that you have to address? ( We’re pretty sure you do; it’s just a matter of recognizing the need’s magnitude and its solution. ) In our cards, we’ve noted a number of program risks, including common team dispositions. For instance, our Detractor card lists six intractable behaviors that prevent progress.

Effectively collaborating and managing expectations is critical to your success. Consider the potential obstacles to your advancement in the future. Press the participants to name specific steps to overcome or mitigate those barriers in your organization. According to research, personalization initiatives face a number of common obstacles.

At this point, you’ve hopefully discussed sample interactions, emphasized a key area of benefit, and flagged key gaps? Good, you’re all set to go on.

Hit that test kitchen

Next, let’s take a look at what you’ll need to create personalization recipes. Personalization engines, which are robust software suites for automating and expressing dynamic content, can intimidate new customers. Their capabilities are broad and potent, and they give you a variety of ways to organize your company. This presents the question: Where do you begin when you’re configuring a connected experience?

The key here is to avoid treating the installed software ( as one of our client executives humorously put it ) like some sort of dream kitchen. These software engines are more like test kitchens where your team can begin devising, tasting, and refining the snacks and meals that will become a part of your personalization program’s regularly evolving menu.

Over the course of the workshop, the final menu of the prioritized backlog will be created. And creating “dishes” is the way that you’ll have individual team stakeholders construct personalized interactions that serve their needs or the needs of others.

Recipes have ingredients in them, and those recipes have ingredients.

Verify your ingredients

You’ll ensure that you have everything you need to create your desired interaction ( or that you can determine what needs to be added to your pantry like a good product manager ) and that you have validated with the right stakeholders present. These ingredients include the audience that you’re targeting, content and design elements, the context for the interaction, and your measure for how it’ll come together.

This is not just about identifying needs. Documenting your personalizations as a series of if-then statements lets the team:

1. compare findings to a unified approach for developing features, similar to how artists paint with the same color palette,
2. specify a consistent set of interactions that users find uniform or familiar,
3. and establish parity among performance indicators and key performance indicators as well.

This helps you streamline your designs and your technical efforts while you deliver a shared palette of core motifs of your personalized or automated experience.

Create a recipe.

What ingredients are important to you? Consider a who-what-when-why construct:

• Who are your key audience segments or groups?
• What content, what design elements, and under what circumstances will you give them?
• And for which business and user benefits?

Five years ago, we created these cards and card categories. We regularly play-test their fit with conference audiences and clients. And there are still fresh possibilities. But they all follow an underlying who-what-when-why logic.

In the cards in the accompanying photo below, you can typically follow along with right to left in three examples of subscription-based reading apps.

1. Nurture personalization: When a guest or an unknown visitor interacts with a product title, a banner or alert bar appears that makes it easier for them to encounter a related title they may want to read, saving them time.
2. Welcome automation: An email is sent to a newly registered user to highlight the breadth of the content catalog and convert them to happy subscribers.
3. Winback automation: Before their subscription lapses or after a recent failed renewal, a user is sent an email that gives them a promotional offer to suggest that they reconsider renewing or to remind them to renew.

A good preworkshop activity might be to consider a first draft of what these cards might be for your organization, though we’ve also found that cocreating the recipes themselves can sometimes help this process. Start with a set of blank cards, and begin labeling and grouping them through the design process, eventually distilling them to a refined subset of highly useful candidate cards.

The later stages of the workshop could be characterized as moving from focusing on a cookbook to a more nuanced customer-journey mapping. Individual” cooks” will pitch their recipes to the team, using a common jobs-to-be-done format so that measurability and results are baked in, and from there, the resulting collection will be prioritized for finished design and delivery to production.

Better architecture is required for better kitchens.

Simplifying a customer experience is a complicated effort for those who are inside delivering it. Beware of anyone who contradicts your advice. With that being said,” Complicated problems can be hard to solve, but they are addressable with rules and recipes“.

A team overfitting: they aren’t designing with their best data, is what causes personalization to become a laugh line. Like a sparse pantry, every organization has metadata debt to go along with its technical debt, and this creates a drag on personalization effectiveness. For instance, your AI’s output quality is in fact impacted by your IA. Spotify’s poster-child prowess today was unfathomable before they acquired a seemingly modest metadata startup that now powers its underlying information architecture.

You can withstand the heat without a doubt.

Personalization technology opens a doorway into a confounding ocean of possible designs. Only a disciplined and highly collaborative approach will produce the necessary concentration and intention for success. So banish the dream kitchen. Instead, head to the test kitchen to save time, preserve job security, and avoid imagining the creative concepts that come from your organization’s masters. There are meals to serve and mouths to feed.

This organizational framework gives you a fighting chance at long-term success as well as solid ground. Wiring up your information layer isn’t an overnight affair. However, you’ll have solid ground for success if you use the same cookbook and the same recipes. We designed these activities to make your organization’s needs concrete and clear, long before the hazards pile up.

Although there are associated costs associated with purchasing this kind of technology and product design, your time well spent is on sizing up and confronting your unique situation and digital skills. Don’t squander it. The pudding is the proof, as they say.

I’ve been fascinated by shows since I was a child. I loved the heroes and the excitement—but most of all the stories. I aspired to be an artist. And I believed that I’d get to do the things that Indiana Jones did and go on interesting activities. Perhaps my friends and I had movie ideas to make and sun in. But they never went any farther. However, I did end up in the user experience ( UX) field. Today, I realize that there’s an element of drama to UX— I hadn’t actually considered it before, but consumer analysis is story. And you must show a compelling story to entice stakeholders, such as the product team and decision-makers, to learn more in order to get the most out of consumer research.

Think of your favorite film. It more than likely follows a three-act narrative construction: the installation, the turmoil, and the resolution. The second act shows what exists now, and it helps you get to know the characters and the challenges and problems that they face. Act two sets the scene for the fight and introduces the action. Here, difficulties grow or get worse. The solution is the third and final work. This is where the issues are resolved and the figures learn and change. This architecture, in my opinion, is also a fantastic way to think about consumer research, and it might be particularly useful for introducing user research to others.

Use story as a framework for conducting research

It’s sad to say, but many have come to view studies as being inconsequential. Research is typically one of the first things to go when finances or deadlines are tight. Instead of investing in study, some goods professionals rely on manufacturers or—worse—their personal judgment to make the “right” options for users based on their experience or accepted best practices. That may lead some groups, but that approach can so easily miss the chance to solve people ‘ real issues. To be user-centered, this is something we really avoid. Design is enhanced by customer research. It keeps it on trail, pointing to problems and opportunities. Being aware of problems with your goods and taking corrective actions can help you keep ahead of your competition.

In the three-act structure, each action corresponds to a part of the process, and each part is important to telling the whole story. Let’s take a look at the various functions and how they relate to consumer research.

Act one: layout

The basic study comes in handy because the layout is all about understanding the background. Basic research ( also called conceptual, discovery, or original research ) helps you understand people and identify their problems. Like in the movies, you’re learning about the difficulties customers face, what options are available, and how they are affected by them. To do basic research, you may conduct cultural inquiries or journal studies ( or both! ), which may assist you in identifying both prospects and problems. It doesn’t need to be a great investment in time or money.

Erika Hall discusses the most effective anthropology, which can be as straightforward as spending 15 hours with a customer and asking them to” Walk me through your morning yesterday.” That’s it. Provide that one ask. Locked up and listen to them for 15 days. Do everything in your power to protect both your objectives and yourself. Bam, you’re doing ethnography”. Hall predicts that “[This ] will likely prove quite fascinating. In the very unlikely event that you didn’t learn anything new or helpful, carry on with increased confidence in your way”.

I think this makes sense. And I love that this makes consumer studies so visible. You can simply attract individuals and carry out the recruitment process without having to make a lot of paperwork! This can offer a wealth of knowledge about your customers, and it’ll help you better understand them and what’s going on in their life. Understanding where people are coming from is what action one is really all about.

Maybe Spool talks about the importance of basic research and how it may type the bulk of your research. If you can supplement what you’ve heard in the basic studies by using any more user data that you can obtain, such as surveys or analytics, to make recommendations that may need to be investigated further, you might as well use those that can be drawn from those that you can obtain. Together, all this information creates a clearer picture of the state of things and all its inadequacies. And that’s the start of a gripping tale. It’s the place in the story where you realize that the principal characters—or the people in this case—are facing issues that they need to conquer. This is where you begin to develop compassion for the figures and support their success, much like in the movies. And finally participants are now doing the same. Their concern may be with their company, which could be losing money because people are unable to complete specific tasks. Or probably they do connect with people ‘ problems. In any case, work one serves as your main strategy to pique the interest and interest of the participants.

When partners begin to understand the value of basic research, that is open doors to more opportunities that involve users in the decision-making approach. And that can help product team become more user-centric. This gains everyone—users, the goods, and partners. It’s similar to winning an Oscar for a film; it frequently results in a favorable reception and success for your item. And this can be an opportunity for participants to repeat this process with different products. The secret to this method is storytelling, and knowing how to tell a compelling story is the only way to entice participants to do more research.

This brings us to work two, where you incrementally review a design or idea to see whether it addresses the problems.

Act two: fight

Act two is all about digging deeper into the problems that you identified in operate one. In order to evaluate a potential alternative ( such as a design ), you typically conduct vertical research, such as usability tests, to see if it addresses the problems you identified. The issues may include unfulfilled needs or problems with a circulation or procedure that’s tripping users away. More issues may come up in the process, much like in action two of a movie. It’s ok that you learn more about the characters as they grow and develop through this work.

Usability tests should generally consist of five participants, according to Jakob Nielsen, who found that that number of users can usually identify the majority of the issues:” As you add more and more users, you learn less and less because you will keep seeing the same things again and again… After the second user, you are wasting your time by observing the same findings regularly but hardly learning much new.”

There are parallels with storytelling here too, if you try to tell a story with too many characters, the plot may get lost. With fewer participants, each user’s struggles will be more memorable and accessible to other stakeholders when presenting the research. This can help convey the issues that need to be addressed while also highlighting the value of doing the research in the first place.

Usability tests have been conducted in person for decades, but you can also conduct them remotely using software like Microsoft Teams, Zoom, or other teleconferencing software. This approach has become increasingly popular since the beginning of the pandemic, and it works well. You might consider in-person usability tests like watching a movie as opposed to remote testing like attending a play. There are advantages and disadvantages to each. Usability research in person is a much more extensive experience. Stakeholders can experience the sessions with other stakeholders. Additionally, you get real-time reactions, including surprises, disagreements, and discussions about what they’re seeing. Much like going to a play, where audiences get to take in the stage, the costumes, the lighting, and the actors ‘ interactions, in-person research lets you see users up close, including their body language, how they interact with the moderator, and how the scene is set up.

If conducting usability testing in the field is like watching a play that is staged and controlled, where any two sessions may be very different from one another. You can take usability testing into the field by creating a replica of the space where users interact with the product and then conduct your research there. Or you can conduct your research by meeting users at their locations. With either option, you get to see how things work in context, things come up that wouldn’t have in a lab environment—and conversion can shift in entirely different directions. You have less control over how these sessions end as researchers, but this can occasionally help you understand users even better. Meeting users where they are can provide clues to the external forces that could be affecting how they use your product. In-person usability tests add a level of detail that remote usability tests frequently lack.

That’s not to say that the “movies” —remote sessions—aren’t a good option. A wider audience can be reached through remote sessions. They allow a lot more stakeholders to be involved in the research and to see what’s going on. And they make access to a much wider range of users in their own country. But with any remote session there is the potential of time wasted if participants can’t log in or get their microphone working.

You can ask real users questions to understand their thoughts and understanding of the solution as a result of usability testing, whether it is done remotely or in person. This can help you not only identify problems but also glean why they’re problems in the first place. Additionally, you can test your own hypotheses and determine whether your reasoning is correct. By the end of the sessions, you’ll have a much clearer picture of how usable the designs are and whether they work for their intended purposes. The excitement centers on Act 2, but there are also potential surprises in that Act. This is equally true of usability tests. Sometimes, participants will say unexpected things that alter the way you look at them, which can lead to unexpected turns in the story.

Unfortunately, user research is sometimes seen as expendable. Usability testing is frequently the only method of research that some stakeholders believe they ever need, and it’s too frequently the case. In fact, if the designs that you’re evaluating in the usability test aren’t grounded in a solid understanding of your users ( foundational research ), there’s not much to be gained by doing usability testing in the first place. That’s because you’re narrowing down the area of focus on without considering the needs of the users. As a result, there’s no way of knowing whether the designs might solve a problem that users have. In the context of a usability test, it’s only feedback on a particular design.

On the other hand, if you only do foundational research, while you might have set out to solve the right problem, you won’t know whether the thing that you’re building will actually solve that. This demonstrates the value of conducting both directional and foundational research.

In act two, stakeholders will—hopefully—get to watch the story unfold in the user sessions, which creates the conflict and tension in the current design by surfacing their highs and lows. And in turn, this can encourage stakeholders to take action on the issues raised.

Act three: resolution

The third act is about resolving the issues from the first two acts, while the first two acts are about understanding the background and the tensions that can compel stakeholders to take action. While it’s important to have an audience for the first two acts, it’s crucial that they stick around for the final act. That includes the entire product team, including developers, UX experts, business analysts, delivery managers, product managers, and any other interested parties who have a say in the coming development. It allows the whole team to hear users ‘ feedback together, ask questions, and discuss what’s possible within the project’s constraints. And it gives the UX design and research teams more time to clarify, suggest alternatives, or provide more context for their choices. So you can get everyone on the same page and get agreement on the way forward.

This act is primarily told through voiceover with some audience participation. The researcher is the narrator, who paints a picture of the issues and what the future of the product could look like given the things that the team has learned. They provide the stakeholders with their suggestions and direction for developing this vision.

Nancy Duarte in the Harvard Business Review offers an approach to structuring presentations that follow a persuasive story. The most effective presenters” set up a conflict that needs to be resolved” using the same methods as great storytellers, Duarte writes. ” That tension helps them persuade the audience to adopt a new mindset or behave differently”.

This type of structure aligns well with research results, and particularly results from usability tests. It provides proof for “what is “—the issues you’ve identified. And “what could be “—your recommendations on how to address them. And so forth and forth.

You can reinforce your recommendations with examples of things that competitors are doing that could address these issues or with examples where competitors are gaining an edge. Or they can be as visual as quick sketches of a potential solution to a problem. These can help generate conversation and momentum. And this continues until the session is over, when you’ve concluded by bridging the gaps and offering suggestions for improvement. This is the part where you reiterate the main themes or problems and what they mean for the product—the denouement of the story. This stage provides stakeholders with the next steps and, hoped, the motivation to take those steps!

While we are nearly at the end of this story, let’s reflect on the idea that user research is storytelling. The three-act structure of user research contains all the components for a good story:

Act one: You meet the protagonists ( the users ) and the antagonists ( the problems affecting users ). The plot begins here. In act one, researchers might use methods including contextual inquiry, ethnography, diary studies, surveys, and analytics. These techniques can produce personas, empathy maps, user journeys, and analytics dashboards as output.

Act two: Next, there’s character development. The protagonists encounter problems and challenges, which they must overcome, and there is conflict and tension. In act two, researchers might use methods including usability testing, competitive benchmarking, and heuristics evaluation. Usability findings reports, UX strategy documents, usability guidelines, and best practices can be included in the output of these.

Act three: The protagonists triumph and you see what a better future looks like. Researchers may use techniques like presentation decks, storytelling, and digital media in act three. The output of these can be: presentation decks, video clips, audio clips, and pictures.

The researcher plays a variety of roles, including producer, director, and storyteller. The participants have a small role, but they are significant characters ( in the research ). And the audience are the stakeholders. But the most important thing is to get the story right and to use storytelling to tell users ‘ stories through research. In the end, the parties should leave with a goal and an eagerness to fix the product’s flaws.

So the next time that you’re planning research with clients or you’re speaking to stakeholders about research that you’ve done, think about how you can weave in some storytelling. In the end, user research is beneficial to everyone, and all parties must be interested in the conclusion.

Very small changes are made between the first and fifth episodes of The White Lotus year three, which you can plot it all out on papers. By the end of the first hours, we had everything we needed to know about the new figures: the Ratliffs are a rat colony of wealthy, prescription-pill-popping dysfunction.[…]

The third season of The White Lotus was very sluggish. No, Den of Geek‘s first post was This Is All Heading There Big.

The time three episode of Reacher has clues in this article.

We’ve all been waiting for the battle in Reacher’s year three episode. Even for those who haven’t read the book Reacher vs. Paulie, or as I like to visit it, Big Boy vs. Paulie, this time is based on. Bigger Boy has been immortalized in the hearts of these two lovers since their first encounter. In show 2, we had a brief glimpse of what a fight between them may look like, but it isn’t as epic as the bloody yet terrible last fight in episode 8″ Empty Business,” which was so brutal it knocked star Alan Ritchson incapacitated during filming.

Reacher ( Alan Ritchson ) and his small but formidable team have arrived at the Beck’s mansion to take care of Quinn ( Brian Tee ) permanently. Paulie ( Olivier Richters ), Quinn’s massive henchman, is standing in their way. Reacher then does what he does best: sends the others away while attempting to beat Paulie to pieces.

Reacher uses the element of surprise to gain control of the situation, but he quickly finds himself fighting for his life against a man half his size. Soon their conflict spreads into a nearby door, where Paulie hurls Reacher through the doorway, through a blog, and later into a table.

Because Ritchson was knocked unconscious while filming this stunt, it appears as though Reacher definitely got the weather in this time. Even with the support of his crew, Richson insisted on performing this stunt because he wanted the audience to see it as true. And I get the brilliant idea to perform a daredevil because I wanted the viewers to know that I was doing it for us. I&#8217, m taking one for Reacher and we&#8217, re all in this together, &#8217″, Ritchson told Entertainment Weekly. And so I set up the camera so that the camera would only stay on my experience the entire time while I was smashed through a board on the house floor. &#8221,

The comedian a day and a half after was “waking up” having explained to his children, who were on set during shooting, that he was fine after being smashed through the board and into” the seventh circle of hell,” as Ritchson describes it.

Sadly, Ritchson came out fairly well and was able to eventually proceed filming this fight. It took three days to picture the entire series, according to the artist, which is not surprising given that the car is just one of many locations across the Beck house these two circle off in.

Reacher even discovers a way to get back away after being knocked through the board. It seems like both of these hefty guys are essentially invincible for a while as they continue to survive whatever the other throws at them. Paulie also finds his way back to shore after Reacher finds him atop the rough sea waters that borders the castle. &nbsp,

Reacher finally discovers a way to outwit Paulie, just as he did in the gym at the beginning of the season. Reacher encroaches on Paulie’s small security shed, causing it to backfire when Paulie tries to fire it at him. Even for Paulie, recovering from an explosive gunshot to the throat is a nearly impossible task.

Even though we are aware that Reacher will eventually emerge victorious, it’s a fascinating fight to watch. The 28-minute or so that the show is dedicated to giving the viewers what they want from these long action scenes is a fact that took three weeks for them to complete. Ravichson put himself in danger by doing this right because he was so dedicated to doing it right. &nbsp,

Book fans have been anticipating this conflict ever since it was revealed that this season’s Persuader adaptation will be shown, and the show did just that. Not every day does Jack Reacher meet his slightly bigger match and miraculously survive. One of the best things that this show has accomplished so far is Reacher vs. Paulie, and we’re eager to see what this beefy action hero’s next project will be.

The first post from Den of Geek was Reacher&#8217’s Season 3 Finale Fight Was Even More Grueling Than It Looked.

” Armageddon”. Putin used the phrase in the 1990 Tom Clancy film version The Hunt for Red October, which has a strong weight. The Hunt for Red October is a Cold War drama about the Russian and American Navies ‘ search for the mythical nuclear submarine, a potential conflict.

The article Hunt for Red October’s English Switch Is Still the Best Method for Handling Language in Movies first appeared on Den of Geek.

The Reacher period three episode has spoilers in this article.

The Reacher winter 3 episode has finally given us the battle we’ve all been waiting for. Even for those who haven’t read the book Reacher vs. Paulie, or as I like to call it Great Child vs. Paulie, this time is based on. Bigger Boy, has been immortalized in the imagination of the constellations since these two first spied on one another. In show 2, we were given a small glimpse of what a fight between them may look like, but that doesn’t compare to the bloody yet terrible last fight in episode 8″ Unfinished Business,” which was so brutal that it knocked actor Alan Ritchson unconscious while filming.

Quinn ( Brian Tee ) has been cared for permanently by Reacher ( Alan Ritchson ) and his small but powerful team at the Beck’s mansion. Paulie ( Olivier Richters ), Quinn’s massive henchman, is standing in their way. Reacher then does what he does best: sends the others away while attempting to beat Paulie to pieces.

Reacher initially has the advantage of surprise, but he quickly finds himself fighting for his career against a man twice his size. Soon their conflict spreads into a nearby car, where Paulie hurls Reacher through the doorway, through a blog, and later into a table.

If Reacher appeared to have really gotten the wind out of him at this point, it was because Ritchson was incapacitated during the stunt. Even with the support of his crew, Richson insisted on performing this stunt because he wanted the audience to see it as true. And I get the brilliant idea to do a prank because I wanted the market to know that I was doing this for us. I&#8217, m taking one for Reacher and we&#8217, re all in this together, &#8217″, Ritchson told Entertainment Weekly. ” And so I wanted the lens to come up and keep my face the entire time while I was smashed through a board on the house ground.” &#8221,

The comedian a day and a half after woke up having explained to his children, who were on set during shooting, that he was fine after being smashed through the board and into” the seventh circle of hell,” as Ritchson claims.

Ritchson was finally able to continue filming this fight because he came out reasonably well and relatively alive. The artist claims that the entire collection was shot in three weeks, which is not surprising given that the garage is just one of the many locations where these two square off across the Beck property.

Reacher even discovers a way to climb back up after being knocked through the board. Both of these hefty guys seem to be almost invincible for a while as they continue to survive whatever the other throws at them. Paulie also finds his way back to shore after Reacher finds him atop the rough sea waters that encircle the castle. &nbsp,

Lastly, Reacher discovers a way to outwit Paulie, only as he did in the gym at the beginning of the year. Reacher encroaches on Paulie’s small protection shed, causing it to backfire when Paulie tries to blaze it at him. Also for Paulie, recovering from an explosive bullet to the neck is nearly impossible.

It’s a fascinating fight to observe, despite the fact that we are aware of the good chances that Reacher will ultimately prevail. The 28-minute or so that the present is dedicated to giving the viewers what they want from these long action scenes is a fact that took three months for them to complete. Ravichson put himself in danger by doing this proper because he was so dedicated to doing it correctly. &nbsp,

Text fans have been anticipating this conflict ever since it was revealed that this season’s Persuader adaptation will be shown, and the show did just that on this occasion. Not every day does Jack Reacher satisfy his somewhat bigger match and unexpectedly survive. One of the best things that this show has accomplished so far is Reacher vs. Paulie, and we’re eager to see what this hefty action hero’s next project will be.

The second post Reacher&#8217, s Season 3 Finale Fight Was Even More Tough Than It Looked appeared second on Den of Geek.

Someone once said that waiting for something makes for such nice pain. Sure, as demonstrated in Ray Mendoza and Alex Garland’s Warfare, it can also be the cause of all fear, dread, and unyielding despair. That is until the name of the event, flames and thunder, shock and awe, descends. Then, [ ] ] comes the loud screaming and [ ]…

The first article on Den of Geek‘s Warfare Review: Alex Garland’s Preview of Iraq War Hell appeared second.

This article contains spoilers for Reacher’s year three episode.

We’ve all been waiting for the battle in Reacher’s year three episode. For those who haven’t read Reacher vs. Paulie, or as I like to visit it, Big Boy vs. Paulie, that this year is based on. Bigger Boy has been immortalized in the hearts of the constellations since these two first met. In episode 2, we were given a brief glimpse of how a fight between them might look, but that is far beyond the glorious yet terrible final confrontation in episode 8 of” Unfinished Business,” which was so terrible that it knocked actor Alan Ritchson unconscious while filming.

Reacher ( Alan Ritchson ) and his small but formidable team have arrived at the Beck’s mansion to take care of Quinn ( Brian Tee ) permanently. Paulie ( Olivier Richters ), Quinn’s massive henchman, is standing in their way. Reacher then does what he does best: sends the others away while attempting to beat Paulie to pieces.

Reacher uses the element of surprise to gain control of the situation, but he quickly finds himself fighting for his life against a man half his size. Soon their conflict spreads into a nearby door, where Paulie hurls Reacher through the doorway, through a blog, and later into a table.

If Reacher appeared to have actually gotten the wind out of him at this point, it was because Ritchson was incapacitated during the ploy. Even despite the opposition from his group, Richson insisted on performing this stunt because he wanted the audience to see it as true. And I get the brilliant idea to do a prank because I wanted the viewers to know that I was doing it for us. I&#8217, m taking one for Reacher and we&#8217, re all in this together, &#8217″, Ritchson told Entertainment Weekly. And so I wanted the lens to come up and just kept putting it on my experience the entire time while getting smashed through a board on the house floors. &#8221,

The comedian a day and a half after woke up having explained to his children, who were on set during shooting, that he was fine after being smashed through the board and into” the seventh circle of hell,” as Ritchson claims.

Ritchson was finally able to continue filming this fight because he came out reasonably well and relatively alive. The artist claims that the entire collection was shot in three weeks, which is not surprising given that the garage is just one of the many locations where these two square off across the Beck property.

Reacher even discovers a way to get back away after being knocked through the board. It seems like both of these hefty guys are essentially invincible for a while as they continue to survive whatever the other throws at them. Paulie also finds his way back to shore after Reacher finds him atop the rough sea waters that borders the castle. &nbsp,

Finally, Reacher discovers a way to outwit Paulie, just as he did in the gym at the beginning of the season. Reacher encroaches on Paulie’s small security shed, causing it to backfire when Paulie tries to fire it at him. Even for Paulie, recovering from an explosive gunshot to the throat is nearly impossible.

Even though we are aware that Reacher will ultimately emerge victorious, it’s an exciting fight to watch. The 28-minute or so that the show is dedicated to giving the viewers what they want from these long action scenes is a fact that took three weeks for them to complete. Ravichson put himself in danger by doing this right because he was so dedicated to doing it in the first place. &nbsp,

Book fans have been anticipating this conflict ever since it was revealed that this season would adapt Persuader, and the show did just that on this occasion. Not every day does Jack Reacher meet his slightly bigger match and miraculously live to tell the story. We can’t wait to see what this beefy action hero’s next up to with Reacher vs. Paulie, one of the best things this show has done so far.

The first post from Den of Geek was Reacher&#8217’s Season 3 Finale Fight Was Even More Grueling Than It Looked.