Summary: A mindful incentive structure can keep diary study participants engaged and responding, without overloading you with low-quality responses. Compared to other UX research studies, diary studies — especially longer ones — are particularly vulnerable to high participant attrition — when participants stop submitting entries or responding. One of the strongest levers against attrition is… Continue reading Incentive Structures for Diary Studies
Tag: data
Best Strella Alternatives for UX Research in 2026
AI UX research tools like Strella are changing how teams collect and understand user feedback compared to traditional, manual research workflows. However, teams often start looking for Strella alternatives when they need more control over research quality, broader usability testing capabilities, or workflows that go beyond AI-moderated interviews. This guide explores the best Strella alternatives… Continue reading Best Strella Alternatives for UX Research in 2026
Pros and cons of using Shadow DOM and style encapsulation
When I started to work with web components, I compared different options and decided to go with lit. I knew the extra performance cost would pay off quickly, and it fit into my performance budget. I’m still happy with my decision. .pro { color: green; } .con { color: red; } I was new to… Continue reading Pros and cons of using Shadow DOM and style encapsulation
The Four Design Jobs AI Created (So Far)
Summary: “AI design” is one label but has forked into four different types of work. What Does “AI Design” Mean? When someone says “AI design,” everyone in the room pictures something different. One person is thinking about using AI to generate component variations for a design system. Another is designing a chat interface. A third… Continue reading The Four Design Jobs AI Created (So Far)
From faster pencil to AI Experience Architect: a designer’s path
You can get there, but it’s about making the effort. The next decade of user experience work is not about prompting better, it’s about owning the systems, the white space, and trade-offs nobody has mapped yet. Most designers I talk to already use AI every day. It makes them so much faster. Sketching faster. Doing research faster. Writing copy faster.… Continue reading From faster pencil to AI Experience Architect: a designer’s path
Outset Alternatives to Scale UX Research in 2026
Outset is part of a growing wave of AI-powered UX research tools designed to speed up qualitative research and reduce manual analysis work. While many teams see clear value in AI-assisted synthesis and automation, fully AI-led interviews still raise valid concerns around research quality, contextual understanding, and participant trust. This guide explores the best Outset… Continue reading Outset Alternatives to Scale UX Research in 2026
Designing AI Agents: 4 Lessons from China’s Qwen Agent
Summary: A study of Qwen’s AI agent reveals 4 design lessons: support discoverability, reuse familiar patterns, handle personal data carefully, and protect user autonomy. GenAI chatbots have made AI-as-personal-assistant feel within reach — and AI agents are the next step toward making that vision real. In consumer contexts, AI agents could theoretically handle daily requests,… Continue reading Designing AI Agents: 4 Lessons from China’s Qwen Agent
Designing adaptive teams
A systemic analysis of Peter Senge’s learning organisation within the modern product and design ecosystem Designing Adaptive Teams Over the past few weeks I was reading the conceptual framework of the “Learning Organization,” as articulated by Peter Senge of the MIT Sloan School of Management, which represents a paradigm shift from the mechanical, industrial-era hierarchies toward… Continue reading Designing adaptive teams
Minimum Viable Product (MVP): Definition
Summary: MVPs are learning tools that test whether an idea is valuable to users. Low-code platforms and AI-assisted design tools have made it faster than ever to build new products. But speed of creation can obscure the critical question in product development: Are we building the right solution for our users? Minimum viable products (MVPs)… Continue reading Minimum Viable Product (MVP): Definition
Customer Experience Design: Process & Tools You Need in 2025
Key takeaways 💡 CX design aligns every customer touchpoint into a cohesive experience that drives business results. 🔁 The CX design process follows six phases: Discovery, Mapping, Ideation, Design, Validation, and Optimization. 🔧 The best CX tools combine qualitative and quantitative methods for research and analytics. 📈 CX design in 2025 emphasizes personalization, consistency, accessibility,… Continue reading Customer Experience Design: Process & Tools You Need in 2025
Quantifying UX Success and Proving Value
Learn to measure and communicate UX value through quantitative data, qualitative stories, and financial impact calculations. Last week, I talked about building credibility by looking outside your organization for validation. External benchmarking, expert opinions, and industry recognition all help shift internal perception. But validation only works if people understand the actual value you’re delivering. That… Continue reading Quantifying UX Success and Proving Value
Good from Afar, But Far from Good: AI Prototyping in Real Design Contexts
Summary: AI prototyping tools follow general directions but lack the judgment and nuance of an experienced designer. Over the past few months, the UX design field has been flooded with AI-powered prototyping tools that generate interfaces instantly from natural-language prompts. Despite the massive marketing hype, our evaluation with real design scenarios revealed that these tools… Continue reading Good from Afar, But Far from Good: AI Prototyping in Real Design Contexts
Intuitive Interfaces: What Actually Makes Them Clear
[unable to retrieve full-text content] Removing roadblocks on the user’s way to understanding your product Partners page for the JoyJam music platform by Outcrowd Expectation: Came, saw, conquered. Reality: Logged in, got confused, left. That’s pretty much what happens when you run into a poorly designed interface. The only “intuition” you feel is the urge to run away.… Continue reading Intuitive Interfaces: What Actually Makes Them Clear
Product Validation Testing: Build Products w/ Product-Market Fit in 9 Steps
Key takeaways 🧪 Product validation confirms whether your idea solves a real problem for real users before you invest time and money building it ⚙️ It replaces assumptions through prototyping, interviews, surveys, and A/B tests 💪 Strong validation leads to better adoption, retention, and long-term success 🔎 The process involves defining hypotheses, mapping assumptions, selecting… Continue reading Product Validation Testing: Build Products w/ Product-Market Fit in 9 Steps
Guardrails for AI Agents
[unable to retrieve full-text content] Why guardrails are an integral part of any AI workflow and how to set them up for your AI agent As with any other type of software, AI agents are vulnerable to various types of threats. Without proper safeguards, they can produce inaccurate, biased, or even harmful outputs — or take unintended actions… Continue reading Guardrails for AI Agents
Personas Make Users Memorable
Summary: Personas support user-centered design throughout a project’s lifecycle by making user groups feel real and tangible. User-centered design means that designs are informed by user thoughts, behaviors, attitudes, needs, and goals. But that can be easier said than done when users feel like generic and undefined entities. Personas create a memorable representation of real… Continue reading Personas Make Users Memorable
Prioritize Smarts over Sentience to Increase Trust with AI
Summary: People trust AI more when it seems smarter rather than sentient. AI emotions can reduce trust in factual, task-oriented work and reduce AI reliability. A common concern from attendees of our Designing AI Experiences course is how to help users develop trust with artificial intelligence (AI). One technique that designers are frequently tempted to… Continue reading Prioritize Smarts over Sentience to Increase Trust with AI
A Millennial’s DVD Collection: I’m Returning to Physical Discs
Summary: Frustrating streaming apps and smart TV design pushed at least one user (me) back to physical discs for reliability, ownership, and simpler choices. I remember when the first digital-streaming service (Netflix’s) became available. It was such a massive improvement on the user experience of watching a movie — no need to go to a… Continue reading A Millennial’s DVD Collection: I’m Returning to Physical Discs
CRO Audit: Step-by-Step Guide w/ Templates, Tips and Tools
🛠️ A CRO audit is more than a quick design tweak; it’s a full-funnel investigation into why visitors aren’t converting by analyzing user behavior, conversion paths and design bottlenecks 🧪 Combining both qualitative (user feedback, usability testing) and quantitative (analytics, heatmaps, A/B tests) data gives a complete view of why users drop off ♻️ A… Continue reading CRO Audit: Step-by-Step Guide w/ Templates, Tips and Tools
Information pollution, poisoning, and hygiene
[unable to retrieve full-text content] Abstract representations of information pollution, poison, and hygiene. Image by the author, 2025. People are information beings. Our civilization is created from shared information with practical application — part know-how, part doing. Culture is shared information shortcuts. Society is shared cross-cultural information to find overall balance. Science is information built for understanding more broadly… Continue reading Information pollution, poisoning, and hygiene
The social significance of Spotify Wrapped
[unable to retrieve full-text content] How the tech industry ended postmodernism and increased individualism Wham!, Coca-Cola commercials, and obligatory family dinners; Western Christmas weeks are very predictable. We even have a new December tradition: the annual Spotify Wrapped. At first glance, the concept seems like a brilliant marketing strategy, but there’s a deeper meaning behind it.… Continue reading The social significance of Spotify Wrapped
AI as a Creative Teammate
Summary: AI acts as a creative teammate in group settings as it does for solo work. Thoughtful facilitation ensures teams leverage AI effectively in workshops and critiques. I don’t need to tell you that generative AI can be useful for ideation, writing, or communication — you probably already know and believe that. In speaking with… Continue reading AI as a Creative Teammate
How to write better prompts for AI design & code generators
[unable to retrieve full-text content] Because AI design and code generators quickly take an active part in the design process, it’s essential to understand how to make the most of these tools. If you’ve played with Cursor, Bolt, Lovable, or v0, you know the output is only as good as the input. Here’s a structured prompt… Continue reading How to write better prompts for AI design & code generators
Learn How to Display WordPress Custom Field Data With Blocks — Speckyboy
Custom fields are among WordPress’s most powerful features. They allow us to customize the front and back end of a website, and there are all manner of creative uses for them. Everything from displaying niche content to changing page layouts based on field values is possible. Traditionally, using custom fields meant navigating obstacles. They require… Continue reading Learn How to Display WordPress Custom Field Data With Blocks — Speckyboy