When AI Meets Human Judgment: Designing for Trust in High-Stakes Work

For over a decade, I’ve worked on AI/ML products where mistakes have real consequences. In two key projects — automating legal document review for brokerages, and using AI to identify college students with leadership potential— I bridged the gap between data science and human trust, ensuring adoption in high-stakes contexts. Legal Document Automation (Startup, Acquired … Read more

Immediate impacts and durable processes: DesignOps and ResearchOps transforming organizations

Overview I thrive as part of the team. Whether leading a squad, partnering with product and engineering, or contributing as a senior IC. My value comes from delivering impactful product outcomes while building the operational foundation that allows a team to move faster and with more confidence. Across roles in startups, corporations, and non-profits, I’ve … Read more

Ethnographic research into a scalable, enduring product ecosystem

Overview In 2011, I created a new way to describe gin flavor. Not by listing botanicals, but by translating how real drinkers talk into a clear, approachable visual. The result was the Gin Flavor Map, a language-first, non-technical flavor model that uses familiar terms (“heat,” “floral,” “citrus”) and avoids false precision by using “a lot,” … Read more

The Art of Game Design (i)

Schell’s The Art of Game Design is not designed to be a User Experience design text.  But it is designed to be a user experience design text. It’s about designing experiences within the game realm, but unlike many other foundational texts in contemporary user experience design which ground themselves in the web and product, Schell grounds us … Read more

Rocket Surgery Made Easy

Expectations are high when one of the iconic names in UX puts out a book expectations are high. Don’t Make Me Think is rightfully considered essential reading among UX designers. But his work Rocket Surgery Made Easy tackles a topic more apt for a screed than a highly engaging manual; however, whereas it might have been essential in 2009, … Read more

The Glass Cage

Consideration of how a product makes a person is a critical part of what user experience can bring to a project; however, Nicholas Carr’s The Glass Cage offered a source of insight into some surprising results of a recent set of interviews. First the Project Staff members historically were tasked with planning a complex event. It involved … Read more

About Face (ii)

Often a subtle tension emerges over the course of a product. When your User Experience team manages both the business analyst hat and the interaction design, these concerns can often be smoothed over as a result of the UX process. Other times, these needs come to be represented by two different teams. It’s important to … Read more

Microinteractions (ii)

As we are halfway through the year that thinkers and technology prognosticators thought would be the year of “Wearable Tech,” it seems like an appropriate time to review, but in particular reflecting on a key facet of the technology through a Microinteraction lens. The value of wearable One of the largest untapped ways a technology can … Read more

About Face (i)

Perhaps one of the most striking recommendations in Cooper’s quintessential textbook on the topic of Interaction Design is the one that might be the most challenging for those of us who have been in the profession for a long time. A powerful tool in the early stages of developing scenarios is to pretend the interface is … Read more

Lean UX (ii)

Design by Consensus. Although Lean UX doesn’t call it out specifically, there’s moments where the recommendations seem to skew a little bit in the direction of this ineffective practice. Gothelf and Seiden call this out specifically “Lean UX is a collaborative process…but it’s not design-by-committee”  (page 33). I feel though the process outlined demonstrates an effective way … Read more