I turn real human insights into clear, actionable improvements, bridging the gap between users, design, and product decisions.
I'm Thami, a UX Researcher driven by understanding the why behind user behaviour. I'm especially strong at turning messy, complex data into clear, actionable insights that help build intuitive, user-centred products grounded in real-world needs.
I completed my Higher Certificate in Web Design at the Academy of Digital Arts, where I also worked as a Teaching Assistant, supporting students and strengthening my foundation in design thinking.
Over the past 3+ years, I've worked as a freelancer with Kandua, growing from customer support to insurance claims handling and into leading UX research. This journey has given me a deep, practical understanding of how real users interact with digital platforms across different touchpoints.
More recently, I've been working with a leading African AI company, Lelapa AI, contributing to user-focused research that supports the development of more inclusive and accessible AI systems.
I'm working on deepening my practice in Human-Computer Interaction and I am open to opportunities, both remote and global, where I can continue learning, contributing and growing.
I focus on UX research: understanding people, not just pixels. My work is rooted in asking the right questions, uncovering real behaviours and turning those insights into decisions that shape better, more intuitive products. I'm particularly interested in work where research is central, from user interviews and usability testing to synthesising insights that actually drive product direction. Currently open to full-time, contract and remote opportunities worldwide.
Moderated usability testing with 13 service providers on the redesigned Kandua Pro app, identifying key friction points impacting adoption of critical features.
The Kandua Pro app was undergoing a redesign of its core job navigation system. The study focused on how service providers discover, differentiate, and manage various job types, specifically the new tabbed architecture separating Kandua jobs from Non-Kandua (private client) jobs.
The goal was to identify usability strengths and friction points that could impact adoption of critical features, and to produce insights that would inform product and design decisions across the team.
A usability test guide was developed covering four primary focus areas: navigation hierarchy and entry points, tabbed job architecture, the transition from toggles to filters, and mental model clarity around terminology.
Most service providers navigated the app's primary flows with little difficulty. However, a clear mental model mismatch emerged around Non-Kandua jobs. For many Pros, private client work typically begins with capturing customer details or sending a quote, not "creating a job." The app's entry point reflected the system's logic rather than the Pro's real-world process.
Several participants were unsure what kind of jobs the Upcoming Jobs section was showing. Marketplace Pros were unsure whether these were new opportunities or already-accepted jobs. Insurance Pros were uncertain whether jobs shown were newly assigned, accepted, or requiring urgent action. The abstract label created unnecessary friction on a screen where clarity should be immediate.
In-depth interviews with team-based service providers to understand how Pros approach quoting and invoicing, map their workflows, and surface opportunities for a more intuitive product experience.
The goal was to understand how service providers currently approach quoting and invoicing, the mental models they use, and the challenges they face, so the team could design an intuitive quoting and invoicing experience that felt natural for any Pro to adopt.
The challenge going in was that workflows vary widely. Solo Pros tend to use pen and paper or simple tools, while team-based Pros use platforms like Sage, Excel, and QuickBooks. Understanding these differences was essential before designing a single unified solution.
Five in-depth interviews were conducted with team-based service providers across different trades. Sessions ran 45 to 60 minutes each and were structured across three phases: biography and context, problem exploration without priming on quoting, and a deep dive into quoting and invoicing workflows.
Across all participants, the workflow followed a clear sequence: site visit, formal written quote, deposit request, work completion, invoice for remaining balance, and final payment. The distinction between a quote (provisional) and an invoice (final) was firm and consistent across all Pros.
Notably, no major pain points emerged around the quoting and invoicing tools themselves. Team-based Pros have already embedded systems that fit their workflows and expressed little need for an alternative. The real friction points were behavioural, not technical.
Pros with teams are already invested in systems like Sage and QuickBooks. They will resist switching unless the new tool integrates easily, is at least as reliable, or offers clear time or cost savings. Initial resistance to digital tools was noted, pointing to a need for onboarding and training support built into any new product experience.
A personalised event discovery platform that connects to users' Spotify and Apple Music profiles to recommend events aligned to their musical taste.
WR2 is an application designed to help users discover events in their city, tailored to their taste by integrating their Apple Music and Spotify preferences. The platform fills a clear gap in the South African event discovery market where personalisation is absent.
A competitive analysis of the top event platforms in South Africa was conducted, covering XCEED, Howler, and Quicket. The analysis identified a consistent gap across all three platforms.
The final UI features a dark, atmospheric design with "Popular in South Africa" and "Based on Your Preferences" event sections, a category filter system, individual event detail pages with ticketing, and a taste-profile view showing top artists and matched events by genre.