Insights on expert networks, market research, UX research, and AI training from the CleverX team.
162 articles
Finance professionals are among the most valuable and most challenging participants to recruit for product research. Getting it right requires planning around compliance constraints, credential verification, synthetic data environments, and incentive structures that match professional time value.
Research participant fraud is not a rare edge case. Open consumer panels see fraud rates of 10 to 30 percent in some studies. Here is how fraud enters a research program, how platform-level controls catch it before it reaches your sessions, and what study-level measures catch what platforms miss.
C-suite research is some of the most valuable and most difficult work in B2B user research. Understanding why standard recruitment fails for executives, and what actually works instead, is what separates research programs that consistently get executive access from those that treat it as a lucky outcome.
Unmoderated usability testing is a research method where participants complete tasks on a product independently, without a facilitator present during the session. A testing platform records screen interactions, think-aloud audio, and task metrics automatically.
To become a UX researcher, you need to develop core research methods skills, build a portfolio of real research work, and demonstrate the ability to translate user observations into product decisions. No specific degree required. Most people reach their first role within 6 to 18 months of focused effort.
Most participant no-shows are preventable. Understanding why they happen points directly to what you can do about them: from confirmation best practices and reminder sequences to backup participant strategies and incentive structure.
A one-hour user interview produces roughly 8,000 to 10,000 words of spoken content. Transcribed manually, that takes three to five hours per session. AI transcription tools reduce that burden to minutes, with accuracy rates high enough that the time saved far exceeds the correction overhead.
Maze's free plan has real limits. For design teams and UX researchers who need more testing capacity or different methods, several free and freemium alternatives cover prototype testing, first-click testing, IA research, and behavioral observation at zero or near-zero cost.
Open source usability testing tools cover behavioral observation and survey infrastructure reasonably well, but have almost no equivalent for participant recruitment, moderated session facilitation, and active research coordination. Here is what exists, where each tool falls short, and when a managed platform makes more sense.
Note-taking during user interviews creates a persistent tension for moderators. Taking detailed notes distracts from active listening. Not taking notes creates a heavy post-session processing burden. AI note-taking tools resolve this tension automatically.
A research operations manager builds and maintains the infrastructure that allows research teams to conduct higher-quality research more efficiently. The role becomes necessary when a research program has three or more active researchers or runs more than 50 studies per year.
Logistics UX research requires specialized participants, operational realism, and sandbox environments. Here's how to research TMS, WMS, and freight platforms effectively.