Hello, I'm Janna!
I turn mixed-methods data into product insights that drive behavior change.
I apply that across UX research, product strategy, and growth and lifecycle work, from early discovery through activation, retention, and long-term product direction.
Selected projects
Selected work spanning UX research, product strategy, and growth, using mixed-methods data to shape product direction.


AI-Assisted ResearchMixed-Methods AnalysisProduct Strategy
An interactive decision tool for when to surface, adapt, delay, or suppress a wearable insight




UX ResearchActivation & Retention0 → 1 AI Build
An AI activation layer that recovers boutique-hotel guests lost to pre-booking drop-off


Lifecycle & RetentionFunnel RedesignMixed-Method Analysis