Insaytia

Human-Centered Machine Learning

I build interpretable, ethical machine learning models grounded in psychological theory. My focus is not just accuracy, but insight: what shapes user behavior, and how can we predict or support positive outcomes?


Capabilities:

Training and validating predictive models (classification & regression)

Model explanation (SHAP, PDP, feature importance)

Shiny app development to explore models interactively

Model performance reporting 

Trait-based audience profiling & segmentation

Psychological personas built on data, not assumptions

Customer journey insight rooted in behavioral patterns

Use cases:

Understanding your top users’ motivational styles

Mapping personality profiles to feature engagement

Helping HR or L&D teams understand employee well-being, employability skills or personality profiles



Who I help?

 Product teams, mental health platforms, HR analytics ...