The healthcare industry is finally waking up to what
technology can do. But real progress doesn't happen
through tools alone, it happens through understanding.
Through people who can hold both worlds at once: the
clinical realities and the technical possibilities.
Without
that bridge, we don't solve problems. We automate the
wrong ones. We build complexity on top of fragility and
call it innovation.
Take digital dental labs.
Instead of using machines to support skilled technicians,
many clinics tried to replace them. The irony? Those
machines rely on human expertise to work properly. They
were built to assist, not erase. Otherwise, it isn't
innovation, it's cost-cutting dressed up as progress.
Now
they sit waiting for the expertise they pushed away.
Progress stalls, not because the tools failed, but because
leadership misunderstood what they were for.
My
background taught me to navigate complexity without
flinching and to think clearly when precision mattered
most.
I build with the same intent I practiced at
the chairside: to create outcomes that matter. For users.
For teams. For the people left outside the decision room
but not its consequences.
The tools have
changed.
The mission hasn't.
about me
Let's connect!
Hi, I'm Michelle. I build ML solutions for healthcare workflows with clinical
insider knowledge.
Spent enough time in scrubs to know which problems actually
need a smarter solution, and which ones just need better
coffee.
Most analytics tell you who to blame. Mine tell you what to fix.
Skillset &
Highlights
Clinical Workflow Automation Tools
Custom AI assistants for patient intake, appointment
scheduling, and clinical documentation.
Healthcare Data Analysis & Insights
Transform messy clinical data into actionable business
intelligence and predictive models.
ML Model Development & Validation
Custom machine learning solutions for
healthcare-specific problems, from proof-of-concept to
deployment.
Data Pipeline Development
Clean, transform, and structure data for analysis and
machine learning applications.
See what I’ve been building lately.