The matchstick for students who weren't handed a research roadmap|
MatchLab uses semantic AI to match you with ND faculty whose research aligns with your interests — then explains their work in plain language and drafts your outreach email.
Find My Match →The Student Who Shouldn't Have to Guess
Yuki, ND '29Yuki is a first-year student from Japan, newly arrived at Notre Dame. She's navigating a new education system, a language barrier, and no clear guidance. She's passionate about neuroscience — inspired by her grandmother's Alzheimer's — and she already understands concepts like amyloid-beta plaques and tau tangles.
But she doesn't know where to start. She can't find the right faculty. She doesn't know how to reach out. She doesn't know what a cold email to a professor should look like.
This experience isn't unique. Many students don't lack motivation — they lack access, clarity, and guidance. And too many give up before they begin.
The next breakthrough could come from a student who just needed a clearer path to begin.
The Access Gap
Four barriers that keep motivated students out of research
No Roadmap
Students with research connections get informal guidance — who to email, what to say, which labs want undergrads. Everyone else is left guessing.
Jargon Barrier
Faculty profiles are dense with terminology. A first-year reading a publication list has no way to tell if their interests actually align.
Cold Outreach Friction
Even highly motivated students don't send emails. They don't know what to say — or they worry about saying the wrong thing.
Discovery is Luck
Finding the right lab depends on knowing the right people, attending the right info session, or getting lucky in office hours.
Three Steps to Your First Lab
From curiosity to confident outreach in under a minute
Match
Describe your interests in plain language. MatchLab embeds your words and computes semantic similarity against all ND Neuroscience faculty.
Explore
An interactive force-directed mindmap shows every faculty member as a node, color-coded by match strength. Click any node to open their story.
Connect
Five TLDR cards explain the professor's mission, methods, and why they match you. One click drafts a personalized outreach email.
Ready to find your research home?
It takes 30 seconds. No experience required.
Find My Match →