How This WorksOne Tutor.
One Tutor.
Not a Marketplace.
Most online tutoring sites are built around matching you to whoever’s available from a large pool. This site is built around the opposite idea: you work with one person, every time, for as long as that’s useful to you.
A plain, factual comparison
No names, no rankings — just how the two models actually differ.
A tutor-matching marketplace
Working with Deb directly
Who you work with
MarketplaceA tutor is assigned or matched from a large pool, often based on whoever is available.
HereYou work with Deb White, specifically, every time. There is no other tutor to be matched to.
Continuity
MarketplaceIt is common to get a different tutor from one session to the next, each starting over from scratch.
HereThe same person sees how you think over time — what clicked last week, what to circle back to, where the real gap is.
Who you can verify
MarketplaceTutors are often represented as ratings and short bios across a large, rotating roster.
HereOne named, credentialed instructor: 40 years teaching mathematics at California community colleges, M.A. in Statistics from Stanford University. You can read about her background before you ever book.
Commitment
MarketplaceSubscription packages or bundled-hour contracts are common.
HerePay-as-you-go, session by session. No contracts, no required package, no penalty for stopping.
Availability
MarketplaceSome platforms advertise instant, always-on tutor access.
HereDeb is one person with a real schedule. Sessions are booked in advance, not promised as 24/7 on-demand — because that promise can't honestly be kept by one person, and we'd rather not make it.
Your data
MarketplaceMarketplace platforms often run ad-tracking and retargeting across a broad network of advertisers.
HereNo ad-tracking pixels, no retargeting, no selling student data. Ever.
In Deb’s words
This is the whole reason I do it this way.
I’m not trying to compete with a large platform on size — I can’t, and I don’t want to. What I can offer is something a big roster structurally can’t: the same person, session after session, who actually remembers what you’re working on and why.
That’s also why there’s no contract. If working with me stops being useful to you, you stop booking. No package to cancel, no penalty. I’d rather earn the next session than lock you into one.
See for yourself — no commitment.
Book a free 15-minute intro call and talk to Deb directly, not an algorithm.