How Many Graduate Schools Should I Apply To? Calculator
How many graduate schools to apply to, worked out from your realistic odds, how sure you want to be and your fee budget, with a free calculator for master's and PhD lists.
By Onward ScoutPublished 2 min read
Free tool · runs in your browser
How many graduate schools should I apply to? Calculator
Enter your realistic chance of admission at a typical program on your list, how many offers you want to choose between, and your budget. Get the number of programs to apply to and what it will cost.
Nothing you type here is uploaded or stored by Onward Scout; the tool runs entirely in your browser.
How many graduate schools you should apply to depends on your realistic chance at a typical program on your list, how sure you want to be of at least one offer, and what you can spend on fees. The calculator above does the arithmetic: at a 20% chance per program, 11 applications give you about a 90% chance of at least one offer.
How many graduate schools should you apply to?
In short
Enough that the chance of no offers is small. Each application is a separate try: at a 20% chance each, 11 tries give about a 90% chance of at least one yes. Master's applicants usually need fewer; PhD applicants usually need more, plus strong fit.
The difference between master's and doctoral programs is large. A Council of Graduate Schools analysis found 22.3% of doctoral applicants were accepted in 2020[PNPI on CGS data], compared with 55.7% for master's and other programs[PNPI on CGS data]. Those are averages across all programs; selective programs admit far fewer.
How does the calculator work?
In short
It treats each application as an independent try and finds the shortest list where the chance of at least one offer, or two, reaches your target. For one offer that is log(1 − confidence) ÷ log(1 − your chance). Then it prices the list with your average fee.
For two offers the count comes from the exact binomial formula rather than a rule of thumb: at a 20% chance and 90% certainty you need 18 programs, not the 22 you would get by doubling the one-offer list. The independence assumption is the important caveat. If every program on your list is the same kind of stretch, your outcomes move together, and adding more of the same helps less than the math suggests. Mixing strong-fit, typical and stretch programs helps, but every program reads the same file, so outcomes stay partly linked: treat the result as a minimum and add one or two programs of margin.
Why not just apply to as many as possible?
In short
Because each application costs money and, more importantly, a tailored statement. Past about 12 to 15 programs, quality usually drops, and a weaker statement lowers your chance everywhere. A shorter, better list often beats a longer, generic one.
The field is getting more crowded, which raises the cost of generic applications. Applications to US doctoral programs rose 3.7% between fall 2022 and fall 2023[Council of Graduate Schools], so committees are reading more files from equally qualified people. Fit, shown through a specific statement of purpose, is what separates them.
How do you raise your odds instead of adding programs?
In short
Contact faculty before applying, tailor the "why this program" paragraph, ask recommenders who know your research, and apply where your experience matches active projects. Each of those raises your chance at every program on the list.
Plan the letters early: each recommender will submit once per program, so a 10-program list means 30 letters across three people. Ask them well ahead using our recommendation request generator, and for PhD applications start with an email to a potential advisor.
Frequently asked questions
How many PhD programs should I apply to?
Usually 8 to 12, because doctoral admission rates are low. If the calculator suggests more than 15, put the effort into fit and faculty contact instead of adding programs.
How many master's programs should I apply to?
Often 4 to 8. Master's programs admit a much larger share of applicants, so fewer applications usually give you a good chance of at least one offer.
Can I get application fees waived?
Often, yes. Many programs waive fees for financial need, certain fellowships, or attending recruitment events. Ask before you remove a program from your list.
Should every program on my list be a reach?
No. Mix programs where you would be a strong, typical and stretch candidate, and enter your chance at a typical program on that mixed list. The calculator treats every program as that typical chance.
Apply to the whole list without losing track
Paste each program's page into Onward Scout: it keeps that program's requirements and deadline with your application and drafts each statement from your profile for your approval.
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