There is no single U.S. graduate-school GPA requirement. Universities can publish general eligibility rules, while individual departments and programs set additional requirements and make admission decisions.
This guide replaces cross-field “competitive GPA” tables with a method for finding the number that applies to the exact degree and entry term. It does not estimate admission probability.
Follow the source hierarchy
Check sources in this order:
- the current application for the exact entry term;
- the degree or department admissions page;
- graduate-school or university-wide policy;
- a dated official class profile or institutional dashboard;
- application-service rules when that service calculates or reports GPA.
The Cornell Graduate School application steps explain that each graduate field sets its own requirements and makes independent decisions. MIT similarly describes graduate admission as decentralized and sends program-specific questions to the relevant department in its regular-student policy.
Label every number
| Label | Meaning |
|---|---|
| Minimum | A stated eligibility or review threshold |
| Recommended value | A program's advice, not necessarily a hard bar |
| Typical value | A description of applicants or students, as defined by the source |
| Cohort average or median | A statistic for a named entering class |
| Continuing standard | A rule after enrollment, not an admission requirement |
Berkeley provides one institutional example: its general admissions requirements describe a satisfactory scholastic average usually equivalent to 3.0/B and tell applicants to check their program for additional requirements. Do not convert that one university's baseline into a national rule.
Build an exact-program worksheet
| Field | What to record |
|---|---|
| Degree and department | Full official name |
| Entry term | Term and year |
| University baseline | Value or “none published” |
| Program minimum | Value and scale, or “none published” |
| Recommended/typical value | Exact label used by the source |
| Relevant-course GPA | Definition, if published |
| Prerequisites | Courses, degree, or experience |
| Tests | Required, optional, or not considered |
| GPA scale instructions | Transcribe, calculate, or convert |
| Source and checked date | Official URL and YYYY-MM-DD |
If two official pages conflict, do not choose the easier rule. Ask the program which one governs the current cycle.
Do not invent a 4.0 conversion
The Stanford Graduate Admissions FAQ asks applicants to enter the GPA and scale shown by each institution and not convert a non-4.0 GPA to 4.0. Other programs may give different instructions.
Use a conversion only when the target program or application service requests it and supplies the method. A private estimate should be labeled as an estimate.
Use planning math for your own record
If you have 72 completed credits at 3.20 and plan 12 credits at 3.80:
projected GPA = (72×3.20 + 12×3.80) ÷ 84 = 3.29
The college admissions GPA planner can compare future-credit scenarios. It does not know which courses a graduate program includes or how a committee weighs the result.
Avoid false comparisons
- Do not combine MBA, professional master's, research master's, PhD, medicine, and law into one GPA chart.
- Do not call an entering-class average a cutoff.
- Do not assume a test score offsets GPA by a measurable amount. Stanford notes that graduate test policies vary by program.
- Do not treat “no published minimum” as “grades do not matter.”
- Do not compare two numbers until their scales, course coverage, and time periods match.
FAQ
Is 3.0 a universal graduate-school minimum?
No. Berkeley publishes a general requirement using that value, but Cornell and MIT make clear that requirements and decisions are program-specific.
Does an upward trend guarantee special treatment?
No universal formula is published by these sources. You can document the trend, but the target program controls how it is reviewed.
Which GPA should an international applicant report?
Follow the exact application. Stanford currently instructs applicants to use the GPA and scale shown by the institution rather than invent a 4.0 conversion.