Graduate School Graduate Guide

How US Graduate Schools Evaluate International Applicants' GPA
Converting, Contextualizing, and Comparing Academic Records From Every Grading System in the World

If you completed your undergraduate degree outside the United States, your GPA is probably not a 4.0-scale number, and US graduate programs cannot simply read it the way they read a domestic GPA. The process by which admissions committees evaluate international academic records involves conversion, contextualization, and a different set of signals than it does for domestic applicants.

US graduate schools evaluate international GPA through credential evaluation services that convert foreign grades to a 4.0-scale equivalent, adjusted for the grading culture of the applicant's home institution and country. A 7.5/10 from India, an 85% from China, and a 2:1 from the UK all require contextual interpretation — the raw number alone means nothing without that context.

Why Direct GPA Comparison Fails Across Countries

The United States uses a 4.0 grade point scale. Most of the world does not. Germany uses a 1–5 scale where 1.0 is the best score. India commonly uses a 10-point scale or percentage averages. China uses percentage grades with very different passing thresholds. The UK uses a classification system with four bands. France uses a 20-point scale where anything above 14 is considered excellent. Brazil uses a 10-point scale with regional variations. Australia uses High Distinction, Distinction, Credit, Pass, and Fail.

Each of these systems has its own norms for what constitutes strong, average, and weak performance. In some systems, scores above 90% are rare because professors philosophically resist awarding near-perfect marks. In others, a 70% is the effective floor for competitive performance. In Germany, a 2.0 is excellent — not mediocre. Applying US 4.0-scale intuitions to any of these systems produces systematically wrong conclusions.

This is why US graduate programs evaluating international applicants cannot simply read a foreign transcript at face value. The number requires context to be meaningful.

Standard US Grade Point Scale (for reference)

Once enrolled at a US graduate program, international students earn grades on the same scale as domestic students:

Letter GradeGrade PointsGeneral Meaning
A+ (at schools that use A+)4.0 or 4.3 (varies)Exceptional
A4.0Excellent
A−3.7Very good
B+3.3Good
B3.0Satisfactory; grad school minimum floor
B−2.7Below grad school minimum
C+2.3Below grad school minimum
C2.0Effectively failing in grad school context
D+1.3Very poor
D1.0Very poor
D−0.7Very poor
F0.0Failing

Credential Evaluation Services: WES, ECE, and Others

Credential evaluation services are organizations that review academic records from foreign institutions and produce a standardized report assessing equivalency to US academic credentials. They are not part of the US government; they are private organizations that have developed expertise in international credential review and have earned recognition from universities and licensing boards.

WES (World Education Services)

WES is the most widely recognized credential evaluation service for US graduate admissions. A WES evaluation of an international bachelor's degree produces a report that includes: verification that the degree is equivalent to a US bachelor's degree, a course-by-course grade conversion to the US 4.0 scale, and a cumulative GPA equivalent.

WES uses a country-specific grading scale database to convert grades. The conversion is based on the typical grade distribution at the applicant's institution or country, not a mechanical percentage formula. The same raw grade from different countries may convert to different US GPA equivalents because WES adjusts for grading culture.

WES evaluations cost approximately $200–$250 and take 7 to 20 business days after all documents are received. The applicant typically must have their institution send transcripts directly to WES in sealed, official form.

ECE (Educational Credential Evaluators)

ECE is another well-regarded evaluation service, particularly for applicants from European countries. ECE evaluations are accepted by most major US universities and professional licensing boards. Their methodology and pricing are similar to WES.

NACES Members

The National Association of Credential Evaluation Services (NACES) maintains a list of member organizations, all of which meet certain standards for credential evaluation practice. Most US graduate programs accept evaluations from any NACES member. If a program does not specify a preferred evaluation service, any NACES member evaluation is typically acceptable.

University-Performed Evaluations

Some universities, particularly large research universities with significant international enrollment, perform their own credential evaluations in-house rather than requiring an external service. If the target program's requirements say "we will evaluate credentials ourselves," you submit official transcripts directly rather than obtaining a separate credential evaluation report. Check each program's instructions carefully.

Country-by-Country Conversion Guide

The following conversions are general guidelines based on common evaluation practices. Actual converted values may differ depending on the evaluation service used, the specific institution, and the program's internal policies. For precise conversions, use a recognized credential evaluation service or our percentage to GPA calculator.

Country/SystemNative ScaleStrong PerformanceUS 4.0 EquivalentNotes
India (percentage)0–100%75–85%3.5–3.9Grading norms vary significantly by institution; IIT/IIM grades often weighted more favorably
India (10-point CGPA)0–108.0–9.03.5–3.9Many Indian universities report CGPA directly; 9.0+ is exceptional
China (percentage)0–100%80–90%3.3–3.9Passing threshold typically 60%; strict grading culture means 85%+ is genuinely strong
UK (Honours)First/2:1/2:2/ThirdFirst Class or 2:1First ≈ 3.7–4.0; 2:1 ≈ 3.3–3.7See detailed UK section below
Germany1.0–5.0 (1.0 = best)1.0–1.51.0 ≈ 4.0; 1.5 ≈ 3.7; 2.0 ≈ 3.3Scale is inverted; 4.0 in Germany is a D equivalent in US terms
France0–2014–1714–16 ≈ 3.3–3.7; 16–18 ≈ 3.7–4.0Scores above 16 are rare; strict grading culture; 14 is genuinely good performance
AustraliaHD/D/Cr/P/FHD (High Distinction) or D (Distinction)HD ≈ 4.0; D ≈ 3.7; Cr ≈ 3.0–3.3Distinction level or above is competitive for US graduate admissions
Brazil0–108.0–9.58.0 ≈ 3.3; 9.0+ ≈ 3.7–4.0Passing threshold typically 6.0 or 7.0 depending on institution
Mexico0–108.5–9.58.5 ≈ 3.3–3.5; 9.5 ≈ 3.9Public university grading may be stricter than private institution grading
Japan100-point or letter80–90 (letter A or S)A ≈ 3.7–4.0; B ≈ 3.0–3.3Some universities use S-A-B-C-D where S is exceptional
South Korea4.5 scale (some 4.3)3.8–4.5Roughly equivalent; divide by scale maximum and multiply by 4.0Similar to US 4.0 scale; relatively direct conversion
Canada4.0 scale (some variations)3.5+Roughly equivalentMost Canadian provinces use a 4.0 or similar scale; minor variations

Grading Culture and Why Context Matters More Than the Number

The single most important thing US graduate admissions reviewers must do when reading an international transcript is apply grading culture context. This means understanding what the grade distribution looks like at the applicant's institution and country, not just at what percentile the raw number falls on a universal scale.

Strict Grading Cultures

Some grading cultures operate on a philosophical principle that near-perfect scores should never be awarded because no work is ever truly perfect. In France, an 18/20 is extraordinarily rare — a professor who assigns it is effectively saying the work was as close to flawless as they can imagine. In this context, 14/20 is an excellent grade. The same underlying performance that earns a 14/20 in France might earn a 94/100 in the United States. Applying US intuitions to the French scale produces the erroneous conclusion that a French student with a 14 average is underperforming.

German grading operates on a 1–5 scale where 1.0 is the best possible grade and 4.0 is the minimum passing grade. A German student with a 1.3 average is an exceptional student. A student evaluating their own German 1.3 as "pretty bad because 1 out of 5 seems very low" has fundamentally misread their own transcript — and this is exactly what happens to German applicants who do not provide adequate context to US reviewers unfamiliar with the German system.

Grade Inflation Contexts

Some grading environments have experienced significant grade inflation over time, or operate with distributions that make high grades widely accessible. In these contexts, a raw high score does not provide the same competitive signal that a similar score from a strict-grading environment would. Admissions reviewers with experience in specific countries often know which institutions tend toward grade inflation and adjust their interpretation accordingly.

How Committees Handle This

Experienced admissions committees either consult AACRAO's EDGE database (a subscription service that provides country and institution-specific grading context), rely on credential evaluation reports that incorporate grading culture adjustments, or apply knowledge built from years of reviewing applicants from a given country. Applicants from countries with strict grading cultures often benefit from explicitly providing context in their application materials — noting their class rank, institution rankings, or typical grade distribution — because reviewers may not have deep familiarity with their specific institution.

How Admissions Committees Actually Review International Records

The practical review process for an international application varies by program type, size, and selectivity. Here is how it typically works at a US research university.

Initial Screening

Applications are typically reviewed first for completeness (all required materials submitted) and then for minimum requirements. For international applicants, the minimum requirements usually include a credential evaluation showing equivalency to a US bachelor's degree and a GPA equivalent of 3.0 or higher on the 4.0 scale. Applications that do not meet these thresholds may not proceed to full review, depending on the program's policies.

Full Review

Applications that clear the initial screen are reviewed holistically. At this stage, the international GPA equivalent is one data point among several: standardized test scores (GRE, TOEFL or IELTS for English proficiency), letters of recommendation, statement of purpose, writing samples (in humanities and social science programs), and research experience. In research-focused PhD programs, fit with faculty research interests often dominates all other factors once the basic academic threshold is cleared.

The Role of English Proficiency

For international applicants whose primary language is not English, TOEFL or IELTS scores serve as a separate evaluation threshold. The minimum requirements vary by program, but typical competitive thresholds are TOEFL 100+ or IELTS 7.0+. These scores address a concern that GPA alone does not: the applicant's ability to do academic work in English in a US classroom and research environment. Even an exceptional international GPA may not be sufficient if the English proficiency evidence is weak.

Class Rank and Percentile as Supplementary Evidence

For international applicants, class rank or percentile standing within their graduating cohort is often more informative to US reviewers than a raw grade average. A 78% average at an institution where the top 5% of graduates average 75% tells a very different story than a 78% average at an institution where the top 5% average 92%.

If your institution provides official rank or percentile information, request that it be included in official transcripts or in a separate letter from the registrar. If rank is not officially reported, some programs accept a letter from a department chair or dean that contextualizes your performance relative to your cohort.

In applications to US PhD programs, providing class rank context can be the difference between an application that reads as borderline and one that reads as clearly strong, particularly for applicants from institutions that US reviewers may not know well.

The GRE as an International Benchmark

The Graduate Record Examination (GRE) has historically served as one mechanism by which international applicants can provide an objective, internationally comparable performance measure that complements an unfamiliar foreign GPA. A 90th-percentile GRE Quantitative score is meaningful regardless of whether the applicant's undergraduate GPA comes from India, Germany, or Brazil — it demonstrates quantitative reasoning ability on a standard US norm-referenced test.

However, GRE requirements have changed significantly at US graduate programs since 2020. Many programs, including highly ranked research programs, eliminated the GRE requirement either temporarily or permanently during and after the COVID-19 pandemic and then extended those changes as policy. As of the mid-2020s, a substantial proportion of US graduate programs no longer require or even accept GRE scores.

For programs that do still require or accept the GRE, it can provide international applicants with a strong supplementary signal. For programs that do not use GRE, the alternative signals become more important: research experience, writing quality, and letters from US-based or internationally recognized researchers who can speak to the applicant's abilities in terms US reviewers will understand.

TOEFL and IELTS as Academic Performance Indicators

English proficiency test scores (TOEFL, IELTS, PTE) function as a floor, not a differentiator: they establish that the applicant can function academically in English, but a very high score does not significantly strengthen an application beyond that threshold in most cases. Exceptions exist in fields where writing and oral communication are central to the academic work — humanities, education, and communication programs may weight English language proficiency evidence more heavily.

UK Degrees: Honours Classification and US Equivalents

The UK undergraduate degree system uses a classification framework rather than a numerical GPA scale. The four classifications and their approximate US equivalents are:

UK ClassificationPercentage Range (typical)US GPA EquivalentCompetitiveness for US Grad Admissions
First Class Honours (1:1)70%+3.7–4.0Strong; competitive for most US graduate programs
Upper Second Class Honours (2:1)60–69%3.3–3.7Acceptable; meeting or near-meeting competitive range for most programs
Lower Second Class Honours (2:2)50–59%2.7–3.3Below competitive range for most US PhD programs; may qualify for some master's programs
Third Class Honours40–49%2.0–2.7Below minimum for most US graduate admissions

UK institutions that use percentage-based grades alongside classifications sometimes report individual course grades. The percentage conversion to US grade points uses the above table as a guide. Note that a 70% in the UK, representing First Class performance, is explicitly not the same as a 70% in the US (which would be a C in most US grading systems).

If your UK institution also provides a percentage average or individual course marks, include this in your application materials. Many US reviewers are familiar with the classification system but may benefit from seeing the underlying percentage data, particularly for Firsts earned at the higher end of the 70%+ range.

European Grading Systems: ECTS and National Scales

Europe does not have a single unified grading system despite the European Credit Transfer and Accumulation System (ECTS) providing a common credit framework. Individual countries use different national scales, and the ECTS grade equivalencies (A through FX/F) are applied inconsistently. The national scales and approximate US equivalents include:

CountryScaleTop GradeStrong PerformanceApprox US Equivalent for Strong Performance
Germany1.0–5.0 (1 = best)1.01.0–1.53.7–4.0
France0–2020/2014–173.3–3.7
Spain0–10108.0–9.53.3–3.9
Italy0–30 (18 = passing)30/30 (or 30/30 con lode)27–303.5–4.0
Netherlands1–10107.5–9.03.3–3.9
SwedenPass/Pass with Merit/Pass with Distinction (or A–F)Distinction / AMerit or higher3.3+
Russia1–554.5–5.03.7–4.0

ECTS grades (A = best 10%, B = next 25%, C = next 30%, D = next 25%, E = lowest passing 10%) provide a percentile-based comparison but are not universally used by European institutions. If your transcript includes both national grades and ECTS grades, the combination is more informative to US reviewers.

Asia-Pacific Systems: India, China, Japan, Australia

India

Indian universities use either a percentage system or a Cumulative Grade Point Average (CGPA) on a 10-point scale. Both are common; some institutions have shifted to CGPA in recent years following National Board of Accreditation or University Grants Commission guidance.

For percentage-based grading: an aggregate above 75% is generally strong; above 80% is excellent by most Indian grading standards. The caveat is significant variation between institutions. Top-tier Indian universities (IITs, IIMs, NITs) often have tighter grade distributions where a 75% represents high relative performance; other institutions may have wider distributions. US graduate programs that receive many Indian applicants often have internal context for the institutional differences.

For CGPA on a 10-point scale: the approximate conversion is straightforward using the formula CGPA/10 × 4.0. An 8.0 CGPA converts to approximately 3.2 US GPA. A 9.0 converts to approximately 3.6.

Use our percentage to GPA calculator for a quick conversion estimate, and note that the output represents a mathematical conversion rather than a WES-style contextually adjusted conversion.

China

Chinese universities typically use a 100-point percentage scale, with passing defined at 60 points. The grade distribution at top Chinese universities (Tsinghua, Peking, Fudan, Shanghai Jiao Tong, and other Project 985/211 institutions) tends toward strict grading, with means often in the 75–85% range for strong students. Applicants from these institutions typically have their grades converted to a US equivalent of 3.5–3.9 by evaluation services, despite raw percentage averages that might look lower to US reviewers.

Chinese applicants should provide institution-level context where possible. Admissions committees at universities with established relationships with Chinese partner institutions may have direct knowledge of the grading culture; programs with less experience with Chinese applicants benefit more from explicit contextualization.

Japan

Japanese universities use either a 100-point or letter-grade scale. Some institutions use a special S grade above A to indicate exceptional performance. Grade distributions at Japanese universities vary significantly by institution and by faculty (arts and humanities may grade more strictly than engineering and science faculties). Japanese applicants are often advised to include a grading scale explanation from their institution's registrar.

Australia

Australian universities use a classification system: High Distinction (HD, typically 85%+), Distinction (D, 75–84%), Credit (Cr, 65–74%), Pass (P, 50–64%), and Fail (F, below 50%). Australian grades convert to US equivalents relatively cleanly: HD ≈ A to A− (3.7–4.0); D ≈ A− to B+ (3.3–3.7); Cr ≈ B to B+ (3.0–3.3). A student with mostly Ds and HDs in Australian degree terms has a competitive record for US graduate admissions.

Strengthening an Application With a Lower Converted GPA

International applicants whose grade conversion falls below the competitive range for their target programs have several options for strengthening their applications.

Provide Institutional Context

Request a letter from your institution's registrar or department chair that describes the grading scale, the typical grade distribution for your graduating cohort, and your rank if available. This official document provides admissions reviewers with the context to interpret your grades accurately rather than through a potentially unfamiliar lens.

Pursue a US-Based Master's Degree First

As discussed in our guide on master's vs PhD GPA requirements, a strong master's GPA from a US institution substantially offsets a weaker undergraduate GPA in PhD applications. A US master's degree also provides domestic academic credentials that are directly readable without conversion, eliminates the evaluation uncertainty, and demonstrates the applicant's ability to succeed in the US academic environment specifically.

Research Directly Addressed to Faculty

In PhD admissions especially, identifying and contacting faculty whose research interests align precisely with your background, and demonstrating that you have read and engaged with their recent work, can be more effective than any GPA improvement strategy. A faculty member who is enthusiastic about a specific research match will advocate for an applicant in committee even against GPA headwinds.

Address the GPA in the Statement of Purpose

If there were specific semesters or years with lower grades due to identifiable circumstances — health, family, transition from a strict secondary education system — address them directly and briefly in the statement of purpose. Admissions reviewers are more forgiving of explained grade patterns than unexplained ones, particularly when the trajectory shows improvement.

International Students During Enrollment: US GPA Mechanics

Once admitted and enrolled at a US graduate program, international students are evaluated on exactly the same GPA system as domestic students. The same 3.0 minimum applies. The same letter-grade-to-point conversions apply. And the same risks apply: falling below 3.0 triggers academic probation, potentially affecting visa status in addition to academic standing.

Visa Status and Academic Standing

F-1 international students are required to maintain "full-time" enrollment and academic standing as defined by the institution. Academic probation, while not automatically a visa violation, may become one if it results in reduced enrollment or program dismissal. An international student dismissed from a graduate program loses their F-1 sponsorship and must either transfer to another qualifying institution within a specified period or depart the United States. The stakes of falling below the 3.0 minimum are higher for international students than for domestic students for this reason.

Satisfactory Academic Progress and Financial Aid

International students who receive institutional funding (fellowships, TA positions, RA positions) face the same funding-standing connection described in our guide on grad school academic probation. Falling below the GPA minimum may suspend funding eligibility, compounding the financial and immigration consequences of poor academic performance.

Tracking GPA During Enrollment

Use the graduate GPA calculator to track your cumulative GPA throughout your US graduate program. Enter only letter-graded courses; thesis, research, and S/U-graded courses do not enter the GPA. Understanding where your GPA stands relative to the minimum after each semester is essential for catching problems early enough to correct them.

Common Misconceptions

Misconception 1: "My foreign GPA is not comparable to a US GPA so it does not matter"

It matters significantly. Admissions committees have methods for evaluating foreign credentials, and a credential evaluation will produce a US-comparable GPA equivalent. The question is not whether your GPA will be evaluated, but whether the evaluation will be favorable given the grading context of your institution.

Misconception 2: "A credential evaluation will automatically make my GPA look worse"

Not necessarily. Students from strict-grading cultures often find that their converted GPA is higher relative to US intuitions than their raw score suggested. A 75% average from a French university may convert to a 3.5 equivalent because WES accounts for the fact that 75% represents strong performance in the French grading context.

Misconception 3: "Any NACES member evaluation service produces the same result"

Different evaluation services can produce slightly different converted GPA values for the same transcript because they use different conversion methodologies and different institutional data. The differences are usually small but not always trivial. Some applicants obtain evaluations from multiple services for multiple applications and find that the same transcript produces slightly different results from each. This is expected behavior, not an error.

Misconception 4: "I need to apply to the graduate school directly to get my credentials evaluated"

No. Credential evaluations are obtained independently from the graduate school application. You obtain the evaluation from WES, ECE, or another service first, and then include the evaluation report with your application materials. The credential evaluation process is entirely separate from the admission process.

Misconception 5: "A high GRE score will overcome any GPA problem for international applicants"

A high GRE score is helpful but is not a guarantee. It provides an objective benchmark on academic ability, but it does not address the question of whether the applicant has the research skills, intellectual fit, and background preparation for a specific PhD program. And many programs no longer require or even accept GRE scores, reducing its utility as an offsetting factor.

Misconception 6: "I should convert my grades myself to 4.0 and report the converted GPA on applications"

Do not self-report a converted GPA; let the credential evaluation service produce the official conversion. Self-reported conversions are not accepted by most graduate programs and may create credibility problems if your conversion methodology does not match the program's expectations. Report your native grades accurately and let the official evaluation report do the conversion.

Misconception 7: "My undergraduate GPA from abroad cannot be improved for a later US PhD application"

It cannot be changed, but its weight can be reduced. A US master's degree with a strong GPA, US research experience, and a track record of English-language academic work substantially reduces the weight that a foreign undergraduate GPA carries in a subsequent US PhD application.

Frequently Asked Questions

How do US graduate schools evaluate international GPA?

Through a combination of credential evaluation services (which convert foreign grades to a US 4.0 equivalent), institutional and country grading context, and holistic review. Most programs require or recommend an official credential evaluation report from a recognized service like WES or ECE. The evaluation converts your grades, verifies your degree's equivalency, and produces a US GPA equivalent that admissions reviewers can compare to domestic standards.

Do I need a WES evaluation to apply to US graduate school?

Most US graduate programs require or strongly recommend an official credential evaluation for international applicants. WES is the most widely recognized service, but any NACES member organization's evaluation is typically accepted. Some universities perform their own evaluations in-house; check each program's instructions. A credential evaluation costs $200–$250 and takes about 7–20 business days after all documents arrive.

What GPA is a 7.8/10 from an Indian university in US terms?

A 7.8 out of 10 CGPA converts to approximately 3.12 on the US 4.0 scale using a direct proportional conversion (7.8/10 × 4.0). However, WES and other evaluation services may produce a slightly different result based on institution-specific grading norms. For a direct estimate, use our percentage to GPA calculator. For an official conversion, obtain a WES evaluation.

Is a 2:1 degree from the UK competitive for US graduate admissions?

Yes, generally. A 2:1 (Upper Second Class Honours) is approximately equivalent to a US GPA of 3.3–3.7, which meets the competitive threshold for most master's programs and some PhD programs. A First Class Honours degree (3.7–4.0 equivalent) is stronger and competitive for the most selective programs. A 2:2 is below the competitive range for most US PhD programs.

Can a strong GRE score offset a lower international GPA?

Yes, especially in STEM fields and especially for programs that still require or accept GRE scores. A 90th+ percentile GRE Quantitative score provides an objective, internationally comparable performance signal. However, many US programs have eliminated GRE requirements, reducing its utility. Research experience and faculty fit are typically more powerful offsetting factors than test scores in PhD admissions.

How is a German grade of 1.5 evaluated by US graduate schools?

A 1.5 on the German 1–5 scale (where 1.0 is the best grade) is very strong performance — approximately equivalent to a US GPA of 3.7–3.9. Remember that the German scale is inverted: lower numbers are better, not worse. WES and other evaluation services account for this in their conversions. A German student with a 1.5 Gesamtnote (overall grade) has a competitive record for US graduate admissions.

How does class rank help international graduate applications?

Class rank or percentile provides direct comparative context that a raw grade average alone does not. Finishing in the top 5% of a graduating class at a competitive Indian, Chinese, or German university is strongly positive evidence regardless of what the raw score looks like in US terms. Request official rank documentation from your registrar and include it in your application.

What happens if my international GPA converts below the 3.0 minimum?

A converted GPA below 3.0 typically means the application does not clear the minimum threshold for consideration. Your options include applying to programs with lower minimums, providing strong contextual evidence that the conversion understates your performance (strict grading culture, high class rank), or building a stronger graduate record through a US-based master's program before applying to PhD programs.

Does being on an F-1 visa affect how academic standing is evaluated?

F-1 students are held to the same academic standards as domestic students. The difference is that academic standing problems have additional consequences: probation or dismissal can affect visa status and require departure from the US if enrollment is reduced or terminated. International students on F-1 status have a stronger practical incentive to maintain good academic standing than domestic students.

How do I calculate my GPA once I am enrolled in a US graduate program?

Once enrolled, use the standard US GPA formula: multiply each course's credit hours by the grade points earned, sum all those products (quality points), and divide by total letter-graded credit hours. The graduate GPA calculator does this automatically. Include only letter-graded courses — thesis, research credits, and S/U-graded courses do not enter the GPA calculation.

Related Sources

  1. World Education Services (WES). WES Country Resources — country-specific grading scale information, evaluation methodology, and processing requirements for credential evaluations from over 100 countries. wes.org
  2. AACRAO (American Association of Collegiate Registrars and Admissions Officers). EDGE: Electronic Database for Global Education — subscription database used by US universities to access country-specific grading scale standards and institutional equivalency information. aacrao.org
  3. Institute of International Education (IIE). Open Doors Report on International Educational Exchange — annual data on international student enrollment, country of origin, and program-level statistics at US institutions. opendoorsdata.org