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World desk5 min

AI in College: Widespread Use, Uneven Rules and Training

Surveys find widespread AI use among college students and faculty, alongside uneven training, confidence and classroom rules. The figures vary by population and question—and do not prove AI improves or harms learning.
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AI is already part of college life, but there is no single, reliable percentage that describes every student or campus. Surveys in the UK and United States report high use, while faculty confidence and training vary. The central issue is not a hidden scandal: students and educators are adopting AI faster than institutions can consistently set expectations, prepare instructors and assess what students have learned.

How common is AI use in college?

Two recent surveys show widespread use, but they measure different populations and behaviors, so their figures should not be combined into one universal rate.

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Survey What respondents reported What the figure means
HEPI, 2025 92% of 1,041 full-time UK undergraduates had used AI in some form; 88% had used generative AI for assessments. These are student reports in a UK undergraduate sample, not a measure of all college students.
College Board, published 2026; surveyed summer 2025 74% of surveyed U.S. college faculty said students used AI to write essays or papers; 67% said students used it to paraphrase or rewrite content. This reflects faculty reports about student behavior, not a direct count of students or assignments.
Instructure, 2026 90% of surveyed higher-education students used AI in class at least occasionally. This is a separate company-led survey and should not be read as directly comparable with HEPI or College Board.

The wording matters. “Used AI in some form,” “used generative AI for assessments,” and faculty observations that students use AI to write are different measures. They establish that AI use is common in the surveyed settings; they do not establish a single adoption rate across countries, institutions or courses.

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What are students and faculty using AI for?

Student uses include support as well as submitted text

In HEPI’s 2025 UK undergraduate survey, common uses included explaining concepts, summarizing articles and suggesting research ideas. Eighteen percent of respondents said they had included AI-generated text directly in their work. That figure distinguishes direct inclusion from other uses such as asking for an explanation or brainstorming.

Faculty are adopting tools, too

College Board found that 77% of surveyed U.S. college faculty had used AI in their professional role. In the California State University (CSU) system’s fall 2025 survey, more than half of faculty respondents said they used AI to develop course materials. Faculty use does not mean faculty agree about its educational value: in the College Board survey, 45% reported an overall negative view of AI use in higher education and 34% a positive view.

Are colleges preparing instructors and setting clear expectations?

Preparation is uneven. Only 21% of faculty in the College Board survey said they felt very confident guiding classroom AI use. In Instructure’s 2026 survey, 41% of higher-education educators reported receiving no formal AI training, while 11% reported comprehensive training. These results come from different surveys, but each points to a practical challenge: students may encounter AI in coursework even when instructors do not feel equipped to explain appropriate use.

Some institutions are providing guidance. More than 94,000 student, faculty and staff responses informed CSU’s fall 2025 systemwide survey. In its results, 69% of faculty respondents said they provided students guidance on using AI effectively, and two-thirds said they included an explicit AI statement in syllabi. A syllabus statement can clarify expectations, but it is only one part of a workable policy.

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The OECD’s 2026 discussion of higher-education policy identifies several areas institutions are addressing: responsible-use guidance, procurement and compliance, AI competencies, evidence collection and pilots, and specialized tools. In practice, a useful campus approach needs to connect rules with instructor support and assessment choices.

What should responsible college AI policy cover?

A policy is more useful when students can tell what is allowed in a specific course and instructors have practical support to enforce it consistently. These are the questions a clear institutional approach should answer:

  • Student rules: Does each course distinguish permitted uses—such as brainstorming or explaining a concept—from uses that require disclosure or are prohibited?
  • Faculty training: Can instructors explain tool limitations, set expectations and respond consistently when AI use is disclosed or suspected?
  • Access and equity: Are students able to access approved tools, and could different levels of access affect their coursework?
  • Privacy and procurement: Has the institution considered what student information a tool collects and whether its use meets institutional requirements?
  • Assessment design: Do assignments give students a clear way to show their own understanding, including when AI assistance is allowed?
  • Output verification: Are students taught to check AI-generated claims and references rather than treat fluent output as automatically accurate?
  • Evidence of learning: Does the institution evaluate whether a particular use supports learning, rather than assuming it does?

These are policy and implementation questions, not proof that every campus has adopted a particular rule or tool. The available surveys describe reported practices and views; they do not establish that one policy model works best everywhere.

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What are the potential benefits and risks?

AI can offer students another way to get an explanation, generate ideas or access support, and it may help educators prepare learning materials. Those possibilities make AI worth evaluating, but they should not be mistaken for measured gains in college learning.

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Educators and students also face concerns about inaccurate output, overreliance, critical thinking, original writing, academic integrity, privacy and unequal access. College Board’s findings capture the tension: faculty reported professional use of AI while more reported negative than positive overall views of AI in higher education. A reported concern is evidence of a concern—not evidence that AI has already caused a particular learning outcome.

The EDUCAUSE 2025 Students and Technology Survey page provides survey prompts about course-specific uses of generative AI and challenges students experience; it is an instrument, not a results source. The EDUCAUSE 2026 report description concerns AI’s impact on learning assessment, but it does not change the central evidence limit: the cited prevalence and attitude surveys alone cannot show whether AI use causes better or worse learning.

What the numbers do—and do not—show

  • AI use is widespread in the student and faculty populations surveyed, but percentages depend on who was asked and what counted as use.
  • Students and faculty both report using AI; adoption does not imply agreement about its value or appropriate role.
  • Guidance and preparation differ across settings, from reported gaps in training and confidence to active syllabus guidance at CSU.
  • Survey reports describe behavior and opinion. They do not, by themselves, establish causal effects on learning, critical thinking or writing quality.

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