Purdue University
Purdue University's Board of Trustees approved a first-of-its-kind "AI working competency" graduation requirement for all undergraduate students at West Lafayette and Indianapolis campuses. Photo by Michael Hickey/Getty Images

Purdue University has become the first institution in the United States to require that every undergraduate student—regardless of major—demonstrate basic competency in artificial intelligence before graduation, marking a watershed moment in how universities prepare students for an increasingly AI-driven economy.

The Board of Trustees approved the groundbreaking "AI working competency" graduation requirement on December 12, 2025, as part of a comprehensive AI@Purdue strategy spanning five functional areas across the university. The requirement takes effect for freshmen entering in Fall 2026 at Purdue's West Lafayette and Indianapolis campuses.

"The reach and pace of AI's impact to society, including many dimensions of higher education, means that we at Purdue must lean in and lean forward and do so across different functions at the university," Purdue President Mung Chiang said. "AI@Purdue strategic actions are part of the Purdue Computes strategic initiative, and will continue to be refreshed to advance the missions and impact of our university."

The decision positions Purdue at the vanguard of a broader debate about AI literacy in higher education, potentially setting a precedent that other universities may follow as artificial intelligence reshapes virtually every professional field.

What Students Must Demonstrate

Under the new requirement, Purdue undergraduates will need to prove they possess "job-ready skills and critical thinking competencies" in three core areas:

1. Understanding and Using AI Tools Effectively

  • Identify key capabilities, strengths and limits of AI technologies
  • Recognize ways AI can transform existing methods, processes and tools in their chosen field
  • Apply AI tools appropriately to discipline-specific problems

2. Recognizing and Communicating About AI

  • Develop and defend decisions informed by AI-driven insights
  • Recognize the presence, influence and consequences of AI in decision-making
  • Communicate clearly about AI use, decisions and limitations

3. Adapting to Future AI Developments

  • Work effectively with AI technologies as they continue evolving
  • Understand ongoing AI advancements relevant to their profession
  • Maintain adaptability as AI capabilities expand

The requirement emphasizes practical application over theoretical knowledge. Students will demonstrate competency through hands-on, often team-based projects where they interact with and utilize AI tools—not through traditional examinations.

Embedded, Not Added

Crucially, Purdue Provost Patrick Wolfe emphasized that the AI competency will be embedded into existing programs rather than imposed as additional coursework that could delay graduation.

"We have to do it in a way that won't constrain people's schedules or add time to graduation," Wolfe told the Purdue Exponent. "We can't just keep adding requirements. Eventually you have to take something out. We're looking at some of the older requirements, maybe information literacy, and considering morphing it into something with a more modern twist."

The approach reflects pragmatic recognition that students already face packed curricula and mounting degree costs. Rather than creating a standalone "AI 101" course that every student must squeeze into their schedule, Purdue plans to integrate AI competency demonstrations into discipline-specific coursework that students are already taking.

This means an English major might demonstrate AI competency by using natural language processing tools to analyze literature, while an engineering student might apply machine learning to design optimization problems, and a business student might use AI for market analysis—each developing AI skills directly relevant to their future careers.

Discipline-Specific Implementation

The Board of Trustees delegated authority to the provost to work with deans of all academic colleges to develop discipline-specific criteria and proficiency standards. This acknowledges that AI applications differ dramatically across fields and that one-size-fits-all requirements would poorly serve students in diverse majors.

"Can we get 2,500 faculty to agree on one piece of guidance? We'll start looking into it during the spring, and we're going to make sure that we also take some student feedback," Wolfe said, noting the implementation challenges ahead.

The Office of the Provost and University Senate are partnering to update guidance on AI competency expectations, with final details expected by the end of the current academic year.

This collaborative approach aims to ensure buy-in from faculty who will ultimately design and assess the AI competency demonstrations within their courses. Without faculty support, even well-intentioned graduation requirements can become hollow checkbox exercises rather than meaningful learning experiences.

The AI@Purdue Strategic Framework

The graduation requirement represents just one component of a broader AI@Purdue strategy encompassing five functional areas:

1. Learning with AI

  • Implementing AI tools to enhance teaching effectiveness
  • Using AI-powered academic advising (Listening Companions, Chatbots, Major Change AI Support)
  • Leveraging AI to improve student learning outcomes

2. Learning about AI

  • Offering AI majors through College of Liberal Arts and College of Science
  • Providing AI minors and certificates across multiple colleges
  • Delivering online master's degree in AI and microcredentials for working professionals

3. Research AI

  • Establishing Purdue Institute for Physical AI (IPAI)
  • Advancing precision agriculture through Institute for Digital and Advanced Agricultural Systems
  • Researching virtual therapy, autonomous vehicles, and rescue robotics
  • Pursuing manufacturing innovations through Birck Nanotechnology Center

4. Using AI

  • Rolling out GenAI Studio for researchers to access open-source models
  • Bolstering cybersecurity through partnership with Rapid7
  • Implementing AI tools for administrative efficiency and productivity

5. Partnering in AI

  • Developing public-private partnerships
  • Collaborating with industry on AI applications
  • Creating pathways for AI research commercialization

This comprehensive approach positions Purdue not just as an institution teaching about AI but as one deeply integrating AI throughout its operations, research enterprise, and academic mission.

Building on Purdue Computes

The AI graduation requirement builds on Purdue's ambitious "Purdue Computes" initiative launched in 2023, which includes:

  • Hiring 50 new AI faculty members across multiple departments
  • Establishing a new AI institute
  • Creating infrastructure for AI research and education
  • Developing AI majors, minors, and certificate programs

This substantial investment—representing tens of millions in new faculty lines and facilities—demonstrates Purdue's commitment extends beyond rhetoric to meaningful resource allocation.

Critics have questioned whether the graduation requirement primarily serves to justify these faculty hires and investments by creating demand for AI courses. However, defenders argue that given AI's transformative impact across industries, ensuring all graduates possess baseline AI literacy represents sound educational policy regardless of institutional motivations.

The Ohio State Comparison

Purdue's requirement follows Ohio State University's AI Fluency initiative launched earlier in 2025, which infuses basic AI education into core undergraduate requirements and majors.

However, Purdue's approach appears more comprehensive and formalized. While Ohio State's initiative encourages AI integration, Purdue has established an explicit graduation requirement with Board of Trustees approval—creating accountability and ensuring universal implementation rather than leaving AI education to individual faculty or departmental discretion.

The distinction matters because graduation requirements carry enforcement mechanisms. Students cannot graduate without meeting them, creating strong incentives for academic units to develop meaningful AI competency assessments rather than treating AI education as optional or supplementary.

No States Require AI for High School Graduation

Purdue's move comes as nonprofit Code.org released its 2025 State of AI & Computer Science Education report showing that "0 out of 50 states require AI+CS for graduation" at the K-12 level.

This creates a pipeline challenge: Purdue will require AI competency for graduation while most incoming freshmen will have received no formal AI education in high school. The university will need to provide foundational AI literacy instruction before students can meaningfully demonstrate competency in discipline-specific applications.

This may be why the requirement doesn't take effect until Fall 2026—allowing time for curriculum development, faculty training, and creation of support resources for students entering with varying levels of AI exposure.

Mixed Reactions

Initial responses to Purdue's requirement reveal divided opinions:

Supporters laud Purdue's foresight in preparing students for workplace realities where AI tools are rapidly becoming ubiquitous. They argue that just as computer literacy became essential in previous decades, AI literacy is now foundational for virtually any professional career.

Skeptics raise several concerns:

Environmental Impact: AI technologies, particularly large language models, consume enormous computational resources and energy. Requiring all students to use AI tools could substantially increase Purdue's carbon footprint.

Redundancy: Many students, particularly in computer science and engineering, already develop sophisticated AI skills through their major coursework. For them, a baseline competency requirement may seem unnecessarily simplistic.

Administrative Motivation: Some question whether the requirement genuinely serves student needs or primarily justifies recent faculty hiring and administrative initiatives—what one Hacker News commenter described as a "CEO edict" where departments pivot to include AI "whether or not it makes sense."

Educational Value: Critics worry about top-down mandates that may result in superficial checkbox compliance rather than meaningful learning.

A Hacker News commenter questioned whether this represents "gimmicks" typical of "low-tier universities trying to get attention," suggesting the requirement might damage Purdue's reputation rather than enhance it.

The Cheating Conundrum

Part of Purdue's motivation appears to address the reality that AI is already transforming how students learn—and cheat. By teaching students to use AI tools effectively and ethically within academic contexts, the university aims to shape responsible AI use rather than futilely attempting to ban tools that students will use regardless.

This pragmatic approach acknowledges that AI genies cannot be put back in bottles. The question isn't whether students will use ChatGPT and similar tools, but whether universities will teach them to use these tools in ways that enhance rather than replace learning.

What It Means for Other Universities

Purdue's decision will face scrutiny from peer institutions considering similar requirements. If the implementation succeeds—producing graduates who genuinely possess useful AI skills without adding time or cost to degrees—other universities may follow.

However, if execution proves problematic—faculty resistance, superficial compliance, student complaints about busywork—the experiment could serve as a cautionary tale.

The stakes extend beyond Purdue. Higher education faces mounting pressure to demonstrate value and relevance as costs rise and public confidence declines. Innovative approaches like AI literacy requirements represent attempts to prove universities are preparing students for future economies rather than past ones.

Implications for Employers

Corporate recruiters and HR departments are watching closely. Purdue's requirement creates a cohort of graduates who, in theory, all possess baseline AI capabilities—potentially making them more attractive hires than graduates from institutions without such requirements.

Technology companies like Alphabet and Microsoft stand to benefit from a broader talent pool of AI-literate professionals across disciplines. Instead of finding only specialized AI engineers, they'll encounter marketing, finance, and operations candidates who understand AI principles and applications.

This could accelerate AI adoption across business functions as companies find employees prepared to integrate AI tools rather than requiring extensive training or struggling with AI-resistant workforces.

The Long View

Whether Purdue's AI competency requirement represents visionary leadership or administrative overreach will become clear over the next decade as graduates enter the workforce.

If Purdue alumni consistently demonstrate superior ability to leverage AI tools in their careers, other universities will rush to implement similar requirements. If the requirement proves superficial or irrelevant to actual job performance, it will quietly fade or transform into something else.

For now, Purdue has claimed first-mover advantage in mandating AI literacy for all undergraduates. President Chiang's assertion that the university must "lean in and lean forward" on AI reflects conviction that future-oriented universities must actively shape how students interact with artificial intelligence rather than passively watching AI reshape professions without preparing students adequately.

The class of 2030—freshmen entering Purdue in Fall 2026 who will be the first required to demonstrate AI competency—will ultimately judge whether this bold experiment enhances or burdens their education and careers.