The growing problem of AI-generated student fraud in higher education
The education industry is a top target for cyberattacks because institutions often hold vast amounts of sensitive information and lack adequate IT departments to manage threats.
One of the biggest issues facing higher education in particular is enrollment fraud. Colleges and universities are seeing a surge in “ghost students”—malicious actors using stolen or AI-generated identities to enroll, collect financial aid, and disappear before the school catches on.
Ghost students are costing higher education millions of dollars and can have even greater repercussions for an institution’s reputation and funding. In May of 2026, the House of Representatives passed H.R. 7892, the No Aid for Ghost Students Act of 2026, requiring the Department of Education to use identity fraud detection tools to review FAFSA (Free Application for Federal Student Aid) applications for suspicious activity.
Take a look at how these ghost students are getting in and what more can be done to stop them.
What is a ghost student?
A ghost student is a fraudulent applicant who uses stolen and fake identities to enroll in classes, apply for financial aid, and obtain an official email address.
Stolen financial aid is an immediate draw while maintaining a valid username can lead to greater abuse down the road.
Artificial intelligence has had a drastic effect on enrollment fraud by lowering the barrier to creating highly convincing fake identities. Fraudsters also leverage AI to submit fake homework and mimic human activity just long enough.
What once required significant expertise and manual effort can now be done at scale.
Open enrollment has also created more opportunities for cybercriminals. In an attempt to increase access to higher education, many community colleges, open-enrollment institutions, and online programs have lowered application costs.
If application fees are too low, criminals will not be deterred because the potential payout is far greater. If application fees are too high, it conflicts with the goals of accessibility and equity.
The real cost of ghost student fraud
Financial aid losses are the most immediate consequence. By the time many institutions recognize the suspicious activity for what it is, aid has been distributed and it is very difficult to recover.
But the real cost of enrollment fraud goes further than the financials:
Administrative burden
Investigating fraudulent enrollments consumes valuable time and resources. The admissions office, financial aid departments, registrars, and compliance teams all need to be involved.
The effort required is substantial enough, but it is also pulling staff and resources from other legitimate needs.
Loss of institutional resources
Ghost students are taking seats in classes and even at schools away from real prospective students.
They also create unnecessary workloads for professors and advisors.
Reputational damage
Significant fraud can lead to questions from regulators, accrediting bodies, the public, and current and former students and staff.
Repeated incidents can erode confidence and trigger a loss in future grants.
Why traditional fraud detection struggles
Most institutions do not know a student is fraudulent until after aid has been disbursed. Many students expect aid to be disbursed relatively quickly, and this creates a problem for schools.
Ghost students will typically attend enough classes early on, and by the time schools recognize the pattern of nonparticipation, the “student” is gone and so is the money.
Many admissions processes also rely heavily on only a single verification event. Once an applicant’s information is reviewed and approved, institutions trust that it is legitimate going forward.
Colleges need a Zero Trust lesson: Never trust, always verify
Ghost students are committing fraud rather than launching ransomware or a traditional cyberattack, but the same fundamental weakness is being exploited: Trust.
Modern cybersecurity increasingly favors the Zero Trust principle of “never trust, always verify,” and the same concept applies to confirming student identity and financial aid disbursement.
Fraudsters understand that many schools verify an applicant's identity only once, and they design their schemes around that.
Applying Zero Trust principles to student identity
Institutions can reduce fraud by enforcing stricter and continuous verification policies.
- Continuous verification: Schools should establish additional checkpoints throughout enrollment such as attendance verification, participation monitoring, and eligibility reviews before and throughout aid disbursement.
- Least privilege access: To prevent further abuse beyond financial theft, students should only receive access to the systems and resources they need. This helps prevent further attacks.
- Suspicious activity monitoring: Schools need to monitor for high-risk indicators, particularly as AI can enable a single threat actor to create hundreds of fake identities. These include:
- Multiple applications from the same device
- Shared phone numbers and addresses
- Unusual IP locations
- High-volume automated submissions
- Verify before funds are granted: Just as cybersecurity teams verify a request before approving, institutions should increase verification steps immediately before financial aid is released.
Increasing barriers that will be simple for legitimate students but a nuisance for attackers is crucial.
What happens when trust is granted too easily
Ghost student fraud doesn’t need ransomware, malware, or a data breach to cause massive disruption. All it needs is trust.
As malicious actors increasingly use AI and automation to create convincing identities and scale their operations, no institution can afford to rely solely on one-time verification—whether it’s a school admissions process or a legitimate user attempting to exfiltrate a large amount of data.
A Zero Trust mindset offers a valuable framework. By continuously verifying identity, participation, and eligibility, colleges and universities can better protect financial aid programs, reduce fraud, and ensure support reaches legitimate students.
In an era where both cyber threats and fraud schemes continue to evolve, the institutions that succeed will be those that treat trust as something that must be continuously earned instead of automatically granted.
