Are “Ghost Students” Skewing Your Campus Data? Why It’s Time to Rethink Enrollment and Transfer Reporting

By: AMSimpkins & Associates

Data is the lifeblood of higher education strategy. We rely on reports from organizations like the National Student Clearinghouse to benchmark enrollment, transfers, and student success. But what if the numbers we trust are quietly distorted — not by spreadsheets or formulas, but by phantom students hiding inside our systems?

Recent investigations reveal that “ghost students” aren’t just an urban legend. Criminal rings and bots are exploiting weak enrollment processes to create fake students and siphon off aid. A Fortune report found millions in federal aid stolen through synthetic student records. Meanwhile, Inside Higher Ed reported that California community colleges have flagged up to one-third of online applications in certain terms as suspicious. PBS NewsHour recently highlighted how identity thieves are using stolen credentials to enroll in college and claim aid, further muddying enrollment databases.

These fraudulent or duplicate records don’t always get caught before entering official reporting pipelines. They may linger in student information systems long enough to appear in dashboards, grant reports, or even national datasets on transfer and completion. That means the transfer barriers highlighted in widely cited studies could be based on inflated or distorted populations.

Even if only a fraction of records are fake, the impact is serious:

• Inflated baselines can make completion and transfer rates appear lower than they are. 
• Duplicate or phantom students can distort equity analyses and skew funding decisions. 
• Delayed detection means some “ghosts” persist across reporting cycles, undermining the credibility of key metrics. 

The solution isn’t to abandon data — it’s to strengthen the gatekeeping around it. S.A.F.E. (Student Application Fraudulent Examination) helps colleges and universities seal the cracks where ghost students slip in. By screening applicants in real time, verifying identities, and flagging anomalies before records touch your SIS or CRM, S.A.F.E. protects enrollment integrity. Cleaner baselines mean transfer and success reports actually reflect students, not scripts or bots.

As we prepare for another admissions cycle, campus leaders should ask bold questions:

• How much do we really know about the integrity of the records feeding our reports? 
• Are our transfer statistics built on verified students or padded by abandoned or synthetic accounts? 
• What safeguards stand between application portals and the datasets shaping strategy and funding? 

Transparency begins with trustworthy data. Protecting that data isn’t just an IT concern; it’s a mission-critical component of student success and institutional credibility.

Let’s make 2025 the year we shine a light on ghost students — and commit to a culture of verification. Every number we report should honor the real learners working toward their goals.

Further Reading

• Ghost students are hijacking millions from colleges – Fortune 
• California Community Colleges Ramp Up Battle Against Bots – Inside Higher Ed 
• How scammers siphon college financial aid with stolen identities – PBS NewsHour 
• What Are Ghost Students and How Do They Operate? – EdTech Magazine