What is interview fraud? Types, warning signs and examples

Interview fraud is deception during the hiring process about who the candidate is or how they are answering: someone else sitting the interview, a face or voice altered with deepfake tools, a stolen or invented identity, or answers fed in real time by another person or an AI tool. It is a documented problem as of October 2026: in a 2Q25 survey of 3,000 job candidates, Gartner found that 6% admitted to interview fraud, either posing as someone else or having someone else pose as them (Gartner, July 2025).

The phrase is also used for the reverse: fake job interviews run by scammers to take money or personal data from job seekers. The U.S. Federal Trade Commission has warned about scammers posing as recruiters for well-known companies and sending official-looking invitations to virtual interviews (FTC consumer alert, August 2023). This page is about the first meaning, fraud by candidates. For the full stage-by-stage detection playbook, see how to spot candidate identity fraud.

What are the main types of interview fraud?

Fabricated experience on its own is usually treated as lying rather than fraud about identity, and the response is different; how to handle a candidate who lies in an interview covers telling exaggeration from fabrication.

What have the FBI and Gartner said about interview fraud?

• FBI, June 28, 2022. The FBI's Internet Crime Complaint Center reported complaints about deepfakes and stolen personal information used to apply for remote work, including IT, programming, database and software roles. Interviewers noticed lip movements that did not fully match the audio, and coughs or sneezes that did not line up with the video (IC3 PSA I-062822-PSA).
• FBI, January 23, 2025. Warning about North Korean IT workers, the FBI said they had been observed using artificial intelligence and face-swapping technology during video job interviews, and recommended verifying identity during interviewing, onboarding and throughout employment (IC3 PSA I-012325-PSA).
• FBI, July 23, 2025. An update said facilitators attend virtual interviews on behalf of these workers. For video interviews it suggested requiring unobscured backgrounds and asking the person to wave a hand in front of their face, which may cause AI-generated video to malfunction (IC3 PSA I-072325-4-PSA).
• Gartner, July 31, 2025. Besides the 6% figure, Gartner predicted that by 2028 one in four candidate profiles worldwide will be fake, and reported from a 4Q24 survey of 3,290 candidates that 39% used AI during the application process. Its advice includes telling candidates how the employer defines acceptable AI use (Gartner press release).

Which roles are most exposed to interview fraud?

Any role can attract a dishonest applicant, but the FBI warnings point to a pattern. The 2022 notice involved remote IT, programming, database and software positions, some with access to customer personal data, financial data, corporate IT systems or proprietary information. The July 2025 update said contract IT work is a common way the schemes it described obtain employment, and the January 2025 notice told employers to confirm that third-party staffing firms have robust hiring practices. In short: fully remote roles, roles with system or data access, and roles filled through agencies or contractors deserve the strongest identity steps. That makes interview fraud an agency problem as much as an employer one, because the agency is often the only party that ever speaks to the candidate before they start.

What does interview fraud look like in practice?

An invented example of a proxy case, and a fair way it could be handled:

• A recruiter screens a candidate for a remote data engineer role by video. Strong answers, camera on, nothing unusual.
• In the technical interview a week later, the recruiter, sitting in, notices that the voice sounds different from the screening call, and the candidate keeps the camera off, citing a broken webcam.
• The hiring manager does not accuse anyone. They ask detailed follow-ups about a project the candidate described on the screen: which tables, which failure, what they changed. The answers contradict the screen.
• The company's standard step for all finalists, a short live identity check with a document and camera on, is scheduled. The candidate withdraws.

The checks that settled it, specific probing and a standard identity step, would have been fair to an honest candidate with a broken webcam. That is the design goal.

How is interview fraud different from AI use, lying or nerves?

What are the warning signs, and what is not one?

Signals worth a follow-up question, never a conclusion on their own:

• Voice, face or level of knowledge that changes between rounds.
• Lip movement out of step with the audio, or video that glitches when the person moves a hand near their face.
• Answers that are fluent on definitions and empty on details when you ask "what did you do next?" or "what went wrong?".
• A steady pause before every answer, followed by a reading cadence, including on simple questions about the candidate's own past.
• Reluctance to turn on a camera at any stage, combined with other signs.
• Contact details or work histories that repeat across different applicants, which the FBI's 2025 guidance suggests cross-checking.

Not warning signs: an accent, nervousness, a weak connection, a disability that affects eye contact or speech, or pausing to think. Treating these as fraud signals is unfair and will screen out honest candidates. Apply the same checks to every candidate at the same stage.

How do you reduce interview fraud fairly?

• Set the rules up front. Tell candidates, in the invitation, what help is and is not allowed, and that identity will be checked at a stated stage.
• Ask for specifics. Past-behavior questions with planned follow-ups are hard to answer for someone who did not do the work. A structured interview makes this routine for everyone.
• Keep continuity across rounds. Notes or transcripts from the screen, kept with consent, let later interviewers spot contradictions. What is a phone screen interview covers recording consent.
• Use a standard identity step on camera for every finalist, and an in-person or otherwise verified step before offer for high-risk roles. How to run a video interview covers setup.
• Verify the history. Confirm employment and education directly with employers and schools, not through contacts the candidate supplies; see how to verify employment history and the reference check template.
• Get help noticing read-out answers. Interview Signal, which we make, includes a private answer check that flags answers that read as AI-written or read out and suggests a question to try; it never changes a score and never appears in a submittal, so the judgment stays with the interviewer.

When should you act on suspected interview fraud?

Act on evidence, not on a hunch. In the interview, ask the follow-up questions that would settle it and write down what you observed in neutral terms. After the interview, run your standard identity or verification step and involve HR, security or legal according to your policy. Where an organized scheme is suspected, the FBI asks companies to report it to the Internet Crime Complaint Center at ic3.gov. If the checks clear the candidate, continue as normal and do not mention the suspicion in their notes.