How to Identify Fake Candidates During Hiring: A Guide for Employers [2025]

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how to identify fake candidates during hiring

With AI-written resumes, proxy interviewers, and identity fraud on the rise, employers need stronger screening practices to identify fake candidates.

At iprospectcheck, we help employers confirm the identities and credentials of potential hires with fast and compliant background checks.

This guide covers key signs of applicant fraud, how to verify candidate details, and how background checks support smart hiring decisions.

The Rise of Fake Candidates in 2025

Hiring fraud has evolved well beyond embellished resumes.

Today, many employers are screening against organized and technology-enabled deception.

Common forms of fraud now include:

  • AI-generated resumes written to look detailed but lack verifiable experience
  • Stolen or synthetic identities used to pass hiring and onboarding checks
  • Proxy interviewers standing in for a candidate during video calls
  • Deepfake audio or video used to impersonate candidates in live interviews
  • Fabricated credentials, including fake degrees, licenses, or job history

Recent hiring fraud cases show just how coordinated and tech-enabled these schemes have become.

In 2024, Wired reported on a large operation in which thousands of applicants used stolen U.S. identities and AI-assisted interviews to secure remote tech jobs for unauthorized overseas workers.

Fraud is most frequently seen in remote roles, high-volume hiring, and positions with access to internal systems, customer data, financial tools, or developer environments.

How Applicant Fraud Can Put Your Business at Risk

Security risks

Fraudulent hires may attempt to access internal systems to steal employee records, customer data, source code, or financial information.

Roles with system permissions in healthcare, fintech, software, logistics, and support operations face the highest risk.

Financial loss

A bad hire can cost your company far more than salary.

You can lose time and money on sourcing, interviews, onboarding, delayed work, unmet project goals, and, in some cases, fraud review or legal follow-up.

Reputation damage

A fraudulent or unqualified hire can mishandle customer data, send inaccurate public communications, or disrupt operations, damaging client trust and brand credibility.

Compliance violations

If you skip applicant verification steps, you risk violating federal and industry regulations, including:

  • HIPAA (Health Insurance Portability and Accountability Act of 1996) – Protects patient health information. A fraudulent hire in a healthcare role could gain unauthorized access to medical records and patients’ sensitive personal identifying information (PII), leading to reportable breaches and regulatory penalties.
  • GLBA (Gramm-Leach-Bliley Act of 1999) – Requires financial institutions to protect customer financial data. A fake applicant placed in a role with system or data access can expose non-public financial information and trigger breach reporting and enforcement action.
  • DOT/FMCSA (U.S. Department of Transportation / Federal Motor Carrier Safety Administration regulations) – Govern hiring for safety-sensitive transportation roles and require specific background checks, including identity verification, drug testing, licensing, and driver qualification files. A fraudulent hire can invalidate regulatory compliance and jeopardize operating authority.
  • IRCA (Immigration Reform and Control Act of 1986) – Requires employers to verify that all hires are authorized to work in the U.S. through Form I-9 and documentation review. Hiring someone using a false or stolen identity can result in fines and compliance violations.
  • CFAA (Computer Fraud and Abuse Act of 1986) – Prohibits unauthorized access to protected systems. If a fraudulent hire gains internal credentials or system access under a false identity, it can trigger federal cybersecurity enforcement and criminal prosecution.

Team disruption

When a hire lacks the skills they claimed, other team members absorb the workload, deadlines get delayed, productivity declines, and team morale drops.

Know Before You Hire

How to Spot Fake Candidates Before You Hire

During the Application Process

1. Check for resume inconsistencies

Resume exaggerations are one of the most common signs of fraud.

What to watch for:

  • Overlapping employment dates that don’t realistically align
  • Job titles that sound inflated or inconsistent with industry standards
  • Achievements with no numbers, outcomes, or specifics
  • Repeated use of vague phrases
  • Work experience that reads like an AI-generated job description instead of personal accomplishments, with repetitive phrasing and skills listed without context, results, or company-specific detail

2. Verify education and work history early

Confirm education and employment history directly through institutions and employers rather than trusting self-reported details.

What to watch for:

  • PDF diplomas or job records with no verifiable source or issuing authority
  • The registrar cannot verify enrollment, degree awarded, or graduation year when contacted.
  • HR or a listed supervisor cannot confirm the candidate’s job title, employment dates, or stated responsibilities.
  • Candidate delays, gives vague excuses, or refuses to provide verifiable documents (transcripts, employer contact, or ID) when asked.

3. Review online and professional presence

A legitimate candidate has a visible career footprint. A lack of one, or a newly created one, can signal fraud.

What to watch for:

  • LinkedIn profiles created recently or with minimal connections
  • No portfolio, website, case studies, or work history outside the resume
  • Generic profile data with no personalization
  • Photos that look like stock images or AI-generated images
  • Social media accounts that have inconsistent names or photos, were created recently with minimal connections or history, or have thousands of followers but very little engagement with their posts

4. Look for mismatched contact information

Contact details should line up across resumes, online profiles, and company records.

Don’t rely on reference information provided by the applicant; instead, verify it through independent sources.

What to watch for:

  • Personal emails that don’t match the candidate’s name, company domain, or professional profiles
  • Phone numbers tied to VoIP apps, burner services, or area codes that don’t match stated locations
  • References that can’t be found on LinkedIn, company websites, or official directories
  • Reference responses that sound templated, overly generic, or share similar wording

5. Confirm candidate identity before moving forward

Verify identity at the start of the process, not the end, to prevent proxy interviews and fake candidates from advancing.

What to watch for:

  • Candidate refusing ID verification
  • Names that don’t match resumes, emails, or profile details
  • Photos or IDs that appear edited, low quality, or inconsistent

Note: If needed, you can verify identity during the video interview later on by asking the candidate to briefly display an ID that matches their name and photo on file.

During Interviews

6. Require live video participation

Turning on the camera is standard for video interviews, so if an interviewee refuses that, it may raise a red flag.

What to watch for:

  • No camera use due to repeated “tech issues”
  • Camera angled away from the face
  • Audio that sounds filtered, delayed, or inconsistent

7. Watch for unnatural response patterns

Watch for answers that sound recited instead of natural.

Fraudulent interviews often rely on scripts, AI, or another person behind the screen.

What to watch for:

  • Long pauses before simple answers
  • Speech that sounds generated, overly structured, or emotionless
  • Answers that don’t directly match the question asked

8. Ask contextual, role-specific questions

Ask questions that only someone with real experience in that exact role could answer.

What to watch for:

  • Generic answers instead of real examples
  • Trouble explaining how they used specific tools, made decisions, or solved problems in past roles
  • No clear ability to describe how they worked with other teams, handed off tasks, or escalated issues when something went wrong

9. Run real-time skill validation

Test skills live, not through take-home submissions that can be outsourced or falsified.

What to watch for:

  • Hesitation during live work tasks
  • Inability to explain steps while completing them
  • Solutions that appear copied or prewritten

10. Confirm the phone number after the interview

Call the number on file to confirm it reaches the person you spoke to, not a relay, app, or third party.

What to watch for:

  • Calls that reach someone who doesn’t sound like the original applicant
  • Messaging apps, VoIP lines, or multiple handlers answering
  • Candidate unreachable on the same number post-interview

How Background Checks Help You Verify Applicants

Confirm Employment and Education

Through direct-source records, you can verify job titles, employment dates, degrees, and certifications, not just rely on applicant-submitted files.

Validate Identity

Identity verification screens name history, addresses, and other data points to confirm the applicant is who they claim to be – and is not using a borrowed or stolen identity.

Screen for Criminal and Regulatory Risk

Criminal and professional license checks help you spot legal or compliance risks before you hire.

This is especially important for roles involving:

Continue Monitoring After the Hire

Continuous monitoring can alert employers if an employee later faces licensing issues, criminal charges, or record changes that impact their ability to work in the role.

Protect Your Hiring Process With iprospectcheck

Hiring the wrong person can lead to security, compliance, and operational risks.

A verified background check helps ensure the person behind the application is who they claim to be and meets the role’s requirements.

At iprospectcheck, we help employers verify identities, credentials, and work history quickly, using direct-source data to reduce fraud, speed up hiring, and support safer hiring decisions.

To learn more about iprospectcheck’s background screening services or to get a free quote, call us today: (888) 509-1979

DISCLAIMER: The resources provided here are for educational purposes only and do not constitute legal advice. Consult your counsel if you have legal questions related to your specific practices and compliance with applicable laws.

FAQs

What Should I Do if I Discover a Fake Applicant?

If you spot a fake candidate during hiring, stop the interview or screening process, document what you found in your ATS or internal HR records, and do not move them forward.

If you discover the issue after hiring, immediately remove system access, notify security/IT if the hire accessed internal systems or company data, and begin an internal review.

Document every step, secure company records, and follow your internal HR and legal process before ending employment.

How Soon Should I Verify Candidates in the Hiring Process?

Start verification as early as possible. The earlier you verify, the less time you risk spending on fraudulent candidates.

Basic identity and resume verification can happen during initial screening, before interviews begin.

Employment history, education history, and credential checks should be completed before extending an offer.

Should I Inform Applicants We Will Verify Their Identity?

Yes. Transparency protects your company and sets expectations.

Let candidates know verification is part of your standard hiring process. If you run background checks, you must also provide the proper notices and authorizations required by law.

Most legitimate candidates won’t object, and fraud risk drops significantly when verification is clearly communicated upfront.

Know Before You Hire

About the Author
matthew rodgers

Matthew J. Rodgers

Matthew J. Rodgers is a highly accomplished business executive with over 30 years of experience providing strategic vision and leadership to companies ranging from the fortune 500 to iprospectcheck, a company which he co-founded over a decade ago. Matthew is a valued consultant who is dedicated to helping companies create and implement efficient, cost effective and compliant employment screening programs. Matt has been a member of the Professional Background Screeners Association since 2009 . When not focused on iprospectcheck, he can be found spending time with his family, fly fishing, or occasionally running the wild rivers of the American west. A lifetime member of American Whitewater, Matt is passionate about protecting and restoring America’s whitewater rivers.