Background Check Errors: The Hidden Risk in Hiring Decisions
In a 2024 study, researchers examined criminal records belonging to 101 people.
They compared three sources.
The official state criminal-history records contained 401 convictions.
A commercial background-screening company's underlying records contained 350.
A separate public-records data aggregator contained 632.
Same people.
Three substantially different representations of their criminal histories. Wiley Online Library
These differences did not mean that 231 additional convictions had necessarily been invented. The sources contained different combinations of missing records, additional records, inconsistent case dispositions, and information that could not be reconciled.
But they exposed a fundamental problem.
Employers often purchase background information because they want greater certainty about a hiring decision.
What happens when the information itself is uncertain?
More importantly, what happens when the employer doesn't recognize that uncertainty?
For many Talent Acquisition teams, background screening occurs near the end of the hiring process.
The candidate has interviewed.
The hiring manager has made a decision.
Compensation has been discussed.
A conditional offer may have been accepted.
Then a third-party screening company delivers its report.
Something gets flagged.
The process stops.
And somewhere between the screening vendor, the ATS, Human Resources, and the hiring manager, information about a person can become a decision about that person's future.
But a background report is evidence to evaluate. It is not a verdict.
That distinction deserves considerably more attention than it receives.
What researchers found when they compared the records
The 2024 study, published in the peer-reviewed journal Criminology, examined the accuracy of criminal-history information collected by private-sector background-screening services.
Researchers recruited 101 participants in New Jersey through legal-aid and workforce-development organizations.
Every participant had at least one criminal charge in their history.
For each person, researchers obtained an official state criminal-history record, information from a federally regulated background-screening provider, and information from a public-records aggregator operating outside the Fair Credit Reporting Act's employment-screening framework.
They then compared the records and interviewed participants about their experiences.
The results were troubling.
Approximately 60% of participants had at least one false-positive error in the regulated screening provider's underlying data.
Approximately 50% had at least one false-positive error in the unregulated aggregator's data.
False negatives were even more common.
Roughly 90% of participants had at least one record present in the official state data that was missing from the regulated provider's data.
For the unregulated aggregator, that figure was approximately 92%. Wiley Online Library
Before interpreting those percentages, an important qualification is necessary.
This was not a representative study of all employment background checks.
Every participant had a criminal-charge history, the sample came from one state, and researchers examined underlying records that had not necessarily undergone the filtering a vendor would apply before furnishing an employment report.
The findings cannot establish that 60% of background checks delivered to U.S. employers contain errors.
They cannot tell us the national error rate.
And they cannot establish how frequently an inaccurate report actually causes someone to lose a job.
What they can demonstrate is that significant discrepancies existed within the data sources being examined.
For an industry that depends on those sources to inform employment decisions, that is not a trivial finding.
The difference between a record and reality
Criminal-history information is not a single, universally synchronized database.
It can originate from courts, police departments, correctional agencies, state repositories, and commercial data providers.
Different systems may update at different times.
Some records may be incomplete.
Some may contain outdated dispositions.
Others may be associated with the wrong individual.
A charge can be dismissed in court while an older version of the record continues circulating elsewhere.
A misdemeanor can be incorrectly classified.
A case may appear multiple times.
A conviction may be missing.
A record belonging to someone with a similar name may be associated with the wrong person.
These are not hypothetical categories invented for this article.
They are among the problems documented by the 2024 researchers. Wiley Online Library
One finding deserves particular attention.
Among criminal charges appearing in both the official state records and the regulated background-screening provider's underlying records, 34% had inconsistent case dispositions.
That means the two sources did not agree about the outcome of the case.
In some instances, records identified as dismissals in the official state data appeared as convictions in private-sector information. Wiley Online Library
Consider what that means in a hiring context.
An employer may believe it is evaluating whether a candidate has a particular conviction.
But the information it receives may not accurately distinguish a conviction from a dismissed charge.
The employer's policy might be perfectly documented.
The hiring manager might apply it consistently.
The recruiter might follow every internal approval requirement.
And the resulting decision could still be based on incorrect information.
A consistent decision process does not make inaccurate evidence accurate.
The problem becomes more serious when information arrives with institutional authority
A criminal-history record does not carry the same psychological weight as an ordinary internet search result.
Researchers examined that distinction in a separate study published in May 2025.
The study involved 1,080 U.S. respondents who had previously hired employees.
Participants were presented with hypothetical hiring materials for a hotel front-desk position.
Researchers varied whether the candidate's materials included an official criminal-history record, an informal criminal-history signal appearing in internet search results, and the candidate's race.
The researchers then measured willingness to hire.
The findings showed a substantial negative effect when criminal history appeared in an official background report.
An informal internet-search result also negatively affected evaluations, but the effect was considerably smaller. Wiley Online Library
That difference matters.
It suggests the source presenting information can influence how seriously employers interpret it.
The same general category of information may carry more weight when packaged as an official record.
There are important limitations.
The experiment measured stated willingness to hire hypothetical candidates, not actual hiring outcomes.
It examined a specific position and particular criminal-history signals.
Its findings should not be converted into a universal percentage of candidates rejected because of background checks.
Nevertheless, the underlying behavioral question is relevant to recruiting.
Does a report appear more trustworthy simply because it comes from a formal screening system?
For organizations using third-party screening products, the distinction between authoritative presentation and verified accuracy is critical.
A professionally formatted report can still contain an error.
Background screening serves a legitimate purpose
None of this means employers should abandon background checks.
Certain positions involve responsibilities where relevant criminal history, professional licensing, driving records, employment verification, or other background information may be important.
Some occupations have legally mandated screening requirements or statutory restrictions.
Employers also have legitimate interests in workplace safety, regulatory compliance, safeguarding customers, and protecting organizational assets.
The problem is not the existence of background screening.
The problem arises when organizations fail to distinguish among three fundamentally different questions:
Is the information accurate?
Is the information relevant to the position?
Does the information justify the employment decision being considered?
These questions are related.
They are not interchangeable.
A record can be accurate but irrelevant.
A record can be relevant but incomplete.
A discrepancy can be genuine without being disqualifying.
And an employer can identify legitimate concerns without concluding that every concern requires rejection.
The U.S. Equal Employment Opportunity Commission provides guidance explaining that employers considering criminal history should evaluate the nature and seriousness of an offense, the time elapsed, and the nature of the job.
The agency also distinguishes arrests from convictions.
An arrest alone does not establish that someone committed a crime, although an employer may examine underlying conduct where appropriate and lawful. EEOC
That distinction is essential.
A criminal-history record describes information about someone's past.
It does not automatically establish what that person can or cannot responsibly do today.
An employer can have a compliant vendor and still make a poor decision
Consider the relationship between a screening provider and an employer.
The provider gathers and reports information.
The employer evaluates whether that information affects employment eligibility.
Those responsibilities are not identical.
Yet the distinction can become blurred when organizations configure screening systems around simplified status categories.
A recruiter may see a report marked as requiring review.
A hiring manager may interpret the status as a failed background check.
An HR representative may assume the vendor has already determined whether the candidate is eligible.
And the candidate may receive an automated message without understanding which part of the process produced the decision.
Not every screening platform works this way.
Some support detailed review, adjudication, dispute management, and configurable workflows.
But technology does not eliminate the need to establish who is responsible for interpreting information.
In fact, automation can make unclear responsibilities harder to notice.
When information passes through multiple systems, each person may assume someone else already verified it.
The vendor assumes the employer will determine job relevance.
The recruiter assumes HR has reviewed the result.
HR assumes the screening provider verified the underlying information.
The hiring manager assumes the report represents a final eligibility determination.
Nobody necessarily intends to make an unfair decision.
But a decision can still emerge without adequate human examination.
Responsibility does not disappear because the workflow has been automated.
Federal law already recognizes that background reports can be wrong
The Fair Credit Reporting Act, or FCRA, establishes requirements for employers using qualifying third-party consumer reports to make employment decisions.
Despite its name, the law is not limited to credit scores.
It can apply to employment background reports containing criminal-history information and other qualifying consumer information.
According to the Federal Trade Commission, employers generally must provide appropriate written disclosure and obtain written authorization before obtaining an employment background report from a consumer reporting agency.
Additional requirements apply when an employer is considering an adverse employment action based on that report.
Before taking the adverse action, the employer must provide the individual with a copy of the report and a summary of their FCRA rights.
This gives the individual an opportunity to examine the information and explain or dispute inaccuracies.
If the employer subsequently takes adverse action, additional notification requirements apply. Federal Trade Commission
The distinction between these two stages is important.
A pre-adverse-action notice is not simply a rejection email with different wording.
It exists before the final adverse decision.
The individual must have a meaningful opportunity to review the information.
Federal FCRA provisions do not prescribe one universal numerical waiting period for every pre-adverse-action situation; employers must also account for applicable state and local requirements and relevant legal interpretations.
A compliant process therefore requires more than configuring an automated email to send when a report is flagged.
It requires an actual opportunity for the information to be examined before the employment decision becomes final.
The candidate's right to respond should not be treated as an inconvenience
Imagine a candidate receives notice that their background report contains information that may affect their employment.
They examine the report.
They discover that a case listed as a conviction was dismissed.
They contact the screening provider to dispute it.
Now the organization faces a choice.
Does it maintain an appropriate review process while the information is investigated?
Or does it proceed as though the original report is unquestionably correct?
The FCRA establishes dispute rights and obligations for consumer reporting agencies.
The Consumer Financial Protection Bureau explains that individuals have the right to dispute inaccurate or incomplete information in qualifying employment reports. Consumer Financial Protection Bureau
But the human experience extends beyond the existence of those rights.
Does the candidate know whom to contact?
Does the employer explain what happens next?
Is the candidate given an appropriate opportunity to provide relevant information?
Does someone remain responsible for communicating during the dispute?
If corrected information arrives, is it considered before the final decision?
A candidate should not have to become an expert in consumer-reporting law simply to understand why their accepted offer is in jeopardy.
The organization controls the hiring process.
That control carries responsibility.
A 2026 enforcement action shows why data accuracy remains relevant
In July 2026, the FTC announced a proposed $2.25 million settlement involving a consumer-reporting company accused of failing to maintain reasonable procedures to ensure the accuracy of its screening reports.
The agency alleged that duplicate criminal and eviction records could appear in reports, potentially creating the misleading impression that an individual had more criminal convictions or eviction proceedings than actually existed.
The complaint also raised concerns about dispute handling and communication of corrected information. Federal Trade Commission
There is an important distinction here.
This enforcement action involved tenant screening, not employment screening.
It should not be presented as evidence that the same company caused inaccurate hiring decisions.
Nor should allegations in a proposed settlement be treated as judicial findings establishing every alleged violation.
Its relevance is narrower and more useful.
It illustrates that the accuracy and presentation of aggregated public-record information remain active regulatory concerns in 2026.
The same federal consumer-reporting statute governs important aspects of both employment and tenant screening.
And the underlying technical problems—duplicate records, incomplete data, inaccurate matching, and inadequate dispute procedures—are not inherently limited to one industry.
For Talent Acquisition leaders, the lesson is not that every screening vendor is unreliable.
It is that vendor reliability must be established through evidence rather than assumed from the existence of a commercial relationship.
Fair-chance hiring is also a decision-quality issue
Discussions about criminal background checks often become polarized.
One perspective emphasizes the importance of protecting employees, customers, and the organization.
Another emphasizes the consequences of excluding people who have criminal histories, particularly when those histories may be old, unrelated to the position, or inaccurately represented.
These interests are not necessarily incompatible.
An organization can take workplace safety seriously while also recognizing that criminal-history information requires context.
The EEOC explains that blanket exclusions can create discrimination concerns when they disproportionately affect protected groups and are not sufficiently related to the job and consistent with business necessity.
The agency also recognizes that some occupations are subject to specific legal restrictions. EEOC
That means a responsible hiring system should not treat every criminal-history finding as equivalent.
Consider the difference between an old misdemeanor unrelated to the work and a recent conviction directly connected to a regulated position's responsibilities.
Those situations may justify very different evaluations.
The appropriate decision depends on the facts, applicable law, and legitimate job requirements.
The purpose of a background check should be to help the employer understand relevant risk.
It should not be to create an indiscriminate barrier between people and employment.
The hidden cost of treating every flag as a failure
It is tempting to turn this into a financial argument.
How many qualified candidates are lost because of inaccurate reports?
How much recruiter time is wasted?
What is the cost of reopening a search?
How much productivity disappears when an accepted offer is rescinded?
These are legitimate questions.
But the research discussed here does not provide the information necessary to calculate those costs reliably.
The 2024 study examined discrepancies in criminal-record information.
It did not measure the number of lost job offers attributable to those discrepancies across the U.S. labor market.
The 2025 study measured employer responses to hypothetical hiring materials.
It did not measure actual vacancy costs or organizational productivity.
Combining those studies into a national financial-loss estimate would require assumptions that the evidence cannot presently support.
We should not manufacture a dollar figure merely because financial language gets executive attention.
There is, however, a credible operational concern.
If a qualified candidate is rejected because of inaccurate information, the organization may lose someone it otherwise intended to hire.
If an offer must be reconsidered, additional review work may be required.
If the process lacks clear ownership, disputes may become difficult to resolve.
If candidates cannot understand or challenge the information being used, trust can deteriorate.
Those are plausible consequences.
Their frequency and financial magnitude must be established with organization-specific evidence.
A business risk does not become more credible simply because someone attaches an unsupported dollar amount to it.
Your background-check dashboard may be measuring the wrong thing
Most Talent Acquisition organizations monitor some combination of background-screening turnaround time, completion status, pending reports, and candidate clearance.
Those measures are useful.
They help teams understand whether screening activities are moving efficiently.
But they do not necessarily tell leadership whether screening decisions are being made well.
A report completed in four hours is not automatically more accurate than one completed in four days.
A process that resolves every screening flag quickly is not necessarily fairer than one that allows appropriate time for investigation.
And a system that records every adverse-action notification does not necessarily demonstrate that candidates understood the information or had a meaningful opportunity to respond.
Efficiency measures process movement.
Decision quality requires additional evidence.
An organization should be able to explain whether the information supporting a consequential employment decision was verified, relevant, appropriately reviewed, and considered under applicable requirements.
If leadership can report how quickly screening cases close but cannot explain how disputed information is handled, the dashboard is providing only part of the picture.
The recruiter should not have to become an attorney
This is an important boundary.
Recruiters are not expected to independently interpret every criminal statute, adjudicate disputed court records, or provide legal advice.
Those responsibilities require appropriate expertise.
But recruiters do need to understand the process well enough to support candidates and avoid making unsupported statements.
For example, a recruiter should know the difference between a report that is still pending and a final employment decision.
They should understand when an issue must be referred to the appropriate HR, compliance, legal, or designated screening owner.
They should know whether the candidate has been notified and what communication is appropriate while a review is underway.
And they should not tell someone they failed a background check merely because an automated status indicates that further review is required.
That is not asking recruiters to practice law.
It is asking organizations to equip recruiters to communicate accurately.
The organization must establish the necessary decision rights, procedures, and escalation pathways.
Otherwise, individual recruiters are left to improvise during situations that can materially affect someone's livelihood.
That is a systems problem.
One question every TA leader should ask their screening provider
Most vendor conversations focus on speed, integration, geographic coverage, service levels, and cost.
Those things matter.
But there is another question worth introducing:
What happens when the information you report is wrong?
Not simply whether the vendor has a dispute process.
What actually happens?
How are discrepancies investigated?
How does the provider distinguish an unresolved record from a verified finding?
How are corrections communicated to the employer?
What safeguards exist against duplicate records or mistaken identity?
How are changes to court dispositions incorporated?
What information can candidates access?
What happens when corrected information arrives after the employer has begun considering an adverse decision?
These are reasonable questions for an organization purchasing information that can influence employment.
The answers should not depend entirely on a sales presentation.
They should be supported by documented capabilities, contractual commitments where appropriate, and operational evidence.
Human review is not the same as human accountability
There is a growing tendency to treat human involvement as the solution to every technology-related risk.
Put a person in the loop.
Have someone approve the result.
Require a manual review.
Those controls can be valuable.
But the presence of a human reviewer does not guarantee that the review is meaningful.
A person can approve inaccurate information.
A person can misunderstand a criminal-history disposition.
A person can assume the vendor has already determined job relevance.
A person can click an approval button without understanding what they are approving.
The issue is not merely whether a human participates.
It is whether the human has the authority, information, training, and responsibility necessary to make a defensible decision.
Human accountability requires more than a signature.
It requires ownership of the outcome.
The candidate should not disappear behind the report
There is a particularly uncomfortable aspect of background screening.
By the time it occurs, the organization may already know the candidate quite well.
Recruiters have spoken with them.
Hiring managers have interviewed them.
Team members may have evaluated their capabilities.
Leadership may have approved compensation.
The organization has spent time deciding that this is someone it wants to employ.
Then a report arrives.
And suddenly, the person can become a collection of database entries.
A date.
A charge.
A discrepancy.
A status.
A flag.
Relevant background information should not be ignored.
But neither should the candidate's humanity disappear because a different system has entered the process.
People have histories.
Records have limitations.
Organizations have responsibilities.
Good hiring requires taking all three seriously.
A useful test for hiring leadership
Imagine your organization receives a background report containing information that could affect a candidate's conditional offer.
Before any final adverse decision, could the people responsible answer the following?
What information is actually being reported?
How do we know it belongs to this candidate and is sufficiently accurate?
What makes the information relevant to this particular job?
What applicable legal requirements or organizational policies govern the decision?
Has the candidate received the required information and an appropriate opportunity to respond?
Who is authorized to make the final decision?
How will that decision be communicated?
If those questions cannot be answered consistently, the problem is larger than the screening provider.
It suggests the organization may not have fully defined the responsibilities surrounding one of the most consequential stages of hiring.
And that deserves attention before the next report arrives.
The final decision belongs to the organization
Background screening will continue to play an important role in employment.
For many employers, it is necessary.
For certain positions, it is legally required.
But outsourcing the collection of information does not mean outsourcing responsibility for how that information is used.
The screening provider may assemble the report.
The ATS may display its status.
An automated workflow may deliver notifications.
HR may review the findings.
Legal may advise on applicable requirements.
But the organization remains responsible for its employment decision.
That is the distinction at the center of this week's investigation.
The research does not establish that background screening is inherently unreliable.
It establishes that inaccuracies and inconsistencies can exist in the information employers use.
The law recognizes that individuals need protections when consequential decisions are based on consumer reports.
And the operational challenge is ensuring those protections function in practice—not merely on paper.
A trustworthy hiring process does not require employers to ignore legitimate risks.
It requires them to understand the evidence before acting on it.
Because when an organization rejects a candidate, it should be able to explain why.
Not because a system displayed a warning.
Not because a vendor returned a status.
Not because everyone assumed someone else had reviewed the information.
But because the organization examined the relevant facts, fulfilled its obligations, and made an accountable decision.
A background check can inform that decision.
It should never become a substitute for making one.
SOURCES & FURTHER READING
1. The Problem with Criminal Records: Discrepancies Between State Reports and Private-Sector Background Checks
Publication: Criminology, February 2024
Authors: Sarah Lageson and Robert Stewart
Evidence Type: Peer-reviewed empirical research
The foundational study for this edition. Researchers compared official state records and two private-sector criminal-history sources for 101 people, documenting substantial discrepancies in criminal-record information.
The study's methodology is especially important because researchers examined underlying records rather than assuming every item would necessarily appear on an employer-facing report.
2. The Mark or Trace of a Criminal Record: A Survey Experiment of Race and Criminal Record Signaling
Publication: Criminology, May 31, 2025
Authors: Sarah Lageson and Robert Apel
Evidence Type: Peer-reviewed experimental research
Examines how employers respond to criminal-history information appearing in official background reports versus informal internet-search results.
The study includes an experimental survey of 1,080 respondents with previous hiring experience and a review of earlier criminal-record hiring experiments.
3. Background Checks: What Employers Need to Know
Publisher: Federal Trade Commission
Evidence Type: Primary federal compliance guidance
Explains employer obligations under the Fair Credit Reporting Act and federal employment-discrimination laws, including disclosure, authorization, pre-adverse-action procedures, and final adverse-action notifications.
4. Arrest and Conviction Records: Resources for Job Seekers, Workers and Employers
Publisher: U.S. Equal Employment Opportunity Commission
Evidence Type: Primary federal enforcement guidance
Explains the distinction between arrests and convictions, the importance of job relevance, and considerations involving the nature of an offense, elapsed time, and job responsibilities.
Read EEOC criminal-record guidance
5. Fair Credit Reporting Act
Publisher: Federal Trade Commission
Current Reference: Revised March 2026
Evidence Type: Federal statutory reference
The underlying federal statute governing qualifying consumer reports, including important requirements affecting employment screening.
Review the FCRA statutory reference
6. When I Apply for a Job, What Do Employers See in a Background Check?
Publisher: Consumer Financial Protection Bureau
Last Reviewed: December 31, 2024
Evidence Type: Primary federal consumer guidance
Explains the types of information employment background reports may contain and the rights individuals generally have when employers rely on qualifying consumer reports.
Read CFPB employment-screening guidance
7. RentGrow to Pay $2.25 Million to Settle FTC Allegations
Publisher: Federal Trade Commission
Publication Date: July 9, 2026
Evidence Type: Federal enforcement announcement
Documents allegations involving duplicate records, reporting accuracy, and consumer dispute handling in tenant screening.
Included as a related consumer-reporting example, not as evidence of employment-screening misconduct.
Read the FTC enforcement announcement
8. CFPB Withdrawn Guidance Register
Publisher: Consumer Financial Protection Bureau
Relevant Date: May 12, 2025
Evidence Type: Official regulatory status record
Documents the withdrawal of earlier CFPB guidance, including the January 2024 background-screening advisory opinion and the November 2024 circular addressing employment-related background dossiers.
This is important for distinguishing current statutory obligations from withdrawn agency interpretations.
