The rise of artificial intelligence in recruiting is creating a complex new challenge for industrial employers conducting manufacturing background screening.
This new reality forces firms to balance the need for speed with the need to ensure that new hires are precisely who they claim to be. In an environment with heavy machinery, sensitive intellectual property, and strict safety protocols, the stakes have never been higher.
How AI impacts manufacturing background screening
The potential for accidents and liability means that robust verification is not a luxury, but a necessity to guard against ever-present operational and broader security vulnerabilities.
Artificial intelligence is dramatically increasing the sophistication of application fraud. According to Lindsey Scrase, chief operating officer at background-check technology company Checkr, this is a fast-moving problem. She stated via email on August 17, 2026, that “fabricated credentials, fake resumes, and deepfake candidates are becoming much harder to distinguish from legitimate applicants.”
The scale of the issue is significant. A recent report from Checkr found that resume fabrication now accounts for a staggering 41% of all detected hiring fraud. Furthermore, AI-assisted interview impersonation, where individuals use technology to fake their way through video interviews, now represents nearly one-quarter of reported cases.
This means a candidate could look and sound competent on screen without possessing any of the required skills.
But AI is not just the engine of the problem; it is also a critical part of the solution. While fraudsters use AI to create convincing fakes, hiring teams can deploy their own AI tools to fight back.
“Instead of manually reviewing every application, AI can help flag potential discrepancies and identify the small number of candidates who warrant closer review,” Scrase wrote. This allows human resources teams to focus their expertise where it is most needed, much as AI is used for precision manufacturing on the factory floor.
Outdated screening policies increase compliance risk
While technology presents new challenges, many manufacturers are still grappling with old problems. Experts warn that a surprising number of companies continue to rely on screening policies developed years, or even decades, ago. These outdated standards often fail to reflect current business risks, workforce realities, or the modern legal landscape.
Todd Simo, managing director of logistics and manufacturing at screening firm HireRight, urges companies to ask a simple question. ““When is the last time you looked at your criteria? The world has changed,” said Simo, who is also the company’s chief medical officer. He points to drug screening as a prime example of this evolution.
“If I go back to when I started in the drug screening industry … 21 years ago, screening for Delta-9 THC wasn’t a question. It was just done,” Simo explained. Today, with changing state laws around marijuana, that is no longer a simple decision.
He added, “Drugs that were on the panel 20-plus years ago aren’t even manufactured anymore, but some companies’ policies still have those in there.” Regularly reviewing and updating these policies is crucial for both compliance and cost management.
This evaluation also means understanding that not all roles carry the same risk. A one-size-fits-all screening programme can lead to over-screening for some positions and under-screening for others. An office-based employee simply does not require the same checks as an engineer operating high-voltage equipment or a driver transporting hazardous materials.
Tailoring the screening process to the specific role is key to an efficient and legally defensible strategy.
The complex web of screening regulations
Manufacturers, particularly those operating across multiple states or countries, must navigate a dizzying array of regulations. This patchwork of laws governs what can be checked, when it can be checked, and how that information can be used in hiring decisions. Failure to comply can result in costly legal action.
Federal oversight and EEOC guidance
In the United States, the Fair Credit Reporting Act (FCRA) sets the baseline for any background check conducted by a third-party provider. It mandates that employers provide proper disclosures, get written authorisation from the candidate, and follow a strict two-step adverse action process if they decide not to hire someone based on the contents of a background report.
Beyond the FCRA, the Equal Employment Opportunity Commission (EEOC) has issued guidance urging employers to be careful with criminal history information. The agency warns that blanket policies automatically disqualifying anyone with a criminal record can have a disparate impact on minority groups, a violation of Title VII of the Civil Rights Act.
Instead, the EEOC recommends an individualised assessment, considering the nature of the crime, how long ago it occurred, and its relevance to the job in question. An April 2024 lawsuit filed by the EEOC against an employer for using a rigid pass/fail matrix highlights the agency’s focus on this issue.
State and local law variations
Compliance becomes even more complicated at the state and local levels. A growing number of jurisdictions have enacted “Ban the Box” laws, which restrict when in the hiring process an employer can ask about criminal history.
Some states, like New York, have established detailed requirements (the eight-step analysis under Article 23A) that employers must follow before denying a job based on a criminal conviction. Elsewhere, cities like Atlanta have gone as far as making criminal history a protected class, requiring an individualised assessment.
These local variations extend beyond criminal records. A patchwork of rules also governs salary history bans, restrictions on using credit reports, and evolving policies on marijuana testing. This makes a centralised yet flexible, compliance strategy essential for any manufacturer with a distributed footprint, similar to the strategic thinking behind opening new US manufacturing facilities to serve different markets.
Components of a modern screening strategy
A robust screening programme is foundational to mitigating risk in a manufacturing environment, where a single incident can have severe consequences. Data from 2020 showed 341 fatal injuries in the sector, while substance abuse alone costs businesses more than $120 billion annually across the economy. A modern strategy involves multiple layers of verification tailored to specific roles.
Criminal history checks remain a cornerstone, with Verified Credentials noting that virtually all manufacturing organisations perform them. These typically include searches of county, state, and federal records. Drug testing is also critical for safety, with the manufacturing industry showing a 4.5% drug test positivity rate in 2023. These tests can be conducted pre-employment, randomly, or following an incident.
Other vital components include employment verification to confirm experience, credential verification for required licences or degrees, and motor vehicle record (MVR) checks for any role involving driving. Identity verification has also become a non-negotiable first step, especially with the rise of AI-driven fraud. For certain physical roles, fit-for-duty tests and other occupational health screenings ensure a candidate can safely perform their duties.
Finally, organisations are increasingly adopting continuous monitoring. This practice extends verification beyond the point of hire, providing ongoing visibility into an employee’s status, such as new criminal activity or changes to a required licence. It’s a crucial tool for managing risk over the long term, especially in safety-sensitive positions.
Building a programme that balances speed and safety
As hiring risks evolve, experts agree that manufacturers must proactively define their strategy rather than simply reacting to threats. This begins with a clear-eyed assessment of the organisation’s risk tolerance. “You can’t tolerate risk and violate a federal rule, right? So you have to have that as a consideration,” said Simo.
From there, companies must establish clear metrics to measure the programme’s success, whether those metrics relate to speed-to-hire, candidate quality, or retention.
Mike Nizzi, vice president of sales at HR technology company FirstAdvantage, argued that a well-designed screening process is about more than just risk. He believes it improves the employee experience and long-term retention.
He said the process is just as much about helping employees understand their roles and what they are expected to contribute to the organisation. When screening ensures a good fit, Nizzi noted, employers tend to experience lower employee turnover.
Ultimately, technology alone cannot solve these complex hiring challenges. While AI can spot discrepancies, people remain at the centre of the process. As Checkr’s Lindsey Scrase stressed, “people still need to know what to do when something doesn’t look right.” A successful strategy requires clear ownership and well-defined escalation procedures, ensuring that when a red flag is raised, everyone knows their role in resolving it.
