Hiring teams are facing a shifting reality. Applications are surging, signals are harder to trust, and candidate fraud is becoming more sophisticated by the day.
In 2025, the average number of applicants per job climbed by more than 50 year-over-year—reaching 257.5 applicants per role.
At the same time, AI tools made it easier than ever to generate polished resumes, tailor applications instantly, and even manipulate interview responses.
The result is a hiring environment where volume is rising, but confidence is harder to build.
In a recent Employ webinar, Sara O’Donnal (VP of Customer Success at Employ) joined Katy Jenkins (VP of Product at Employ), Nathan Mondragon (Chief Strategy Officer at ProboTalent), and Ritu Mohanka (CEO of VONQ) to unpack how talent teams are responding.
Their conversation highlighted five key shifts reshaping hiring in the AI era—from the growing cost of candidate fraud to the need for stronger validation and clearer signals earlier in the hiring funnel.
Together, these shifts point to a new approach: using early screening not just to filter candidates, but to build trust, verify capability, and help recruiters move forward with confidence.
Shift #1: Candidate Fraud Is Costing Employers More Than Just a Bad Hire
Candidate fraud used to feel like a fringe case—something that you heard about through the grapevine, but that never impacted your own pipeline. Today, that’s changed.
As Katy pointed out during the webinar:
“Candidate fraud isn’t one isolated issue. It’s an over $600 billion annual cost to US businesses.”
And the impact goes far beyond a single bad hire. Fraud incidents trigger investigations, slow down recruiting teams, and can even introduce security risks.
“Teams lose 20 to 30% of their efficiency during a fraud investigation and resolution. That’s time recruiters aren’t spending on actual hiring.”
As AI tools become more accessible, it’s easier than ever for candidates to generate tailored resumes, scripted interview responses, or even entirely fabricated identities. That raises the stakes for employers, especially when access to sensitive systems and data is involved.
Shift #2: Application Volume Is Rising—But Signal Is Harder to Find
Over the past decade, recruiters and TA leaders have worked hard to make the application process easier. And while that progress expanded access for candidates, it also introduced an entirely new challenge for hiring teams.
With the help of AI, candidates can now apply to dozens of roles in seconds, dramatically increasing the flow of applications entering the hiring funnel.
But more candidates doesn’t automatically mean better hiring outcomes. Often, it simply means more noise.
Which makes spotting early warning signs of potential fraud more important than ever.
Shift #3: Resumes Are Losing Their Power as a Hiring Signal
If resumes are easier than ever to optimize, they’re also easier to misrepresent.
As Nathan put it, “The resumes are now being crafted with AI assistance. [Candidates] take the job description and say tweak my resume to fit this job. Therefore, the screening systems are inferring certain skills on that candidate based on the resume being perfectly matched to the job description.”
But AI-enhanced applications aren’t the only challenge. As Ritu explained, resumes themselves have a fundamental limitation:
“A CV tells you what someone has done. What it doesn’t tell you is what they can do now or how they’ll perform in your specific environment.”
That’s why many teams are validating skills earlier in the hiring process, layering signals instead of relying solely on job titles or keyword matches.
Ritu explained further, “Confidence really comes from triangulation: when you combine skills-based questions, situational prompts, and also perhaps behavioral insights, you start to see patterns very quickly.”
Shift #4: Fraud Prevention Requires Layers, Not a Single Fix
Fact: there isn’t a single tool or checkpoint that stops candidate fraud.
Instead, the most effective strategies layer multiple signals and validations throughout the hiring funnel.
Katy described this using a simple analogy:
“It’s like Swiss cheese…There’s going to be people that make it through your screening. There’s going to be people that make it through your interview. And there’s going to be people that somehow managed to make it through your ID verification. But through layering [fraud prevention] throughout all of these steps, you’re reducing the risk that someone makes it all the way through your funnel and into your organization.”
Each step alone has gaps. But when layered together, those gaps become much smaller—and much harder to slip through.
As Nathan pointed out, the key shift is moving beyond simply assessing candidates to actively verifying them.
“The traditional knockout questions that you design based on a position’s requirements are easy to fake and easy to answer and just become part of that Swiss cheese.”
Instead, teams are beginning to build more interactive validation points into the hiring process.
That distinction matters. Assessments alone often rely on inference. Validation confirms that the candidate demonstrating those skills is the same person moving through the hiring process.
Shift #5: The Best Screening Builds Trust—Not Just Filters
When organizations respond to fraud risk, it’s easy to fall into a “screen-out” mentality.
But the most effective teams are taking a different approach.
Instead of asking “Can we reject this person yet?” Ritu pointed out that they’re asking: “What information do we need to make a confident decision?”
That mindset shift changes how screening is designed. Instead of relying solely on keyword filters or knockout questions, teams gather structured signals that help recruiters make informed decisions.
Transparency also plays a major role—especially when AI is involved.
“Candidates should know when AI is involved, what it’s assessing, and that a human is still making the final decision.”
When recruiters understand why candidates appear on a shortlist—and hiring managers trust the results—screening technology starts delivering real value.
As Ritu summed it up:
“When recruiters say, ‘I know why these candidates are here,’ that’s when early screening is doing its job.”
Build a Hiring Process Candidates Can Trust
Candidate fraud may be evolving, but so are the strategies teams use to address it.
And the organizations staying ahead? They’re building hiring systems that combine early signals, thoughtful validation, and layered safeguards throughout the funnel.
That approach doesn’t just reduce risk. It strengthens the entire hiring process—making it clearer, more consistent, and more trustworthy for everyone involved.
Because great hiring isn’t just about finding talent. It’s about building a process people can believe in.
For more insights from the expert panel, watch the full webinar.
Want to see how JazzHR helps teams put this approach into practice?
Book a demo to explore how our recruiting solutions help surface stronger signals earlier, verify candidates with confidence, and keep great talent moving through your hiring process.







