Candidate screening has a difficult job. A hiring team may start with dozens or hundreds of applications, but only some candidates will move forward. Screening helps narrow that group, yet every filter also creates an opportunity to remove someone who might have performed well in the role.
The answer isn't to stop screening. It's to be more deliberate about what evidence each stage is actually capable of providing. A resume can tell you one thing, a screening interview another, and a deeper conversation something else. Good screening uses each of them for the right purpose.
Decide what actually matters before screening begins
Before reviewing candidates, define the few criteria that genuinely matter for the role. Separate requirements from preferences. If a qualification, skill, or type of experience isn't actually necessary to perform the job, treating it as a hard filter may remove candidates unnecessarily.
This also makes screening more consistent. Instead of one candidate appearing promising because of a recognizable company on their resume while another is judged differently, the team has an agreed set of criteria to return to. The question becomes less about who looks impressive overall and more about what evidence each candidate provides against the requirements of the role.
Don't ask one screening method to tell you everything
Resumes are useful for understanding employment history, qualifications, and relevant experience. But they are much weaker at showing how someone communicates, reasons through a problem, or responds to a realistic situation.
That distinction matters when deciding who gets an interview. If a capability can only really be demonstrated through conversation or a work-related scenario, filtering candidates based on indirect clues in their resume may remove people before they have a chance to demonstrate it.
A screening process can therefore work in layers. Use the application for information it can reliably provide, then use a structured first-round interview to gather evidence that the application cannot.
Give candidates a chance to demonstrate the criteria
Once candidates reach an interview, the questions should connect directly to what the hiring team wants to evaluate. If judgment matters, give candidates a relevant situation to work through. If communication matters, ask them to explain something rather than assuming a polished resume demonstrates communication ability.
This is especially useful when candidates arrive through different paths. Someone with the expected job title may have relevant experience, while someone with a less conventional background may still demonstrate the capabilities the role requires. Asking both candidates questions built around the same criteria gives the hiring team more comparable evidence.
Screen in, not only out
Screening is often treated as a process of finding reasons to reject candidates. That makes sense when the applicant pool is large, but it can encourage teams to make decisions using whatever information is easiest to filter rather than whatever information is most relevant.
A better question at each stage is: Do we have enough evidence to know this candidate shouldn't continue, or is there something important we haven't had a chance to evaluate yet? That doesn't mean every applicant needs a long interview. It means the screening process should give candidates a reasonable opportunity to demonstrate the things the company says matter.
The takeaway
Good candidate screening isn't about making the applicant pool smaller as quickly as possible. It's about narrowing the pool using evidence that is actually relevant to the role.
Define the criteria before reviewing candidates, use each screening method for what it can genuinely tell you, and give candidates an opportunity to demonstrate capabilities that don't appear clearly on a resume. You can still make the process efficient without asking the earliest and most limited information to make every decision.
Hirona helps hiring teams run structured first-round AI interviews around the criteria that matter for each role. Candidates can interview when they're ready, while recruiters review the resulting evidence and remain responsible for deciding who moves forward. See how it works →