Does an explicit requirement hold?
“Do you hold the required licence for this role?”
Only where the requirement is genuine, lawful and actually applicable.
Candidate screening questions
Ask what could change the decision.
Good screening questions resolve something that could change who advances. Ask what the candidate personally owned, at what scale, with what result, and what supports that account.
Cernor builds Follow-Up from each candidate’s evidence, adapts the path as answers return, and shows whether the recommendation strengthens, weakens, holds or remains unresolved.
No credit card required.
01 · Start with the job
Not every screening question is trying to learn the same thing.
Some questions check an explicit gate. Others test whether the record really supports an important claim. A third kind exists only because the answer to the previous question opened something new. Mixing those jobs together is how screening turns into a generic questionnaire.
What does the record still fail to establish?
“What part of this programme were you directly responsible for?”
The answer changes what you know, not how the candidate presents.
What does the previous answer make necessary to ask next?
“What changed because of the part you owned?”
This question does not exist until the one before it has been answered.
02 · Questions by evidence gap
Start with what you still need to know.
A useful screening question should have a job. These are organised by the uncertainty they resolve rather than counted into a list. Take the group that matches your gap and leave the rest.
Ownership Owner or participant
A resume can describe a successful project without telling you what the candidate personally owned.
- What part of this work were you directly responsible for?
- Which decisions were yours rather than the team’s?
- What would not have happened without your contribution?
Scope Real scope or title
Titles rarely tell you how large, complex or consequential the work actually was.
- What was the scale of the work you personally owned?
- How many teams, systems, customers or markets were affected?
- What constraint made this materially harder than a smaller version of the same problem?
Outcome Activity or outcome
Activity is not the same thing as impact.
- What changed because of the work you owned?
- How did you know the result was better than before?
- What result can you trace most directly to your contribution?
Judgment Judgment or execution
A polished record can show what happened without revealing how the hard call was made.
- What was the hardest trade-off you had to make?
- Which option did you reject, and why?
- What information changed your original approach?
Transferability Surface similarity or transferable capability
Relevant experience is not automatically transferable experience.
- Which part of your previous experience maps most directly to this problem?
- What would be materially different in this role?
- Which part of your prior approach would you not reuse here?
Contradiction Supported claim or overclaim
Sometimes two details in a record do not sit together, or an important claim carries little support.
- Help us reconcile these two parts of the record.
- What evidence best supports this claim?
- What would be the most accurate narrower version of this statement?
03 · Generic questions
A question can sound sensible and still change nothing.
A screening question is weak when the answer cannot materially change what you know. Generic questions may still belong in a conversation, but they are poor substitutes for resolving evidence before interview.
Rarely resolves anything at screen
- Tell me about yourself.
- Why do you want this job?
- What are your strengths?
Changes what you know
- What did you personally own?
- What changed because of it?
- What remains difficult to verify from the record?
The question earns its place by changing what you know.
04 · The second generation
Reading the application is the first act. Investigating uncertainty is the second.
A useful screening tool explains why it asked: which claim was unclear, what the answer established and what your team should do next.
Each question is specific to the candidate’s unresolved claim, and later questions depend on the answer that came back. Follow-Up is included on every paid plan.
Reads the application
- Extract the record
- Hold it against criteria
- Explain the reasoning
- Return an ordered list
Reads, then resolves
- Read against a bar agreed first
- Separate what is evidenced from what is asserted
- Record what the record could not settle
- Ask this candidate about that
- Branch on what they answer
- Judge the answer against the same bar
- Let it change the recommendation
05 · Adaptive Follow-Up
The next question should depend on the answer to the first.
Cernor starts with an unresolved question that matters to your agreed role requirements, called the Standard. Here is how an answer changes the next question.
What Cernor asks next depends on what the candidate just answered. A claim of direct ownership may need a scope or proof question. A narrower contribution may need a role-boundary question. A vague answer may need specificity.
The path stays short because every branch has a purpose:resolve what could still change the recommendation.
06 · The answer comes back
Follow-Up is evidence collection, not form completion.
Cernor evaluates the returned answer path against the same Standard that governed the original screen. New evidence can strengthen the case, weaken it, raise a Trust concern or leave the issue unresolved.
The current recommendation moves or holds accordingly, and Cernor keeps the movement attached to what caused it.
New evidence can changewho deserves interview time.
07 · Before the interview
Use screening to protect interview time.
Use pre-interview questions to resolve facts or evidence that materially affect who should advance. Save richer exploration, working style and live judgment for the interview. It is an operating distinction rather than a rule, but it holds up well in practice.
Screening resolves
- A gate
- Ownership
- Scope
- Evidence
- Contradiction
- Material uncertainty
The interview explores
- Deeper judgment
- Collaboration
- Live reasoning
- Role-specific scenarios
- Remaining risk
08 · Don’t ask for the sake of asking
If the evidence is already sufficient, another question adds work without adding signal.
A strong screening process does not maximise the number of questions. It minimises unnecessary candidate work while resolving the uncertainty that still matters. An Open criterion is a reason to look, not an instruction to ask.
Supported
No Follow-Up needed for this criterion.
Open and material
Ask what could resolve it.
Open but immaterial
Do not manufacture another hurdle.
Before you send a screening question
Five checks before you ask.
- 01
What uncertainty does this question resolve?
- 02
Could the answer actually change who advances?
- 03
Is the information already in the resume or application?
- 04
Does it ask for evidence rather than polish?
- 05
Will the next step change depending on the answer?
If none of those are true, the question is adding friction rather than signal.
From question list to decision system
A static question bank cannot know what this candidate still needs to prove.
Bring your job description and resumes to start instantly. Cernor writes the Follow-Up from each candidate’s own unresolved evidence, then reads the answer against the same criteria. From $199 per live role, with no monthly subscription.
Find out what the answer changes before you book the interview.
See Cernor in action Compare candidate screening tools Screening hundreds of applicants
Cernor vs Lever: from candidate evidence to the next question Cernor vs Greenhouse: adaptive inside a conversation or across it
Questions
Common questions.
What are candidate screening questions?
Pre-interview questions used to clarify whether an applicant meets an important requirement, or whether material evidence is still missing from their record.
What are good candidate screening questions?
Good ones have a specific job: confirm a gate, clarify ownership or scope, establish an outcome, reconcile conflicting evidence, or test something that could still change who advances. A question that cannot change what you know is not doing work.
How many screening questions should I ask?
There is no useful universal number. Ask enough to resolve material uncertainty and no more. If the existing evidence is already sufficient, another question only adds candidate work.
What is the difference between screening questions and interview questions?
Screening questions resolve evidence before you decide who deserves interview time. The interview can then spend its time on deeper judgment, live reasoning and role-specific exploration rather than on facts the record could have settled.
Can AI generate candidate screening questions?
Yes, and generation is not the hard part. The questions worth asking are what the question is based on, whether it changes as evidence comes back, and whether the answer affects the candidate’s current recommendation.
How does Cernor generate Follow-Up?
Cernor starts from the unresolved evidence that still matters for a candidate against the locked Standard. It builds a candidate-specific path, adapts what it asks according to the answers received, evaluates the returned evidence and updates the recommendation when the evidence warrants it.
Should every candidate receive the same screening questions?
Not necessarily. Explicit gates may apply to everyone. Evidence gaps differ by candidate, and asking everyone the same generic set creates work without resolving what actually matters.
Does Cernor replace the interview?
No. Cernor shows who deserves interview time, why, and what still needs validating live. The interview and the final hiring decision stay with your team.
Ask what still matters
Ask less. Learn what could change the decision.
Run one live role. Cernor identifies what is already supported, what remains open and what Follow-Up could still change the recommendation.
No credit card required.