Prepare evidence-focused interview questions
Use role requirements and relevant professional material to prepare questions that probe a candidate’s actual experience.
How this works
Use role requirements and relevant professional material to prepare questions that probe a candidate’s actual experience. Use this before an interview to create consistent competency questions and relevant follow-ups from professional evidence. The guide should probe actual experience without steering answers or investigating personal characteristics unrelated to the job.
Start with the role's competencies and interview coverage, then add candidate-specific probes only where their professional materials provide a factual basis. Keep a common core across candidates and explain what evidence each question seeks. The hiring team reviews relevance and fairness.
Before you start
Role requirements
Obtain job-related competencies and expected work.
Interview plan
Define stage, duration and topics covered elsewhere.
Professional material
Use the candidate's supplied or permitted work history and examples.
Prepare the inputs
- competency_rubric
- Required
criterion and evidence expectations
Avoid generic personality or culture-fit proxies.
- candidate_material
- Required
relevant professional claims and source references
Do not infer facts beyond the material.
- interview_constraints
- Required
duration, format and covered topics
Prioritize questions that fit the available time.
- question_standards
- Required
approved structure and fairness conventions
Use comparable core questions across candidates.
Implementation, step by step
Map competencies
- Select the criteria this interview should assess.
- Identify what an informative answer would contain without scripting the desired answer.
Checkpoint: The coverage plan is explicit.
Draft common questions
- Write neutral behavioral or work-sample questions for each selected criterion.
- Avoid leading phrasing and unnecessary hypothetical complexity.
Checkpoint: A consistent interview core exists.
Add evidence-based probes
- Use specific professional examples to ask about role, decisions and outcomes.
- Keep the same evidence standard across candidates.
Checkpoint: Personalization remains job-related.
Sequence the guide
- Order questions by importance and allocate realistic time.
- Include optional probes and note topics deferred to other stages.
Checkpoint: The interviewer can use the guide in practice.
Review relevance
- Have the hiring team check questions against responsibilities and fairness standards.
- Remove personal or protected-characteristic inquiries.
Checkpoint: The final guide is ready for the interview.
Decisions along the way
Candidate claim is broad
Ask for a concrete example rather than assume expertise.
Material lacks a relevant example
Use the common question without penalizing missing wording.
Question duplicates another stage
Remove it or explain the distinct evidence needed.
What you will produce
interview-question-guide.md
MarkdownA practical and consistent interview guide.
Include: competency · core_question · probe · evidence_sought · time
question-coverage.csv
CSVA map of assessment coverage.
Include: criterion · question_ids · stage · gap
Check the result
- Verify every question relates to actual role work.
- Check personalized probes cite professional evidence.
- Ensure common competencies receive comparable questions.
- Confirm the guide fits the interview duration.
When something goes wrong
Role requirements conflict
Ask the hiring owner to resolve the criterion before designing questions.
Professional material is unreliable
Use neutral clarification rather than treating the claim as established.
Guide becomes too long
Prioritize essential evidence and move optional probes aside.
A worked example
SYNTHETIC EXAMPLE · NOT A REPORTED BUSINESS RESULT
Request
Synthetic: prepare questions for an operations analyst.
Inputs
Role requires reconciling inconsistent reports. Candidate material mentions combining three regional spreadsheets but provides no detail.
Expected result
Synthetic result: ask the common reconciliation question, then probe how the candidate identified inconsistent definitions and verified totals. Do not infer analytical ability from the employer's reputation.
Run a small pilot
Start small
Use the guide for one interview stage with interviewer feedback.
Record the baseline
Record coverage, unused questions and clarification quality.
Agree success criteria
Agree job relevance and evidence usefulness before wider reuse.
Stop or revise
Stop using questions that invite protected-trait inference or lack a role connection.
Keep the scope clear
- Question preparation cannot determine candidate suitability.
- Do not research personal details unrelated to the professional assessment.
Check before using
Check job relevance and fairness; avoid personal or protected-characteristic inferences.
Business activities
- Hire and assess candidates
FROM A RECIPE TO YOUR WORKFLOW
Bring the company context together.
This workflow needs reliable inputs before it needs a better prompt. Moat8 Vault brings working information into a readable archive for the AI tools you use.
For this recipe: Role requirements · Candidate-provided experience · Relevant professional work samples
Start with one recurring task, agree which sources to use, and review the first result with your team.
Discuss this workflow