Interview Questions Generator

Purpose {{ purposeLabel }} Pacing {{ pacingLabel }} Focus areas {{ computation.ok ? values.focus_count : '—' }}

Interview purpose:

The purpose changes the question library, evidence cues, and safe-interview reminders.

Role or audience:

Use a specific role or audience segment rather than a broad department.

Level or relationship:

Choose the closest seniority, experience, or influence level.

Role or research brief:

Include priorities, real situations to probe, and the decision the interview should support.

Focus areas:

Unique lines become coverage lanes in the guide, question bank, scoring rubric, and interview mix.

Question mix:

The selected mix changes question types and probes, not only labels.

Question count:

{{ params.question_count }} questions

Use 8–12 for a focused screen and 12–18 for a deeper guide.

Interview length:

{{ params.duration_minutes }} min

The guide reserves opening and closeout time before distributing question minutes.

Follow-up depth:

Standard preserves one clarifying probe per question.

Interview round:

Deep dive is the representative default for a full structured guide.

Rubric weighting:

Priority mode assigns 30% to the first focus area and divides 70% across the rest.

{{ values.guide_text }}

#	Owner	Type	Focus	Question	Probe	Listen for	Time	Copy
{{ row.number }}	{{ row.owner }}	{{ row.type }}	{{ row.focus }}	{{ row.question }}	{{ row.probe }}	{{ row.listen_for }}	{{ row.time }}

Focus area	Weight	1 · Weak evidence	3 · Solid evidence	5 · Strong evidence	Interview guardrail	Copy
{{ row.focus }}	{{ row.weight }}	{{ row.weak }}	{{ row.solid }}	{{ row.strong }}	{{ row.guardrail }}

An interview becomes useful when its questions produce evidence for a decision. Broad prompts may create a pleasant conversation yet leave interviewers comparing confidence, storytelling style, or personal similarity. A clear purpose, shared focus areas, planned probes, and written scoring anchors make the evidence easier to compare.

Structure does not require a rigid script. Comparable hiring interviews should use the same core questions and rating standards, while follow-up probes can clarify an example without giving one candidate a different test. Research and discovery interviews need a different discipline: ask about recent behavior and real artifacts before hypothetical preferences, avoid leading language, and leave room for unexpected context.

Interview purpose and the evidence each type seeks
Purpose	Useful evidence	Main risk
Hiring	Job-related examples, actions, tradeoffs, and outcomes	Inconsistent questions, irrelevant personal topics, or impression-based scoring
Customer research	Recent workflows, pain points, workarounds, and decision criteria	Leading participants toward a preferred product answer
Stakeholder discovery	Outcomes, constraints, dependencies, and decision paths	Collecting opinions without identifying ownership or evidence
Employee listening	Specific experiences, barriers, support, and feasible change	Overpromising anonymity, confidentiality, or follow-through

Focus areas turn a broad brief into coverage lanes. “Communication” is usually too vague; “explaining renewal risk to an executive sponsor” gives the interviewer a situation, audience, and outcome to probe. Each focus area also needs scoring language that distinguishes a claim from solid evidence and strong, calibrated evidence.

Pacing is part of quality. Opening and closeout time must be reserved before questions are divided across the interview. A guide that assigns twelve deep questions to fifteen minutes encourages rushed answers and selective probing. Fewer questions with enough time for examples often produce more reliable evidence.

A generated guide remains a draft. Hiring questions need review against the actual job and applicable law. Research and employee interviews need an honest consent, recording, confidentiality, and data-use plan. No rubric can correct a poorly defined decision or evidence that interviewers did not record.

How to Use This Tool:

Define the decision and evidence before choosing how many questions will fit.

Choose Interview purpose, name a specific role or audience, and select the closest level or relationship.
Write a brief that names priorities, real situations, and the decision the interview should support. Add one distinct focus area per line.
Select the question mix, count, duration, follow-up depth, and interview round. Reduce the count when the pacing warning leaves too little time for evidence.
Choose equal rubric weights or give the first focus area 30%. Use priority weighting only when that priority was decided before interviews begin.
Review the generated questions, probes, evidence cues, scoring anchors, and guardrails. Remove irrelevant or sensitive prompts, then keep the accepted core guide fixed across comparable interviews.

Interpreting Results:

Interview guide ready means the requested count fits the selected duration with at least one minute per question after opening and closeout reserves. Prioritize the core questions appears when average question time falls below 2.5 minutes; it is a pacing warning, not a claim that the content is unsuitable.

The question bank should cover every retained focus area, and the mix map should reflect the selected purpose and question style. Scoring anchors describe evidence quality at 1, 3, and 5; they do not assign a score automatically. Interviewers should record evidence first, score independently, and calibrate only after each person has committed an initial rating.

A polished guide does not establish validity, fairness, or representativeness. For hiring, monitor whether the questions are job-related and whether the selection procedure creates adverse impact. For research, avoid treating a small interview sample as population measurement.

Technical Details:

The guide is assembled deterministically from four purpose-specific question libraries. Question types cycle through the chosen mix, while focus areas cycle independently in entered order. This creates repeatable coverage without claiming that the generated wording was statistically validated for a particular job, population, or research study.

Formula Core:

The duration first reserves opening and closeout time. The remaining whole minutes are distributed as evenly as possible:

R = {\begin{matrix} 4 & if D \leq 30 \\ 7 & if D > 30 \end{matrix}

b = ⌊ \frac{D - R}{Q} ⌋, e = (D - R) mod Q

D is total duration in minutes, R is reserved time, and Q is the question count. Every question receives b minutes, and the first e questions receive one additional minute. Durations of 30 minutes or less reserve 2 minutes for opening and 2 for closeout; longer interviews reserve 4 and 3. Inputs are rejected when any question would receive less than one minute.

Rubric weights use one of two rules:

w_{equal} = \frac{100}{F} %

w_{1} = 30 %, w_{rest} = \frac{70}{F - 1} %

Here F is the number of unique focus areas, from 1 to 8. With one focus area, either mode assigns 100%. Displayed weights are rounded to one decimal place, so several displayed rows may differ from an exact 100% total by a tenth due to independent rounding.

Rule Core:

Rules that determine interview guide content
Choice	What changes	What stays fixed
Purpose	Question library, evidence cues, guide title, and safety reminders	Focus-area cycling and time allocation
Question mix	The repeating sequence of behavioral, scenario, evidence, context, or discovery-oriented types	Question count and focus order
Follow-up depth	Light uses one concrete-example prompt; standard uses the library probe; deep adds a challenge or disconfirmation probe	Core question and scoring anchors
Interview round	Opening and closeout guidance for screen, deep dive, panel, or final decision	Total reserved minutes
Rubric mode	Focus-area percentage weights	The 1, 3, and 5 evidence descriptions

Focus areas are trimmed, deduplicated without regard to case, limited to the first eight unique lines, and repeated cyclically when there are more questions than areas. The guide accepts 4 to 24 questions and 15 to 120 minutes in five-minute steps.

Responsible Use and Privacy:

Keep hiring questions tied to documented job competencies. Do not ask for protected characteristics or unrelated family, medical, disability, religion, age, or national-origin information.
Use the same accepted core questions and rating standards for comparable candidates; keep clarifying probes evidence-focused.
Explain recording, note use, confidentiality limits, and follow-up before customer, stakeholder, or employee interviews. Do not promise anonymity the process cannot provide.
Processing occurs in the browser, but exports can contain sensitive briefs and interview content. Remove confidential and directly identifying details before sharing them.

Worked Examples:

Forty-five-minute deep dive

A 45-minute guide with 12 questions reserves 4 minutes for opening and 3 for closeout, leaving 38 minutes. The first two questions receive 4 minutes and the remaining ten receive 3 minutes, for an average of about 3.2 minutes. Five equally weighted focus areas display as 20% each; priority-first mode would assign 30% to the first area and 17.5% to each of the other four.

References:

Structured Interviews, U.S. Office of Personnel Management.
Employment Tests and Selection Procedures, U.S. Equal Employment Opportunity Commission.
Do your research, Digital.gov.