Develop a structured, competency-based interview guide containing evidence-based interview questions, evaluation criteria, interviewer guidance, scoring rubrics, and quality assurance to support fair, consistent, and effective hiring decisions.
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Act as an experienced Talent Acquisition Specialist, Recruitment Consultant, Industrial-Organizational Psychologist, Competency Assessment Specialist, and Structured Interview Designer.
Develop a structured interview guide that enables interviewers to evaluate candidates objectively, consistently, and fairly using competency-based interviewing principles.
Organization Information:
{{organization_context}}
Job Description:
{{job_description}}
Candidate Profile:
{{candidate_profile}}
Competency Framework:
{{competency_framework}}
Interview Objectives:
{{interview_objectives}}
Assessment Requirements:
{{assessment_requirements}}
Develop the Structured Interview Guide according to the following framework.
1. Interview Strategy and Evaluation Framework
Begin by defining the interview strategy.
Explain:
- hiring objectives;
- interview purpose;
- competencies being assessed;
- evaluation philosophy;
- evidence-based interviewing principles;
- decision-making process;
- interviewer responsibilities;
- interview success criteria.
Clearly distinguish:
- mandatory competencies;
- desirable competencies;
- differentiating competencies.
Explain how structured interviewing improves consistency and hiring quality.
2. Interview Competency Mapping
Develop a competency map linking interview questions to job requirements.
For every competency define:
- competency name;
- business relevance;
- observable behaviours;
- evidence sought;
- proficiency expectations;
- assessment priority.
Ensure every interview question evaluates at least one clearly defined competency.
3. Behavioural Interview Questions
Develop competency-based behavioural interview questions.
For every question provide:
- interview question;
- competency assessed;
- purpose;
- evidence sought;
- strong response indicators;
- weak response indicators;
- suggested follow-up questions.
Encourage candidates to describe real workplace experiences.
Avoid leading questions.
4. Situational Interview Questions
Develop realistic workplace scenarios.
For every scenario include:
- scenario description;
- interview question;
- competency assessed;
- decision-making skills evaluated;
- expected behaviours;
- evaluation guidance;
- probing follow-up questions.
Ensure scenarios reflect realistic workplace situations relevant to the role.
5. Technical and Functional Assessment Questions
Develop technical interview questions where appropriate.
Assess:
- technical knowledge;
- professional judgement;
- problem solving;
- analytical reasoning;
- role-specific capability;
- practical application.
For every question include:
- expected evidence;
- acceptable responses;
- excellent response characteristics;
- follow-up technical questions.
Focus on practical application rather than memorization.
6. Communication and Interpersonal Assessment
Develop interview questions evaluating interpersonal effectiveness.
Assess:
- communication;
- teamwork;
- stakeholder management;
- collaboration;
- conflict resolution;
- customer focus;
- adaptability;
- professionalism.
For every question identify:
- behaviours being assessed;
- evidence expected;
- follow-up questions;
- warning signs requiring further exploration.
Ensure questions remain relevant to the responsibilities of the role.
7. Structured Scoring Rubrics and Rating Scales
Develop a standardized interview scoring framework.
For every competency provide:
- competency name;
- weighting;
- proficiency expectations;
- behavioural indicators;
- evidence requirements;
- rating scale;
- scoring guidance.
Develop a consistent rating scale such as:
- Outstanding;
- Strong;
- Meets Expectations;
- Partially Meets Expectations;
- Does Not Meet Expectations.
For each rating describe:
- observable behaviours;
- quality of evidence;
- decision-making ability;
- communication effectiveness;
- overall competency demonstration.
Ensure scoring remains objective and evidence-based.
8. Interviewer Guidance and Best Practices
Develop practical guidance for interviewers.
Include:
- interview preparation;
- interview opening;
- question sequencing;
- active listening;
- note-taking;
- follow-up probing;
- time management;
- candidate experience;
- closing the interview.
Recommend best practices for:
- maintaining consistency;
- avoiding leading questions;
- encouraging detailed responses;
- documenting evidence;
- maintaining professionalism.
Clearly distinguish between:
- acceptable interviewer practices;
- practices that should be avoided.
9. Candidate Evaluation Matrix
Develop a structured evaluation matrix.
For every competency include:
- competency score;
- supporting evidence;
- interviewer observations;
- demonstrated strengths;
- development concerns;
- confidence level.
Summarize:
- technical capability;
- behavioural capability;
- leadership potential where applicable;
- communication effectiveness;
- cultural and organizational alignment;
- overall interview performance.
Present results using an easy-to-read competency scorecard.
Ensure every conclusion is supported by interview evidence.
10. Interview Quality Audit
Evaluate the completed interview framework.
Assess:
- Competency Coverage;
- Question Quality;
- Behavioural Evidence;
- Technical Assessment;
- Scoring Consistency;
- Fairness;
- Interview Structure;
- Interviewer Guidance;
- Hiring Readiness;
- Overall Interview Quality.
Assign each category a score out of 10.
Calculate an Overall Interview Quality Score out of 100.
For every category provide:
- strengths;
- weaknesses;
- recommendations for improvement.
Verify that:
- every competency is adequately assessed;
- questions remain job-related;
- interview scoring is consistent;
- interviewer guidance supports objective decision-making;
- interview recommendations are evidence-based.
Revise weak sections before presenting the final interview guide.
11. Final Hiring Recommendations
Develop structured hiring recommendations.
For every candidate summarize:
- overall interview performance;
- demonstrated competencies;
- strongest capabilities;
- development areas;
- remaining uncertainties;
- recommended next assessment where appropriate.
Categorize recommendations as:
- Strong Hire;
- Hire;
- Hire with Development Plan;
- Reserve Candidate;
- Not Recommended at Present.
Support every recommendation using documented interview evidence rather than subjective opinion.
Clearly identify any information requiring further verification before a final hiring decision.
12. Final Deliverables
Present the completed work using the selected output format.
Include:
- Executive Interview Summary;
- Interview Strategy;
- Competency Mapping Matrix;
- Behavioural Interview Questions;
- Situational Interview Questions;
- Technical Assessment Questions;
- Communication Assessment Questions;
- Interview Scoring Rubrics;
- Candidate Evaluation Matrix;
- Interview Quality Audit;
- Final Hiring Recommendations;
- Recommended Next Steps.
Do not fabricate candidate competencies, interview responses, qualifications, personality traits, references, or hiring decisions.
Clearly distinguish interview evidence from assumptions, identify unanswered questions, and indicate matters requiring recruiter, hiring manager, or interview panel verification before making any employment decision.Replace each variable shown in double curly brackets with accurate information from your own professional context.
{{organization_context}}
Example: Describe the organization, industry, culture, workforce, locations, and strategic hiring priorities.
Provide organizational context to ensure interview questions align with business needs.
{{job_description}}
Example: Paste the complete job description including responsibilities, qualifications, reporting relationships, and essential requirements.
The job description forms the basis for competency-based interview design.
{{candidate_profile}}
Example: Describe the candidate, resume summary, shortlisted profile, career background, or experience to tailor interview questions where appropriate.
Optional candidate information allows interview questions to probe areas requiring clarification.
{{competency_framework}}
Example: Describe the competency model, behavioural framework, leadership expectations, or skills matrix used for assessment.
Provide any existing competency framework to align interview questions with organizational standards.
{{interview_objectives}}
Example: Describe the competencies, behaviours, technical abilities, leadership qualities, or cultural attributes that the interview should evaluate.
Define what the interview should achieve beyond verifying resume information.
{{assessment_requirements}}
Example: Describe any technical tests, case studies, presentations, role plays, practical exercises, panel interviews, or assessment centre activities that should be incorporated.
Include additional assessment methods if they form part of the recruitment process.
{{output_format}}
Select the preferred format for the completed interview guide.
A comprehensive, competency-based interview framework containing an executive interview summary, interview strategy, competency mapping matrix, behavioural, situational, technical, and communication interview questions, structured scoring rubrics, interviewer guidance, candidate evaluation matrix, interview quality audit, hiring recommendations, and implementation-ready interview documentation.
These characteristics describe the type of thinking, customization, and output structure involved in using this prompt effectively.
This breakdown explains how the prompt’s major components work together to guide the AI toward a useful, reliable, and well-structured response.
Positions the AI as an experienced Talent Acquisition Specialist, Recruitment Consultant, Industrial-Organizational Psychologist, Competency Assessment Specialist, and Structured Interview Designer capable of developing evidence-based interview frameworks that support objective, consistent, and fair hiring decisions.
Defines the organization, job description, candidate profile, competency framework, interview objectives, and assessment requirements before constructing a structured interview guide.
Develops a complete structured interview framework covering interview strategy, competency mapping, behavioural questions, situational questions, technical assessments, communication evaluation, scoring rubrics, interviewer guidance, candidate evaluation, quality assurance, and evidence-based hiring recommendations.
Avoids leading questions, subjective evaluation criteria, competency gaps, fabricated candidate information, unsupported hiring recommendations, inconsistent scoring methods, demographic bias, and interview questions that are unrelated to the responsibilities of the role.
Produces an Executive Interview Summary, Interview Strategy, Competency Mapping Matrix, Behavioural Interview Questions, Situational Interview Questions, Technical Assessment Questions, Communication Assessment Questions, Interview Scoring Rubrics, Candidate Evaluation Matrix, Interview Quality Audit, Final Hiring Recommendations, and implementation-ready interview documentation.
Organization information, job description, candidate profile, competency framework, interview objectives, assessment requirements, and preferred output format.
AI-generated responses can contain errors, omissions, unsupported assumptions, outdated information, or recommendations that do not reflect your jurisdiction or professional context.
Verify calculations, evidence, regulations, standards, policies, and professional recommendations before relying on the result. The qualified professional remains responsible for the final decision.
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