Interview Report

An interview report is a structured document that captures the outcome of a candidate evaluation interview, recording what was assessed, what the candidate demonstrated, how evaluators scored each dimension, and what the collective recommendation is. It is the primary artifact that connects the evaluation event to the hiring decision: without a well-structured report, interview findings live only in individual evaluators' memories and are subject to decay, bias, and inconsistency by the time the debrief occurs.

Interview reports exist in two forms: human-generated (scorecards and feedback notes submitted by human interviewers) and AI-generated (structured output produced automatically by AI evaluation systems that conducted or processed the interview). The two forms serve the same purpose, documenting evaluation evidence, but have fundamentally different characteristics in terms of completeness, consistency, and scalability.

Candidate and Interview Metadata

• Candidate name, role applied for, interview date and stage
• Interviewer name(s) and their function/area of focus
• Interview format (behavioral, technical, case, panel)
• Duration

Competency-by-Competency Evaluation

For each assessed competency:

• Score or rating (numerical or categorical: Exceptional / Strong / Adequate / Weak)
• Evidence, specific examples, quotes, or descriptions from the candidate's responses that justify the rating
• Evaluator notes, interpretive commentary on what the evidence means for the hiring decision

The evidence requirement is critical. An interview report that records "communication: 4/5" without any supporting evidence is not useful, it records an impression rather than an evaluation. An interview report that records "communication: 4/5, candidate structured the stakeholder escalation example clearly using a three-part narrative (context, action, outcome), adapted language appropriately for the audience described" is actionable.

Overall Impression and Recommendation

• Overall rating (strong hire / hire / marginal / no hire)
• Stated rationale for the overall recommendation
• Specific strengths to note for the record
• Specific concerns or gaps that should be probed further or weighed in the decision
• Recommendation on whether to advance or decline

Availability and Timing

Interview reports should be submitted within 24 hours of the interview, while memory is fresh and before conversation with other evaluators can introduce anchoring bias.

When AI systems conduct or process interviews, they generate structured reports automatically, with several characteristics that human-generated reports rarely achieve:

Completeness: Every evaluated dimension is documented, every response is captured. Human evaluators often focus on the most memorable (positive or negative) moments and underweight middle-ground responses. AI processing applies consistent attention across the full interview.

Evidence citation: AI reports can cite specific language from the candidate's responses as evidence for each competency rating, providing the interview record with the supporting detail that human scorecards frequently omit.

Immediate availability: AI-generated reports are available within minutes of interview completion, not hours or days after a human evaluator finds time to complete their scorecard.

Consistency across candidates: The same evaluation framework is applied with the same weighting and the same standards to every candidate in the pipeline.