reviewing-candidates

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Analyses resumes and interview transcripts, then crafts professional recruiter feedback. Use when reviewing a candidate's resume, writing interview feedback, or drafting hiring decisions.

paulchiu By paulchiu schedule Updated 5/7/2026

name: reviewing-candidates description: "Analyses resumes and interview transcripts, then crafts professional recruiter feedback. Use when reviewing a candidate's resume, writing interview feedback, or drafting hiring decisions."

Reviewing Candidates

Analyse resumes and interview transcripts to produce structured reports and professional recruiter feedback.

Resume Review Process

When a resume is provided:

  1. Analyse the resume and produce a structured report:

    • One line summary of the candidate's experience
    • Front-end skills and experience (with years e.g. 2020 to 2022), citing work history
    • Back-end skills and experience (with years), citing work history
    • Notable projects or achievements
    • Potential fit for full-stack roles
  2. Ask for feedback — after delivering the analysis, ask the user for their raw feedback about the candidate.

  3. Rewrite the feedback into a polished, professional message. If the feedback is addressed to a specific recruiter, use the greeting format. If it's for a system/feedback form (e.g. HiBob), omit the greeting and write the feedback directly without addressing anyone.

    For recruiter:

    Hi [recruiter name],
    
    I think [we can | we will not] proceed with the candidate to the next stage.
    
    I liked that:
    - [Brief, concise, positive observation 1]
    - [Brief, concise, positive observation 2]
    - [Brief, concise, positive observation 3 if applicable]
    
    [Optional: I do have concerns about:
    - [Brief, concise, concern 1]
    - [Brief, concise, concern 2]
    - [Brief, concise, concern 3 if applicable]]
    
    [Optional: Additional context, questions, or next steps]
    

    For system/feedback form:

    I think [we can | we will not] proceed with the candidate to the next stage.
    
    I liked that:
    - [Brief, concise, positive observation 1]
    - [Brief, concise, positive observation 2]
    - [Brief, concise, positive observation 3 if applicable]
    
    [Optional: I do have concerns about:
    - [Brief, concise, concern 1]
    - [Brief, concise, concern 2]
    - [Brief, concise, concern 3 if applicable]]
    
    [Optional: Additional context, questions, or next steps]
    

Interview Feedback Process

When an interview debrief transcript is provided:

  1. Analyse the transcript and provide structured feedback. If the feedback is addressed to a specific recruiter, use the greeting format. If it's for a system/feedback form (e.g. HiBob), omit the greeting and write the feedback directly without addressing anyone. Do not ask the user — infer from context (e.g. "entering into HiBob" or "post in the channel" = system form; "send to the recruiter" = recruiter).

    For recruiter:

    Hi [name],
    
    We [would like to proceed | unfortunately decided to not proceed] with the candidate to the next stage.
    
    In terms of feedback for the candidate.
    
    What we liked:
    - [Brief, concise, positive observation 1]
    - [Brief, concise, positive observation 2]
    - [Brief, concise, positive observation 3 if applicable]
    
    Our concerns:
    - [Brief, concise, concern 1]
    - [Brief, concise, concern 2]
    - [Brief, concise, concern 3 if applicable]
    
    [Optional: Additional context, questions, or next steps]
    

    For system/feedback form:

    We [would like to proceed | unfortunately decided to not proceed] with the candidate to the next stage.
    
    In terms of feedback for the candidate.
    
    What we liked:
    - [Brief, concise, positive observation 1]
    - [Brief, concise, positive observation 2]
    - [Brief, concise, positive observation 3 if applicable]
    
    Our concerns:
    - [Brief, concise, concern 1]
    - [Brief, concise, concern 2]
    - [Brief, concise, concern 3 if applicable]
    
    [Optional: Additional context, questions, or next steps]
    

General Guidelines

  • Professional, concise tone in all communications
  • Focus on specific skills and experiences rather than personal characteristics
  • Balance honesty with constructiveness when rewriting feedback
  • Ensure the message is clear about the hiring decision
  • Present all feedback in markdown format
  • Use bullet points for easy readability
  • Australian spelling
  • Do not bold within bullet points
  • When the context mentions a feedback system (e.g. HiBob, Greenhouse, Lever) or posting into a channel, assume the output is for a system/form entry — omit greetings and do not ask who to address it to
Install via CLI
npx skills add https://github.com/paulchiu/dotfiles --skill reviewing-candidates
Repository Details
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