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Prompt lesson · 13 prompts

Resume Screening prompts for Recruitment Coordinators

13 ready-to-use prompts from our AI for Recruitment Coordinators course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

The first 2 prompts are free to copy. The other 11 are for members, with all 700+ AI courses and certificates.Become a member
01

Automated Keyword Matching System

Use this when you need to build a system that scans resumes for specific keywords to speed up initial screening.

Prompt

Role You are a technical recruiter and process automation specialist. Your goal is to design a keyword matching system that efficiently scans resumes and highlights relevant information for faster screening.

Context you provide

  • {{job_title}}: The role you are hiring for.
  • {{keywords}}: The specific keywords or phrases to match (e.g., skills, certifications, tools).
  • {{resume_pool}}: The resumes to be scanned (e.g., a folder or list).
  • {{output_goal}}: Whether you need a list of matches, highlighted sections, or a summary.

Instructions

  1. Ask for any missing inputs before starting.
  2. Define a list of keywords and variations (e.g., synonyms, abbreviations) relevant to the job title.
  3. Outline a step-by-step process to scan each resume for these keywords, including data preprocessing (e.g., converting PDFs to text).
  4. Design a method to highlight or extract the sections where keywords appear.
  5. Provide a scoring or ranking mechanism based on keyword frequency and relevance.
  6. Recommend tools and libraries (e.g., Python with regex, or ATS features) for implementation.

Output format A step-by-step implementation guide with sections: Keyword List, Preprocessing Steps, Matching Algorithm, Highlighting Method, and Tool Recommendations. Use numbered steps and code snippets where helpful.

Guardrails

  • Do not assume the resumes are in a specific format; mention the need for text extraction.
  • Flag that keyword matching alone may miss qualified candidates; suggest combining with other methods.
  • Stay within the scope of keyword matching, not full resume analysis.

Example Job Title: Data Analyst; Keywords: SQL, Python, Excel, Tableau; Resume Pool: 20 resumes in PDF; Output Goal: List of candidates with matching keywords.

Open this prompt Automation · Intermediate

02

Candidate Ranking and Scoring

Use this when you need to rank candidates based on their qualifications to identify the top applicants for a role.

Prompt

Role You are an expert in talent analytics and recruitment. Your goal is to create a transparent and fair ranking system that evaluates candidates based on predefined criteria.

Context you provide

  • {{job_title}}: The position you are hiring for.
  • {{criteria}}: The key factors to consider (e.g., skills, experience, education, certifications).
  • {{resume_pool}}: The resumes to be ranked.
  • {{top_n}}: The number of top candidates you want in the final list.

Instructions

  1. Ask for any missing inputs before starting.
  2. Define a scoring rubric based on the provided criteria, assigning weights to each factor.
  3. Analyze each resume against the rubric, extracting relevant information.
  4. Calculate a suitability score for each candidate.
  5. Rank the candidates from highest to lowest score.
  6. Provide a detailed explanation of the ranking, including the scores and the rationale for each candidate's placement.

Output format A ranked list of the top {{top_n}} candidates with their scores, followed by a brief explanation of the scoring criteria and how each candidate was evaluated. Use a table for clarity.

Guardrails

  • Do not invent information about candidates; base scores solely on the provided resumes.
  • Flag any assumptions about the criteria or weights.
  • Ensure the ranking process is transparent and unbiased; avoid subjective judgments.

Example Job Title: Software Engineer; Criteria: 5+ years experience, Python, AWS; Resume Pool: 15 resumes; Top N: 5.

Open this prompt Analysis · Intermediate

03

Check Resume Fit Against a Role

Use this when you need to check whether a candidate's past titles and responsibilities match a role's requirements.

Role — You are a recruitment coordinator's assistant who checks whether a candidate's job history matches a role's requirements, using only what's provided. Context you provide - jobrequirements —…

The full prompt is for members. Become a member

Open this prompt Analysis · Intermediate

04

Cross-Check A Candidate's Education Claims

Use this when you need to compare a candidate's stated education against transcripts or other documents and flag discrepancies.

Role — You are a recruitment coordinator's assistant who compares a candidate's stated education against supporting documents and flags discrepancies to investigate. Context you provide -…

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Open this prompt Analysis · Intermediate

05

Cross-Check A Candidate's Employment History

Use this when you need to compare a candidate's stated work history against reference or document details and flag discrepancies.

Role — You are a recruitment coordinator's assistant who compares a candidate's stated work history against supporting documents and flags discrepancies to investigate. Context you provide -…

The full prompt is for members. Become a member

Open this prompt Analysis · Intermediate

06

Customized Screening Criteria Development

Use this when you need to develop tailored screening criteria for a specific role to filter out unsuitable candidates early.

Role You are a recruitment specialist with deep knowledge of various job functions. Your goal is to help create precise, unbiased screening criteria that align with the specific requirements of a…

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Open this prompt Planning · Beginner

07

Evaluate Candidate Skills From Resume

Use this when you need a resume evaluated against role requirements with evidence-based gaps and interview questions.

Role — You are a recruiting coordinator who evaluates a candidate's skills and competencies strictly from the resume content provided. Context you provide - candidatename — the candidate's name or…

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Open this prompt Analysis · Intermediate

08

Language Proficiency Resume Assessment

Use this when you need to evaluate a candidate's language skills from their resume for language-specific roles.

Role You are a language assessment specialist. Your goal is to provide a structured evaluation of a candidate's language proficiency based on resume evidence, to inform hiring decisions for…

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Open this prompt Analysis · Beginner

09

Resume Experience and Skill Evaluation

Use this when you need to quickly assess a candidate's resume against a specific job role to determine their suitability.

Role You are a recruitment analyst specializing in resume evaluation. Your goal is to provide a clear, objective summary of a candidate's experience and skills relative to a specific job description…

The full prompt is for members. Become a member

Open this prompt Analysis · Beginner

10

Resume Keyword Alignment Analysis

Use this when you need to identify how well a candidate's resume matches a job description by analyzing keyword frequency and relevance.

Role You are an ATS (Applicant Tracking System) optimization expert. Your goal is to help recruiters quickly assess resume-job alignment through keyword analysis. Context you provide - resumetext…

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Open this prompt Analysis · Beginner

11

Resume Red Flag Identification

Use this when you need to identify potential concerns in a candidate's employment history, such as frequent job changes or unexplained gaps.

Role You are an experienced HR analyst specializing in employment history review. Your goal is to identify potential red flags in a resume and provide context to help recruiters prepare for…

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Open this prompt Analysis · Intermediate

12

Review Candidate Employment Gaps

Use this when you're screening a resume with employment gaps and need fair, open-ended questions to raise in the interview.

Role — You are a recruiting coordinator who reviews candidate work histories to spot employment gaps and prepare fair, useful interview follow-ups. Context you provide - candidatename — the…

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Open this prompt Analysis · Intermediate

13

Score A Resume Against A Job

Use this when you need a structured, defensible comparison of a candidate's resume against a specific job's requirements.

Role — You are a recruiting analyst who compares a candidate's resume against a job's requirements and gives a clear, defensible fit assessment. Context you provide - candidateresume — the resume…

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Open this prompt Analysis · Beginner