Candidate Screening Summary
Summarize a candidate’s resume against documented job criteria, highlighting strengths, gaps, and follow-up questions so the hiring decision stays with the reviewer.
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Overview
This template is a prompt for summarizing a candidate’s resume against documented job criteria. It is built for screening workflows where the reviewer already has a role profile, scorecard, or must-have/nice-to-have list and wants a concise, consistent readout of fit, gaps, and follow-up questions.
Use it when you need a first-pass assessment that stays grounded in the source material. The prompt should ask for a clear comparison between the resume and the criteria, plus a short recommendation for what to verify next. That makes it useful for recruiters, hiring managers, and interview coordinators who need to move quickly without losing rigor.
Do not use it as a replacement for human judgment, and do not use it when the role criteria are still undefined. It is also a poor fit if you want the model to infer hidden experience, rank candidates without a rubric, or make an approval decision. The best results come from feeding it specific requirements, a complete resume, and any role context that changes how evidence should be interpreted. In practice, this template helps turn a messy resume review into a repeatable screening summary that is easier to compare across candidates.
Standards & compliance context
- This template should support human review and not be used as the sole basis for an employment decision.
- Avoid asking the model to infer protected characteristics or other non-job-related attributes from a resume.
- If the resume contains sensitive personal data, only include the minimum necessary information for screening.
- Keep the criteria job-related and consistent with applicable hiring and equal-employment practices.
- If your organization uses a formal scorecard or interview policy, align the prompt output to that process.
General regulatory context for orientation only — verify current requirements with counsel or the relevant agency before relying on this template for compliance.
How to use this template
- 1. Paste the candidate resume and the documented job criteria into the prompt, making sure the must-have requirements are explicit.
- 2. Add any role context that affects interpretation, such as seniority level, location constraints, or required domain experience.
- 3. Ask the model to summarize strengths, gaps, and evidence tied to each criterion rather than giving a general impression.
- 4. Review the output for unsupported claims, missing nuance, or criteria that were not addressed, then correct the summary if needed.
- 5. Use the follow-up questions or verification points to guide recruiter outreach, phone screens, or hiring manager discussion.
Best practices
- Use a fixed screening rubric so every candidate is compared against the same criteria.
- Separate must-have requirements from nice-to-have preferences before running the prompt.
- Ask for evidence-based language so the summary cites what is actually present in the resume.
- Keep the output short enough to scan quickly, but specific enough to support a hiring conversation.
- Include role context such as level, function, and location so the model does not overgeneralize.
- Review the summary for missing evidence and treat gaps as questions to verify, not automatic disqualifiers.
- Use the same prompt structure across candidates to make comparisons easier and less subjective.
What this template typically catches
Issues teams running this template most often surface in practice:
Common use cases
Frequently asked questions
What does this template produce?
It produces a structured screening summary that compares a candidate’s resume to documented job criteria. The output should call out matched requirements, missing evidence, and any clarifying questions for the recruiter or hiring manager. It is meant to support review, not replace it.
When should I use this instead of reading the resume manually?
Use it when you have a defined role profile, scorecard, or job criteria and want a consistent first-pass summary. It is especially useful when multiple reviewers need the same framing or when you want to standardize intake before interviews. It is not a substitute for reading the full resume when the role is highly specialized or the profile is still changing.
Who should run this prompt?
A recruiter, coordinator, hiring manager, or talent partner can run it as long as they have the job criteria and the candidate resume. The person running it should be able to verify the output against the source documents. The prompt should not be used to make an automated hiring decision.
How often should this be used in the hiring process?
Most teams use it once per candidate at the screening stage, then again if the job criteria change or new evidence arrives. It can also be reused for shortlist comparison when you want the same summary format across candidates. Avoid re-running it on the same resume without updating the criteria, because that can create noise instead of clarity.
Can this template be customized for different roles?
Yes. The prompt is designed to accept role-specific criteria, so you can adapt it for engineering, operations, sales, support, or any other function. The most important customization is to provide clear must-have and nice-to-have requirements, plus any disqualifiers or context that matter for the role.
How does this compare with ad-hoc resume notes?
Ad-hoc notes are often inconsistent, hard to compare, and easy to forget. This template gives you a repeatable structure for strengths, gaps, and questions, which makes candidate review easier to audit and discuss. It also reduces the chance that one reviewer focuses only on keywords while another focuses only on career history.
What are the most common mistakes when using it?
The biggest mistake is giving vague job criteria, which leads to vague summaries. Another common issue is asking the model to infer qualifications that are not actually supported by the resume. A third pitfall is treating the summary as a final verdict instead of a discussion aid for the human reviewer.
Can I use this with ATS or other recruiting tools?
Yes, as long as you can paste or pass in the resume text and the job criteria. Many teams use it alongside an ATS, scorecard, or interview plan so the summary reflects the same requirements used elsewhere. If you integrate it into a workflow, keep the human review step in place before any hiring decision.
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