Candidate assessment summary template for in-house recruiters
On this page
- Submittal or assessment summary: how they differ
- Template 1: the post-screen assessment summary
- Template 2: the full-loop assessment summary
- A filled example (post-screen)
- A filled example (full loop, one must-have)
- Sharing it with the hiring manager
- Writing each section so it holds up
- What to leave out
- Assessment summary mistakes and the fix
- Questions people ask
A candidate assessment summary is an internal write-up that pulls together what you learned about a candidate against the role's must-haves, with evidence for each, the risks, the logistics, and a recommendation with a stated confidence level. In-house recruiters write one after a phone screen, so the hiring manager can decide whether to interview, and again after the full loop, so the decision-makers have one balanced page instead of six scorecards.
It looks similar to an agency's candidate submittal, but the job is different. A submittal argues that a client should meet the candidate; an assessment summary gives your own company an even-handed account, including the parts that argue against hiring. Individual interviewer ratings belong on the interview scorecard, and when a separate committee decides, the summary becomes the core of the hiring committee packet.
Submittal or assessment summary: how they differ
| Agency submittal | In-house assessment summary | |
|---|---|---|
| Reader | A client hiring manager | Your hiring manager, interviewers, sometimes a committee |
| Purpose | Get an interview booked | Support a decision |
| Tone | Persuasive, with the gap named | Balanced; evidence for and against |
| Structure | Three reasons, logistics | Every must-have rated, with evidence and confidence |
| Recommendation | Implied: "worth an interview" | Explicit, with confidence and conditions |
| What is not assessed | Usually left out | Listed |
| Where it lives | Client email or portal | Your ATS, on the candidate's record |
Template 1: the post-screen assessment summary
For after a recruiter phone screen. The hiring manager should be able to decide on an interview from this alone.
CANDIDATE ASSESSMENT — PHONE SCREEN
Candidate: [name] Role: [title], req [ID]
Screened by: [name] Date: [ ] Length: [__ min]
Source: [applied / sourced / referral from ___]
RECOMMENDATION: [advance / do not advance / hold]
Confidence: [high / medium / low] — [why, in one line]
MUST-HAVES (from intake)
1. [must-have]: [met / partly / not met / not assessed]
Evidence: [what they said or showed; quote if exact]
2. [must-have]: [ ]
Evidence: [ ]
3. [must-have]: [ ]
Evidence: [ ]
KNOCKOUTS
[work authorization / license / schedule / location]: [clear / issue: ___]
MOTIVATION
Why they are looking: [their words]
Why this role: [their words]
RISKS AND OPEN QUESTIONS
- [risk] — what I already know: [ ] — suggest the interview probes: [ ]
LOGISTICS
Pay expectation: [amount, how firm] Range for role: [ ]
Notice / earliest start: [ ] Work setup accepted: [Y/N]
Other processes: [stage, timing]
If advancing, suggested first interview focus: [competencies]Template 2: the full-loop assessment summary
For after all interviews are done and scorecards are in. Write it before the debrief if you facilitate, and update it after.
CANDIDATE ASSESSMENT — FULL LOOP
Candidate: [name] Role / level: [ ] Req: [ ]
Prepared by: [name] Date: [ ] Scorecards received: [n of n]
RECOMMENDATION: [hire / hire at different level / no hire]
Confidence: [high / medium / low]
Conditions: [e.g. "subject to reference on people management"]
SUMMARY IN THREE LINES
[What this person would do well in the role]
[The most important gap or risk]
[What the decision really turns on]
MUST-HAVE BY MUST-HAVE
[Must-have 1]
Rating: [met / partly / not met]
Evidence: [interview] — [quote or observed work]
[interview] — [ ]
Interviewer agreement: [consistent / split: A=3, B=1 because ___]
[Must-have 2] ...
[Must-have 3] ...
NICE-TO-HAVES OBSERVED
[ ]
NOT ASSESSED
[Competency or requirement no interview covered]
RISKS
[Risk] — likelihood [low/med/high] — how to reduce it (onboarding,
reference, trial project) — or why it is acceptable
CANDIDATE'S VIEW
Interest level after loop: [ ] Concerns they raised: [ ]
Competing offers: [ ]
LOGISTICS
Pay expectation: [ ] Proposed: [ ] Range: [ ]
Start: [ ] Other: [relocation, visa, equipment]
Links: scorecards, work sample, resumeA filled example (post-screen)
An invented candidate for an invented role, written the way a useful summary reads.
Candidate: Alana Brooks. Role: Payroll Specialist, multi-state. Screened by: recruiter, 30 minutes.
Recommendation: advance. Confidence: medium: strong on process, but her multi-state experience is five states against our twelve.
Must-haves:
- Runs semi-monthly payroll end to end: met. "I run the full cycle for about 600 employees, from time import to the bank file, and I do the reconciliations myself."
- Multi-state withholding and registrations: partly. Five states; set up two new state registrations when the company hired remotely. Has not handled local taxes.
- Our payroll system or similar: met, on a similar system; has not used ours.
Knockouts: clear. Why looking: "My company is outsourcing payroll next year, so the role is going away."
Risks: local tax jurisdictions are new to her; suggest the interview asks how she would learn and verify a new locality.
Logistics: expects $68–72k, within range; two weeks' notice; in process with one other company, first round.
Notice the confidence line. "Medium" with a reason tells the hiring manager exactly what the interview should settle, which is more useful than a confident "strong candidate".
A filled example (full loop, one must-have)
The same invented candidate after four interviews. Only one must-have is shown, because this is the section that decides most full-loop summaries.
Recommendation: hire. Confidence: medium. Condition: a reference that confirms she handled year-end filings independently.
Summary in three lines: She would run our semi-monthly cycle reliably from the first month. The gap is local taxes, which none of her past employers had. The decision turns on whether the team can support her for one quarter while she learns them.
Multi-state withholding and registrations: partly met.
- Technical interview (score 3): walked through registering a new state after a remote hire, in the right order, and named the account numbers she needed before the first payroll.
- Payroll scenario exercise (score 2): handled a mid-year move between two states correctly, but missed the local tax in the exercise until prompted.
- Hiring manager interview (score 3): asked good questions about how our local tax setup is maintained.
Interviewer agreement: consistent. All three saw the same gap and the same strength.
Not assessed: year-end reconciliation and forms, which the role owns from month four.
The reader knows what is strong, what is weak, what nobody checked, and what would change the answer. That is the whole job of the summary.
Sharing it with the hiring manager
Send the post-screen summary in the same hour as the screen, attached to the candidate's record in your ATS, with a one-line message: the recommendation, the confidence and the question you would like answered. Ask for a decision by a set time. If the hiring manager disagrees with your recommendation, ask which must-have they read differently and note their reason on the record; a pattern of the same disagreement across candidates usually means the intake needs another conversation rather than a different summary.
Writing each section so it holds up
Recommendation and confidence
Put them at the top so a busy reader gets the answer first, but write them last. Confidence describes your evidence, not your enthusiasm: high means several consistent pieces of evidence on every must-have; medium means one must-have rests on thin or mixed evidence; low means an important must-have was not assessed properly.
Evidence
Use what the candidate said and did. Quote only words you have in your notes as they were said; otherwise paraphrase. "Explained how she reconciles the bank file against the payroll register each cycle" is evidence. "Very detail-oriented" is a conclusion; leave it out or support it. The evidence-based feedback guide has more rewrites.
Split scores
Never average away a disagreement. If one interviewer scored a must-have 4 and another scored it 1, report both and the reason each gave. Often the split points at an interview question that tested different things, which is worth knowing for the next candidate too.
Not assessed
List anything the process did not cover. A summary that is silent on a must-have invites the reader to assume it was fine.
What to leave out
- Age, family, health, pregnancy, religion, national origin, accent, appearance, or anything that hints at them.
- "Culture fit" without a job-related example; see how to assess values without culture fit bias.
- Guesses about the candidate's personal circumstances ("probably won't stay with a young family").
- Comments on salary history where asking about it is restricted in your location.
- Anything you would not be comfortable with the candidate reading. The what not to write in interview notes page goes through examples.
Summaries are personal data about the candidate. How long you keep them and who can request them depends on where you and the candidate are; how long to keep interview notes covers retention.
Assessment summary mistakes and the fix
| Mistake | Why it fails | Fix |
|---|---|---|
| Written like a sales pitch | The hiring manager discounts all of it | Evidence for and against, both stated plainly |
| Resume retold | Adds nothing the reader does not have | Only what the conversation added |
| Must-haves reworded to fit the candidate | The bar moves without anyone agreeing | Copy must-haves from the intake, word for word |
| No confidence level | Every recommendation looks equally certain | High, medium or low, with one line why |
| Written days later | Quotes become paraphrases, details fade | Write within the hour of the screen |
| Different format for every candidate | Candidates cannot be compared | Same template for everyone on the req |
A summary is only as good as the notes behind it. If you take them with Interview Signal, the scorecard and its evidence quotes are checked against the transcript, so the summary starts from what was actually said; let the candidate know at the start of the call, using the line in our consent guide.
Questions people ask
What is the difference between a candidate assessment summary and a scorecard?
A scorecard is one interviewer's rating of the competencies they were assigned in one interview. An assessment summary pulls the evidence together across a screen or a whole loop, against the role's must-haves, and ends with a recommendation and a confidence level.
Should an assessment summary include a hire or no-hire recommendation?
Yes, clearly labeled as the writer's recommendation and placed after the evidence, with a confidence level. A summary with no recommendation pushes the whole judgment back to a hiring manager who has less information than the writer.
Can the candidate see their assessment summary?
Depending on where they live, a candidate may have a right to request personal data held about them, which can include interview notes and summaries. Write every summary as if the candidate might read it: factual, job-related and free of remarks about personal characteristics.
How long should an assessment summary be?
One page for a post-screen summary; one to two pages for a full-loop summary. If it runs longer, the evidence is probably being retold rather than summarized; link to the scorecards instead.