Most hiring managers have had the experience of reading a shortlist that is really just a pile of CVs with a recruiter’s name on top. A good candidate report is the opposite. It pulls together everything learned about a candidate, from the first CV read to the final interview, in one structured document that a manager can read in a few minutes and act on.
Here is what that document should contain, why each part matters, and how to keep it useful as the candidate moves through the process.
What a candidate report is for
The report exists to support a decision, not to sell a candidate. It should help a hiring manager answer three questions quickly: does this person fit the role, where is the evidence, and what is still unknown?
That purpose shapes the format. Every candidate for the same role should get a report with the same sections in the same order. When a CTO is comparing four finalists, consistency matters more than polish. It also means the report replaces scattered notes, emails and interview impressions with a single record that stays with the candidate.
The sections every candidate report should include
At Masarat.ai, each structured report covers eight areas. They build on one another, so the order matters.
1. CV analysis
A clear summary of the candidate’s experience, skills and education, extracted from the CV and put into a standard shape. This saves the manager from decoding different CV layouts and makes it obvious when something important is missing.
2. Role fit against the job description
How the candidate matches the requirements in the JD, requirement by requirement. This is where the candidate screening scorecard appears: experience, skills, achievements, progression, domain and application, each rated from 1 to 5 against a clear bar and combined into a weighted score.
3. Recruiter assessment
The recruiter’s view from the fit interview: motivation, communication, how the candidate talks about their work, and a recommendation. It should be written plainly, with reasons, and it should say where the recruiter has doubts.
4. Technical assessment
The outcome of the technical interview or exercise, with the evaluator’s comments. For a data engineer that might cover pipeline design and data modelling; for a security architect, threat modelling and control design. The report should record what was tested and how the candidate did, not just a pass or fail.
5. Strengths and gaps
Stated explicitly and tied to evidence. A good report does not hide weaknesses. It names them and suggests what to probe in the next interview, which is far more useful to a hiring manager than a list of adjectives.
6. Interview findings
What was said in each interview, recorded rather than remembered. Summaries of key answers let people who were not in the room see the evidence behind a recommendation.
7. Salary and availability
Expectations against the budget, notice period and earliest start date, along with the results of the verification checklist for employment, work authorisation and qualifications.
8. Manager feedback and decision
The hiring manager’s feedback after each stage and the final outcome. This closes the loop, gives the recruiter something to calibrate against, and leaves a record of why the decision was made.
How AI and people each contribute
AI is good at the parts of the report that involve reading and organising a lot of text. In our process it parses CVs, matches them to the job description, drafts the CV analysis and role fit, and summarises interview transcripts. That is work recruiters used to do by hand, often late and in a hurry.
The judgements come from people. Recruiters validate every shortlist and write the recruiter assessment. Technical evaluators run and score the technical assessment. The employer’s hiring managers give feedback and make the decision. AI augments, humans decide, and the report makes it clear which part came from where. For more on that split, see our article on human-in-the-loop recruitment.
What makes a candidate report worth reading
- Evidence over opinion. Every claim about a candidate should point to something on the CV, in an interview or in an assessment.
- Gaps named, not buried. A report with no weaknesses is either about an unusual candidate or it has not been written honestly.
- Same structure every time. Managers learn where to look, and comparison becomes quick.
- Updated as the candidate progresses. The report after the technical interview should include the technical findings, not sit unchanged from the screening stage.
- Short enough to read. Summaries at the top, detail underneath.
Where the report sits in the process
The report grows as the candidate moves through the stages: role created, sourcing, CV screening, fit interview, technical interview, employer review, final interview, offer and hire. By employer review, it should hold enough evidence for the manager to decide whether to invest time in a final interview.
Because the report lives in one employer portal rather than in email attachments, the hiring team can see where every candidate stands and who owns the next step. Our approach page walks through each stage, and the services overview shows the technology domains we cover.
Frequently asked questions
How long should a candidate report be?
Long enough to hold the evidence and short enough to read before an interview. A one-page summary at the top, with the detail for each section below it, works well for most roles, including senior technology leadership hires.
Should candidates see their own report?
That is a policy choice for the employer. Many organisations share structured feedback with finalists, and a well-built report makes that easier because the strengths and gaps are already written down with reasons.
Can a structured report replace an interview?
No. It prepares the hiring manager for the interview and records what came out of it. The decision still needs the manager’s own conversation with the candidate, and the report should make that conversation sharper. The next step is running interviews that produce good evidence, which we cover in technical interviews that actually predict performance.
To see a full structured report for one of your own vacancies, send us one technology role and we will run it from employer brief to decision.