Consulting and recruiting
Recruiter notes on candidates: why they are usually kept out of a license
By SourceX Editorial · Reviewed by Noah Loul ·
Short answer
Recruiter notes are usually kept out of a data license because they are free-text judgments about named people, often mixing pay, health, family and reference details that candidates never expected to be reused. Redaction tools miss context in free text. What can remain is narrower: de-identified process records such as stage dates, outcome codes and job requirements.
Key takeaways
- Recruiter notes are excluded by default because free text about a person resists reliable de-identification.
- Removing names does not remove identity: employers, titles, locations and dates can combine to point at one person.
- Client hiring manager feedback can also fall under the client's confidentiality terms.
- Structured, de-identified process records usually carry the workflow signal without the personal narrative.
- Whether any candidate-related record can be licensed is decided deal by deal with counsel.
Why are recruiter notes usually excluded from a data license?#
Recruiter notes are usually excluded from a data license because they combine three problems in one field: they are about an identifiable person, they record opinions and sensitive details, and the candidate shared that information to get a job, not to supply training material.
A single phone screen note can hold a salary expectation, a reason for leaving, a spouse's relocation, a medical leave, a visa question and the recruiter's own impression. Each detail carries a different risk, and none of them sits in a predictable field that a tool can reliably find and remove.
That is why privacy reviews at staffing firms start from exclusion and ask which narrower, structured records can stand in for the notes, rather than starting from the notes and asking what to redact.
What recruiter notes typically contain#
Recruiter notes typically contain far more than skills and availability. They collect in the ATS activity log, in email threads synced to candidate records and in texting logs, and counsel should assume every category below is present until a sample shows otherwise.
| Note type | Typical content | Main concern |
|---|---|---|
| Phone screen | Salary expectations, reasons for leaving, availability, family or relocation details | Personal and sometimes sensitive details in free text |
| Interview debrief | The recruiter's view of skills, communication and fit | Opinions about a named person that may be inaccurate or biased |
| Client feedback | Hiring manager comments on a submittal | Client confidentiality on top of personal assessment |
| Reference check | Former managers' statements about performance | Third parties' views, usually given in confidence |
| Compliance notes | Work authorization, background check status, accommodation requests | Categories often treated as sensitive under privacy and employment laws |
| Do-not-submit flags | Reasons a candidate should not be presented | Adverse judgments the person may dispute |
- 01Your work records
- 02Personal details removed
- 03You approve the release
- 04Licensed to AI developers
Why redaction does not make free-text notes safe#
Redaction does not make free-text notes safe because identity in a note rarely sits in the name field. A line saying a candidate ran the payments team at a regional bank and left after its merger can point to one person with every name removed.
Re-identification research supports that caution. Latanya Sweeney estimated from 1990 census data that most people in the United States were likely unique on ZIP code, gender and date of birth alone, and NIST's report on de-identification treats free text as its own category while noting that some de-identified data has been re-identified.
Automated tools help but do not settle the question. Presidio's documentation states that, because it relies on automated detection, there is no guarantee it will find all sensitive information and other protections should be added. For notes, that means a person reviewing every record released, which is rarely proportionate to what the notes add.
Which laws may apply to candidate notes?#
Several laws may apply to candidate notes, depending on where candidates live, where the firm operates and what the notes contain. These are assessed deal by deal with counsel rather than settled by a general rule.
- California's CCPA: since the employee and applicant exemption lapsed on January 1, 2023, candidate records held by covered businesses fall within the law like other personal information.
- Other state privacy laws: some, such as Colorado's, exclude people acting in an employment context, so coverage varies by state.
- Pending rules: California's privacy agency opened preliminary rulemaking in April 2026 on how the CCPA applies to employee, applicant and contractor data.
- GDPR and UK data protection law: may apply to candidates located in Europe or the UK, where pseudonymised data remains personal data.
- Employment and anti-discrimination laws: notes that mention age, health, family status or similar traits raise their own concerns if reused.
- Background screening rules: reports from consumer reporting agencies typically come with legal and contractual limits on the purposes for which they may be used.
California's deidentified standard sets a high bar#
California's deidentified standard sets a high bar for anything derived from notes. Under the CCPA definition, the business must take reasonable measures so the data cannot be associated with a person, publicly commit to keep it deidentified and not attempt re-identification, and contractually bind every recipient to the same terms.
A license that included material derived from notes would have to carry those obligations to the licensee. Counsel would also need to be confident the derived material genuinely meets the standard, which is hard to show for narrative text about individuals.
What can stay in scope instead of notes#
What can stay in scope is the shape of the recruiting process rather than the story of any person in it. Event records show how long each stage took, where candidates dropped out and which requirements tended to lead to fills, and that pattern is what teams building recruiting and workflow tools usually need.
The test for each field is whether it describes the process or the person. Process fields can often be kept with generalization; person fields are removed; anything ambiguous goes to counsel.
| Record | Usually in scope? | Condition |
|---|---|---|
| Stage changes with dates | Often | Person ID replaced, rare dates generalized |
| Structured rejection or withdrawal codes | Often | Codes only, no free-text reason |
| Job order requirements | Often | Client identity and rates generalized |
| Interview rounds and outcomes | Sometimes | Outcome codes only, no evaluator comments |
| Recruiter notes and debriefs | Rarely | Excluded by default |
| Reference checks and compliance notes | No | Excluded |
Illustrative: an engineering staffing firm separates notes from process records#
Illustrative: a fictional engineering staffing firm places design and project engineers with manufacturers and utilities. Its ATS holds years of job orders, submittals and placements, plus phone screen notes, interview debriefs and client feedback logged by recruiters.
Before a data licensing review, the privacy lead samples the notes and finds salary history, health-related leave and family relocation details throughout. Counsel confirms that all notes, debriefs, references and client feedback stay out. The package under review holds only de-identified stage events, rejection codes and generalized job requirements, and the excluded fields are listed in its privacy record.
How SourceX treats recruiter notes#
SourceX treats recruiter notes and candidate assessments as excluded by default in staffing transactions. In the Rights and Preparation steps of the SourceX five-step transaction, the work centers on whether structured, de-identified process records can stand on their own.
Where a package goes forward, its SourceX Evidence Packet documents the privacy record, including which fields were excluded and why, alongside provenance, licensing rights, permitted use and release authorization. The supplier approves the final scope before anything is delivered.
Frequently asked questions
Would candidate consent make recruiter notes licensable?
Consent can change the analysis but rarely solves it. Consent gathered for recruiting does not usually cover AI training, fresh consent is hard to collect from past candidates, and notes also hold views about third parties such as references. Counsel would need to review the wording, how consent was obtained and which laws apply.
Does client interview feedback belong to us or to the client?
Often both have an interest. The hiring manager's comments describe your candidate but were shared under your client agreement, which may treat them as confidential. Check the MSA and any MSP or VMS program terms before using client feedback beyond the original search.
Can we use recruiter notes for our own internal AI tools?
Internal use is a separate question from licensing, but it still has rules. Privacy notices, retention schedules, anti-discrimination concerns and the terms of any AI vendor all apply. Review internal use with counsel on its own terms and keep the notes inside systems the firm controls.
What if an AI developer asks specifically for interview notes?
Some developers look for interview material to build recruiting tools. The usual alternatives are content the firm wrote, such as interview guides and scoring rubrics, or structured outcomes with candidate details removed. Original notes about real candidates are rarely appropriate, and any exception would need explicit legal review.
Do notes kept in email or chat count too?
Yes. Notes about candidates often live in email threads, chat channels and texting logs as well as the ATS. Any review of a data package should search those systems for candidate names and recruiting discussions and exclude them on the same basis as ATS notes.
Sources
- The CCPA employee and business-to-business exemptions expired on January 1, 2023. Source
- The Colorado Privacy Act does not cover individuals acting in a commercial or employment context, such as a job applicant. Source
- The California Privacy Protection Agency initiated preliminary rulemaking on April 20, 2026 on how the CCPA applies to employees, job applicants and independent contractors. Source
- Under Cal. Civ. Code 1798.140(m), deidentified data requires reasonable measures against association with a consumer, a public commitment not to reidentify, and contractual obligations on recipients. Source
- GDPR Recital 26 says pseudonymised data that could be attributed to a person using additional information should be considered information on an identifiable natural person. Source
- Latanya Sweeney estimated from 1990 US Census data that most of the US population was likely unique on 5-digit ZIP, gender and date of birth. Source
- NIST IR 8053 covers de-identification of structured data, free text and multimedia, and notes that some de-identified data can be re-identified. Source
- Presidio's documentation warns there is no guarantee it will find all sensitive information and that additional systems and protections should be employed. Source
Related resources
See if your company qualifies
A short company assessment. No data uploads are needed.