lawve-ai/legitimate-interest
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npx skills add https://github.com/lawve-ai/awesome-legal-skills --skill legitimate-interest
Guide users through a comprehensive Art. 6(1)(f) GDPR assessment using the EDPB three-step test, producing a documented Legitimate Interest Assessment (LIA) suitable for accountability records.
Primary Sources:
Additional EDPB Guidance with LI Relevance:
For full regulatory source catalogue including national DPA guidance: [references/additional-regulatory-sources.md]
Key CJEU Jurisprudence (for full case details and citation format, see [references/cjeu-case-law.md]):
> IMPORTANT NOTICE
> This tool guides you through a Legitimate Interest Assessment (LIA) based on the EDPB three-step test methodology under Art. 6(1)(f) GDPR. It does not constitute legal advice. The outcome should be:
> - Reviewed by your Data Protection Officer (DPO)
> - Validated by qualified legal counsel
> - Documented as part of your accountability records (Art. 5(2) GDPR)
>
> Do you acknowledge this and wish to proceed?
Wait for acknowledgment before proceeding.
Data protection enforcement evolves continuously. On activation, search for recent developments relevant to the user's scenario:
EDPB legitimate interest enforcement [current year]
Also search when:
> "What would you like to do?"
| Mode | Description |
|------|-------------|
| Full LIA | Complete three-step assessment with documented output |
| Quick Check | Rapid feasibility screening — can Art. 6(1)(f) plausibly apply? |
| Legal Basis Comparison | Compare Art. 6(1)(f) against alternative bases for a specific processing |
| Right to Object Response | Assess compelling legitimate grounds after Art. 21 objection |
Before entering the three-step test, check threshold exclusions:
| Gate | Check | If YES |
|------|-------|--------|
| G1 | Is the controller a public authority performing its tasks? | Art. 6(1)(f) NOT available (Art. 6(1), second indent). Exception: ancillary non-public activities (e.g., managing own premises) — document internally. |
| G2 | Does the processing fall under ePrivacy Directive (Art. 5(3) or Art. 13)? | Consent likely required first. Check if the Art. 13(2) "soft opt-in" exception applies for existing customer electronic marketing. |
| G3 | Does national law restrict or exclude Art. 6(1)(f) for this processing type? | Flag jurisdiction-specific restrictions. Check [references/jurisdiction-notes.md]. |
| G4 | Is the controller trying to use Art. 6(1)(f) as a fallback because consent was refused or withdrawn? | Flag: switching legal bases post-hoc is problematic (EDPB Guidelines 1/2024, para. 9). |
If all gates pass → proceed to three-step test.
Gather context through a conversational approach. Be efficient but thorough — a legitimate interest assessment is only as good as the factual basis it rests on. Ask as many follow-ups as needed to cover all required fields, but group related questions to avoid excessive back-and-forth.
> Let's build your Legitimate Interest Assessment.
>
> Please describe the processing activity in your own words. I need to understand:
>
> 1. What processing do you want to carry out and why? (What personal data, for what purpose, what is the broader business interest?)
>
> 2. Who is involved? (Who is the controller? Is a third party's interest being pursued? Who are the data subjects?)
>
> 3. What is the relationship with the data subjects? (Customers, employees, website visitors, non-customers, children?)
After each response, silently check coverage of these fields:
| # | Field | Needed for |
|---|-------|------------|
| 1 | Processing description | All steps |
| 2 | Interest articulation | Step 1 |
| 3 | Controller identity / third party | Step 1 |
| 4 | Data categories | Step 2 + 3 |
| 5 | Data subjects & relationship | Step 3 |
| 6 | Scale / volume | Step 3 |
| 7 | Sector / context | Step 3 |
| 8 | Alternatives considered | Step 2 |
| 9 | Jurisdiction(s) | Pre-assessment gates + Step 3 |
[UNCLEAR — proceeding with cautious assumptions] and note the assumption. Flag this in the output so the user knows to verify.Read [references/step1-legitimate-interest.md] for detailed criteria and EDPB/CJEU examples.
Assess three cumulative criteria (EDPB Guidelines 1/2024, para. 17):
| Criterion | Test | Red Flags |
|-----------|------|-----------|
| Lawful | Is the interest contrary to EU or Member State law? | Promoting prohibited products (EDPB Example 1: e-cigarettes); circumventing legal requirements; practices now prohibited by DSA Art. 17 (OSS: shadow blocking case EDPBI:LT:OSS:D:2024:1361) |
| Clearly articulated | Is the interest precisely described, not vague? | "For the greater good" / "general security" (EDPB Example 2); "measure content performance" / "apply market research" (OSS: EDPBI:BE:OSS:D:2022:325 IAB Europe); "creating innovative products" (EDPB BD 2/2022 Instagram children). Vague articulation is the most common pitfall in OSS enforcement. |
| Real and present | Is the interest current and concrete, not hypothetical? | "In case we launch a product someday" (EDPB Example 3); retaining data for "theoretically possible future claim" (OSS: EDPBI:PL:OSS:D:2020:194) |
Controller vs. Third Party Interest:
CMP/Tech Provider Warning: A controller cannot "disclaim the responsibility to ensure that there is a legal basis for the company's personal data processing by referring to a supplier's recommendations" (OSS: EDPBI:SE:OSS:D:2025:1738)
Output for Step 1:
If FAIL → Art. 6(1)(f) cannot be used. Suggest alternative legal bases.
If PASS → proceed to Step 2.
Read [references/step2-necessity.md] for detailed analysis framework.
Assess whether the processing is strictly necessary for the identified interest (C-26/22 *SCHUFA*, para. 88):
| Factor | Assessment |
|--------|------------|
| Less intrusive alternatives | Could the interest be achieved equally effectively by other means? (C-252/21, para. 108) |
| Data minimisation | Is each data category necessary? Could fewer categories achieve the same result? (Art. 5(1)(c); C-252/21, para. 109) |
| Proportionality | Is the scope of processing proportionate to the interest? |
| Controller vs. third-party | If third-party interest: necessity is harder to demonstrate and less expected by data subjects (EDPB Guidelines, para. 30) |
Key principle: "Necessary" ≠ "useful" or "convenient". The CJEU requires strict necessity (C-26/22, para. 88).
Necessity failures from OSS enforcement (see [references/oss-enforcement-practice.md] §3):
Critical principle from EDPB BD 2/2022: Benefits to DATA SUBJECTS are not relevant to the necessity assessment under Art. 6(1)(f). If the justification is implementing data subject wishes → use consent instead.
Technical architecture scrutiny: SAs will examine whether a less intrusive technical design could achieve the same result. Controllers cannot hide behind "the system requires it" (EDPBI:DEBY:OSS:D:2024:1594).
Analysis approach:
Output for Step 2:
If FAIL → Processing cannot be based on Art. 6(1)(f). Suggest reducing scope or alternative bases.
If PASS → proceed to Step 3.
Read [references/step3-balancing.md] for the full balancing methodology, contextual factors, and case examples.
This is the core assessment. The controller must weigh its legitimate interests against the data subjects' interests, fundamental rights and freedoms.
Consider:
| Factor | Analysis |
|--------|----------|
| Nature of data | Simple contact data vs. sensitive/Art. 9 data vs. financial vs. location data. More sensitive = heavier weight against controller. |
| Context | Scale; controller-subject relationship (employer/employee requires different analysis); data combination; accessibility/publicity; vulnerable subjects |
| Consequences | Decisions by third parties; legal effects; discrimination risk; reputational harm; financial loss; exclusion from services; chilling effects; loss of control over data |
| System failure modes | For large-scale systems: also assess impact of false positives/negatives and potential compromise (OSS: EDPBI:DEBY:OSS:D:2024:1594 Worldcoin — false negatives in biometric matching → loss of access to essential services; central database compromise → "risks of magnitude that cannot yet be estimated") |
Critical factor (Recital 47 GDPR; C-252/21 *Meta*, para. 117):
| Indicator | Weight |
|-----------|--------|
| Existing relationship (customer vs. non-customer) | Customers have higher expectations of some processing |
| Nature of service | Free social network ≠ expectation of data-driven advertising (C-252/21) |
| Context of data collection | In-store vs. scraped from public profiles (EDPB Example 6) |
| Common practice ≠ reasonable expectation | Sector norms alone insufficient (EDPB Guidelines, para. 52) |
| Information provided | Transparency helps but does NOT create reasonable expectations by itself (para. 53) |
| Product marketing vs. processing reality | Anti-virus users expected privacy protection, NOT data resale for "trend analytics" (OSS: EDPBI:CZ:OSS:D:2022:1278 — public outcry was evidence of violated expectations) |
| Data broker sourcing | Data subjects cannot expect marketing from companies whose identity was never disclosed by the data broker (OSS: EDPBI:FR:OSS:D:2024:1257) |
| Deceptive practices | Almost by definition outside reasonable expectations — shadow blocking (OSS: EDPBI:LT:OSS:D:2024:1361; affirmed by Lithuanian court) |
| Contact uploading | Other platforms doing the same ≠ user expectation for THIS platform; similar technology ≠ same purpose (OSS: EDPBI:BE:OSS:D:2020:200) |
If the balance tips against the controller:
Practical mitigating measures example (OSS: EDPBI:EE:OSS:D:2025:1791 ride-hailing ratings):
Controller reworked its system with LSA input to include: detailed privacy notice explanation; right to challenge ratings; in-app features showing calculations/retention/consequences; clarification of driver visibility of ratings; employee access restrictions; human review of automated suspensions. After these changes, Art. 6(1)(f) was accepted. This cooperative approach resulted in only a reprimand (not fine).
Output for Step 3:
When specific contexts are identified, read the relevant reference file for specialised guidance:
| Context | Reference | Key Concern |
|---------|-----------|-------------|
| Children's data | [references/context-modules.md] §1 | Best interests primary consideration (Art. 24(2) Charter); profiling/targeting generally not permissible; recalibrated balancing test |
| Direct marketing | [references/context-modules.md] §2 | Recital 47 ≠ automatic pass; ePrivacy consent requirements; Art. 21(2) absolute right to object |
| Fraud prevention | [references/context-modules.md] §3 + [references/oss-enforcement-practice.md] §8 | Strict necessity (Recital 47); must specify fraud type; SAs give considerable latitude but scrutinise scope |
| IT/network security | [references/context-modules.md] §4 | Recital 49 recognition; NIS2 Directive extends to cybersecurity information-sharing; strictly necessary and proportionate |
| Employee monitoring | [references/context-modules.md] §5 | Power imbalance; heightened reasonable expectations; works council requirements (DE: BetrVG §87). Note: no OSS decisions on employee monitoring due to limited cross-border dimension (Recital 127) |
| Group data sharing | [references/context-modules.md] §6 | Recital 48; internal administrative purposes; still requires full LIA per entity |
| Third-country authorities | [references/context-modules.md] §7 | EDPB position: data subject interests usually override (para. 136) |
| AI/ML training & deployment | [references/additional-regulatory-sources.md] §1-2 + [references/context-modules.md] §8 | EDPB Opinion 28/2024 confirms LI for AI; CNIL (June 2025) provides most detailed operational guidance; AI-specific reasonable expectations criteria; extensive mitigating measures; web scraping-specific measures; Dutch DPA diverges (requires consent) |
| Consumer finance | [references/oss-enforcement-practice.md] §7 | Credit checks (timing, safeguards against accidental triggers); default registry reporting (case-by-case, no blanket policies); debtor identification (public denunciation rejected) |
| Vehicle/mobility monitoring | [references/oss-enforcement-practice.md] §9 | Geolocation highly sensitive; excessive tracking intervals rejected; weight monitoring accepted as less invasive than alternatives |
| ePrivacy overlap | [references/oss-enforcement-practice.md] §6 | Check ePrivacy FIRST; cookie consent blocks Art. 6(1)(f); ePrivacy consent requirement increases weight in subsequent GDPR balancing |
Read [references/oss-enforcement-practice.md] §5 for full analysis.
Default position from OSS enforcement: NOT permitted. Controllers cannot retroactively switch to Art. 6(1)(f) when their original legal basis is rejected. Key reasoning: data subject was deprived of the right to know the legitimate interests pursued and the right to object. Any balancing test without data subject input is "vitiated by an act contrary to a mandatory rule" (EDPBI:ES:OSS:D:2021:338).
Narrow exception (EDPBI:EE:OSS:D:2025:1791): Estonian LSA permitted retroactive switch where prior privacy information at least generally referenced the processing, data subjects were not substantively harmed, a proper LIA was now completed, and data subjects were fully informed. The LSA cautioned this is "not an automatic right."
When assessing retroactive reliance, flag:
> ⚠️ REGULATORY RISK WARNING
> Retroactive reliance on Art. 6(1)(f) is rejected by most SAs. The dominant enforcement position is that the legal basis must be determined and documented BEFORE processing begins. Proceeding with retroactive reliance carries significant regulatory risk.
National law influences the Art. 6(1)(f) assessment at multiple stages, creating possible divergent outcomes between Member States. Unlike the old Data Protection Directive (Art. 4), the GDPR has no applicable law provision for cross-border processing. Read [references/oss-enforcement-practice.md] §10 and [references/jurisdiction-notes.md].
Practical implications:
When processing is based on Art. 6(1)(f), specific rights interactions apply. Read [references/data-subject-rights.md] for details.
Key interactions:
| Right | Specifics under Art. 6(1)(f) |
|-------|------------------------------|
| Transparency (Art. 13/14) | Must specify the legitimate interest(s) pursued; make balancing test available on request |
| Access (Art. 15) | EDPB recommends providing legal basis info even though not explicitly required |
| Object (Art. 21(1)) | Available on grounds relating to particular situation; burden shifts to controller to show "compelling legitimate grounds" — higher threshold than initial Art. 6(1)(f) assessment |
| Object to marketing (Art. 21(2)) | Absolute right — no balancing, no exceptions |
| Erasure (Art. 17) | Closely linked to successful objection; criteria essentially the same |
| Restriction (Art. 18) | Available pending verification after objection |
| Automated decisions (Art. 22) | Art. 6(1)(f) is NOT Union law authorising automated decision-making under Art. 22(2)(b) |
Generate the assessment as a structured document. Offer both summary and full formats.
╔══════════════════════════════════════════════════════════════╗
║ LEGITIMATE INTEREST ASSESSMENT — SUMMARY ║
╠══════════════════════════════════════════════════════════════╣
║ Controller: [Name] ║
║ Date: [Date] ║
║ Processing: [Brief description] ║
║ DPO Involved: [Yes/No/N/A] ║
╠══════════════════════════════════════════════════════════════╣
║ THREE-STEP TEST ║
╠══════════════════════════════════════════════════════════════╣
║ Step 1 — Legitimate Interest ║
║ Interest: [Articulated interest] ║
║ Lawful: [YES/NO] ║
║ Articulated: [YES/NO] ║
║ Real/Present: [YES/NO] ║
║ Verdict: [PASS/FAIL] ║
╠══════════════════════════════════════════════════════════════╣
║ Step 2 — Necessity ║
║ Data Categories: [List] ║
║ Alternatives: [Considered and rejected / None available] ║
║ Minimisation: [Confirmed / Issues identified] ║
║ Verdict: [PASS/FAIL] ║
╠══════════════════════════════════════════════════════════════╣
║ Step 3 — Balancing ║
║ DS Rights: [Key rights affected] ║
║ Impact: [LOW/MEDIUM/HIGH] ║
║ Expectations: [Aligned/Partially/Not aligned] ║
║ Mitigating: [None needed / Applied: list] ║
║ Verdict: [PASS/FAIL/PASS WITH MEASURES] ║
╠══════════════════════════════════════════════════════════════╣
║ OVERALL RESULT ║
╠══════════════════════════════════════════════════════════════╣
║ Art. 6(1)(f) Available: [YES / NO / YES WITH CONDITIONS] ║
║ Confidence: [High / Medium / Low] ║
║ Contextual Flags: [Children / Marketing / ePrivacy..] ║
║ Review Date: [Recommended review date] ║
╠══════════════════════════════════════════════════════════════╣
║ REQUIRED ACTIONS ║
╠══════════════════════════════════════════════════════════════╣
║ 1. [Action items — transparency updates, mitigating ║
║ measures, DPO sign-off, DPIA consideration, etc.] ║
╚══════════════════════════════════════════════════════════════╝
Offer to generate a comprehensive Word document (.docx) using the docx skill with:
10. Action Items and Review Schedule
11. Annex: Legal References (EDPB Guidelines, CJEU case law, Recitals)
12. Sign-off section (DPO, Legal Counsel, Controller representative)
When user needs to assess an Art. 21 objection:
These reminders encode the most common failure patterns from EDPB enforcement practice. Understanding the reasoning behind each helps produce more robust assessments.
10. Children: recalibrated balance — Art. 6(1)(f) itself singles out children as requiring special attention. The child's best interests must be the primary consideration, not just a factor. (Art. 24(2) Charter)
11. Compelling grounds ≠ legitimate interest — The Art. 21 objection threshold is deliberately higher because once processing is underway, the data subject has already been affected. The burden shifts to the controller and the grounds must be "essential," not just "beneficial." (paras. 72-73)
12. Commercial interests CAN be legitimate — The CJEU settled this in *KNLTB*. However, purely commercial interests carry less weight in the balancing test, especially against fundamental rights. (C-621/22, para. 49; OSS: EDPBI:ES:OSS:D:2020:146)
13. SAs scrutinise technical architecture — If a less intrusive system design could achieve the same result, the controller's chosen architecture fails the necessity test. "The system requires it" is not a valid defence. (OSS: EDPBI:DEBY:OSS:D:2024:1594)
14. DS benefits ≠ necessity justification — The three-step test looks at controller/third-party interests, not data subject benefits. If the justification is implementing the wishes of the data subject, consent is the correct legal basis. (EDPB BD 2/2022)
15. Third-party tech doesn't discharge responsibility — Controllers remain responsible for their own legal basis even when relying on CMPs, ad-tech vendors, or SaaS providers. (OSS: EDPBI:SE:OSS:D:2025:1738)
16. Cross-border: localise the assessment — National law influences all three steps, and outcomes can diverge between Member States. Controllers operating across borders may need separate localised LIAs. (OSS: EDPBI:EE:OSS:D:2023:885)
17. Review periodically — Legitimate interests can become unlawful through regulatory change (e.g., shadow blocking now prohibited by DSA Art. 17), and reasonable expectations evolve as technology and public awareness develop.
Take lawve-ai/legitimate-interest from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.