Data Minimization

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-17.)

Data Minimization is Collect only the data that is necessary for your purposes.

67 facts·27 predicates·17 sources·11 in dispute

Mostly:rdf:type(16), requires(8), has sub item(3)

Rdf:typein dispute`rdf:type`

Gdpr Point^[1]all time · 04a3a244 Eb44 4bf8 A26f C30e535aa1f9
Data Protection Checkpoint^[3]all time · 4cf98f0b B9ed 4233 9a31 F7ff28c00f62
Policy^[4]all time · E49c2cb6 1282 4f1f Afad F8958db45473
Gdpr Principle^[5]all time · 7278d8d7 Ee95 46fe 9700 88bddc6cd938
Core Gdpr Principle^[5]all time · 7278d8d7 Ee95 46fe 9700 88bddc6cd938
Data Handling Principle^[6]all time · B40c3216 8832 40a8 98dc 765cb7e88be8
Gdpr Requirement^[7]all time · D85c5ad4 207a 48e8 Bd28 33ee01e91805
Gdpr Principle^[8]all time · 11f42dcb 49c0 47ee 9bf7 452648e59be1
Gdpr Principle^[9]all time · C4e05e80 6f07 4d9c 9796 7f9111b19071
Security Technique^[10]all time · Eee5d5b0 Ee44 40c7 Bc03 Eadb9dd47acd

Inbound mentions (38)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`hasMember`Has Member(3)

Enumerated Listex: enumerated-list
Gdpr Pointsex:gdpr-points
Principle Listex:principle-list

`hasPart`Has Part(3)

Article 5ex:article-5
Data Protection Frameworkex:data-protection-framework
Review and Suggestionsex:review-and-suggestions

`improves`Improves(2)

Document Policies Clearlyex:document-policies-clearly
Implement Rbacex:implement-rbac

`isImprovementOf`Is Improvement of(2)

Document Policies Clearlyex:document-policies-clearly
Implement Rbacex:implement-rbac

`isPartOf`Is Part of(2)

Define Data Collection Policiesex:define-data-collection-policies
Restrict Access Through Rbacex:restrict-access-through-rbac

`is-required-by`Is Required by(2)

Collect Minimum Dataex:collect-minimum-data
Prohibit Unnecessary Dataex:prohibit-unnecessary-data

`requires`Requires(2)

Gdpr Adherenceex:gdpr-adherence
Gdpr Complianceex:gdpr-compliance

`canBeImprovedBy`Can Be Improved by(1)

Caching Implementationex:caching-implementation

`contains`Contains(1)

Best Practicesex:best-practices

`containsBulletPoints`Contains Bullet Points(1)

Security Checks Sectionex:security-checks-section

`containsTopic`Contains Topic(1)

Review and Suggestionsex:review-and-suggestions

`explains`Explains(1)

Explanation Sectionex:explanation-section

`hasCheckpoint`Has Checkpoint(1)

Data Protection Frameworkex:data-protection-framework

`hasComponent`Has Component(1)

Security Checksex:security-checks

`hasComprehensiveCheck`Has Comprehensive Check(1)

Gdpr Compliance Auditex:gdpr-compliance-audit

`hasConcept`Has Concept(1)

Gdprex:gdpr

`hasPrinciple`Has Principle(1)

Article 5ex:article-5

`hasSection`Has Section(1)

Gdpr Complianceex:gdpr-compliance

`hasSubSection`Has Sub Section(1)

Review and Suggestionsex:review-and-suggestions

`implements`Implements(1)

Limited Fetchex:limited-fetch

`includesRequirementOf`Includes Requirement of(1)

Gdpr Guidelinesex:gdpr-guidelines

`involves`Involves(1)

Gdpr Complianceex:gdpr-compliance

`is-subject-to`Is Subject to(1)

Logsex:logs

`practiceDataMinimization`Practice Data Minimization(1)

Companiesex:companies

`relatedTo`Related to(1)

Purpose Limitationex:purpose-limitation

`requiresSecurityCheck`Requires Security Check(1)

Gdpr Complianceex:gdpr-compliance

`supports`Supports(1)

Data Retention and Erasureex:data-retention-and-erasure

`technique`Technique(1)

Security Check 4ex:security-check-4

`validates`Validates(1)

Check Data Minimizationex:check-data-minimization

Other facts (42)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

42 facts

Predicate	Value	Ref
Requires	Personal Data	[1]
Requires	necessary-data-only	[1]
Requires	minimal-data-collection	[2]
Requires	Adequate Data	[5]
Requires	Relevant Data	[5]
Requires	Necessary Data Limit	[5]
Requires	Collect Minimum Data	[6]
Requires	Prohibit Unnecessary Data	[6]
Has Sub Item	Policy Definition	[4]
Has Sub Item	Access Control	[4]
Has Sub Item	Improvement	[4]
Ordinal Position	2	[1]
Ordinal Position	1	[16]
Part of	Compliance Principles	[2]
Part of	Review and Suggestions	[4]
Has Action	Define Data Collection Policies	[3]
Has Action	Restrict Access Through Rbac	[3]
Has Policy Definition	Data Collection Policy	[4]
Has Policy Definition	Access Control Policy	[4]
Has Improvement	Document Policies Clearly	[4]
Has Improvement	Implement Rbac	[4]
Is Part of	Article 5	[5]
Is Part of	Best Practices	[16]
Has Description	Store only the minimum amount of data necessary	[11]
Has Description	Collect only the data that is necessary for the intended purpose	[15]
Described in	Turn 1927	[1]
Prohibits	excessive-data-collection	[1]
Related to	Accuracy	[1]
Concerns	Personal Data	[3]
Precedes	Purpose Limitation	[3]
Has Access Control	Role Based Access Control	[4]
Markdown Header Level	3	[4]
Applied to	Intended Purpose	[6]
Is Applied to	Logs	[6]
Contributes to	Privacy	[11]
Purpose	limit-data-collection	[15]
Ensures	Necessary Data Only	[15]
Description	Collect only the data that is necessary for your purposes	[16]
Goal	Necessary Data Only	[16]
Supports	Data Retention and Erasure	[16]
Limits Access to	Necessary Staff	[17]
Reduces Risk of	Data Breaches	[17]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

67 undated

—

typebeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

ex:GDPRPoint

—

labelbeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

Data Minimization

—

describedInbeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

ex:turn-1927

—

requiresbeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

ex:personal-data

—

ordinalPositionbeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

—

requiresbeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

necessary-data-only

—

prohibitsbeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

excessive-data-collection

—

relatedTobeam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9

ex:accuracy

—

labelbeam/c98a3c49-0af9-430f-845e-cd7e3353f1f3

Data Minimization

—

partOfbeam/c98a3c49-0af9-430f-845e-cd7e3353f1f3

ex:compliance-principles

—

requiresbeam/c98a3c49-0af9-430f-845e-cd7e3353f1f3

minimal-data-collection

—

typebeam/4cf98f0b-b9ed-4233-9a31-f7ff28c00f62

ex:DataProtectionCheckpoint

—

hasActionbeam/4cf98f0b-b9ed-4233-9a31-f7ff28c00f62

ex:define-data-collection-policies

—

hasActionbeam/4cf98f0b-b9ed-4233-9a31-f7ff28c00f62

ex:restrict-access-through-rbac

—

concernsbeam/4cf98f0b-b9ed-4233-9a31-f7ff28c00f62

ex:personal-data

—

precedesbeam/4cf98f0b-b9ed-4233-9a31-f7ff28c00f62

ex:purpose-limitation

—

typebeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:Policy

—

labelbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

Data Minimization

—

hasPolicyDefinitionbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:data-collection-policy

—

hasAccessControlbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:role-based-access-control

—

hasImprovementbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:document-policies-clearly

—

hasImprovementbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:implement-rbac

—

hasPolicyDefinitionbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:access-control-policy

—

partOfbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:review-and-suggestions

—

markdownHeaderLevelbeam/e49c2cb6-1282-4f1f-afad-f8958db45473

—

hasSubItembeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:policy-definition

—

hasSubItembeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:access-control

—

hasSubItembeam/e49c2cb6-1282-4f1f-afad-f8958db45473

ex:improvement

—

typebeam/7278d8d7-ee95-46fe-9700-88bddc6cd938

ex:GDPRPrinciple

—

labelbeam/7278d8d7-ee95-46fe-9700-88bddc6cd938

Data Minimization

—

requiresbeam/7278d8d7-ee95-46fe-9700-88bddc6cd938

ex:adequate-data

—

requiresbeam/7278d8d7-ee95-46fe-9700-88bddc6cd938

ex:relevant-data

—

requiresbeam/7278d8d7-ee95-46fe-9700-88bddc6cd938

ex:necessary-data-limit

—

typebeam/7278d8d7-ee95-46fe-9700-88bddc6cd938

ex:CoreGDPRPrinciple

—

isPartOfbeam/7278d8d7-ee95-46fe-9700-88bddc6cd938

ex:article-5

—

typebeam/b40c3216-8832-40a8-98dc-765cb7e88be8

ex:DataHandlingPrinciple

—

appliedTobeam/b40c3216-8832-40a8-98dc-765cb7e88be8

ex:intendedPurpose

—

labelbeam/b40c3216-8832-40a8-98dc-765cb7e88be8

Data Minimization

—

is-applied-tobeam/b40c3216-8832-40a8-98dc-765cb7e88be8

ex:logs

—

requiresbeam/b40c3216-8832-40a8-98dc-765cb7e88be8

ex:collect-minimum-data

—

requiresbeam/b40c3216-8832-40a8-98dc-765cb7e88be8

ex:prohibit-unnecessary-data

—

typebeam/d85c5ad4-207a-48e8-bd28-33ee01e91805

ex:GDPRRequirement

—

typebeam/11f42dcb-49c0-47ee-9bf7-452648e59be1

ex:GDPRPrinciple

—

typebeam/c4e05e80-6f07-4d9c-9796-7f9111b19071

ex:GDPRPrinciple

—

typebeam/eee5d5b0-ee44-40c7-bc03-eadb9dd47acd

ex:SecurityTechnique

—

typebeam/60741bcd-edfd-47db-a6f3-464ac250db74

ex:DataPrinciple

—

labelbeam/60741bcd-edfd-47db-a6f3-464ac250db74

Data Minimization

—

hasDescriptionbeam/60741bcd-edfd-47db-a6f3-464ac250db74

Store only the minimum amount of data necessary

—

contributesTobeam/60741bcd-edfd-47db-a6f3-464ac250db74

ex:privacy

—

typebeam/79a9f3cd-1d69-485b-8ffe-815c3cf89e4e

ex:CompliancePrinciple

—

labelbeam/79a9f3cd-1d69-485b-8ffe-815c3cf89e4e

Data Minimization

—

typebeam/cbdd42c2-d77e-4fc7-854e-b4756168fedc

ex:DataHandlingPrinciple

—

labelbeam/cbdd42c2-d77e-4fc7-854e-b4756168fedc

data minimization

—

typebeam/858bea1e-e14b-46aa-a51e-fd1b2975781d

ex:SecurityPrinciple

—

typebeam/d530d5c6-1b7c-44d5-9b24-da254051f277

ex:SecurityCheck

—

purposebeam/d530d5c6-1b7c-44d5-9b24-da254051f277

limit-data-collection

—

ensuresbeam/d530d5c6-1b7c-44d5-9b24-da254051f277

ex:necessary-data-only

—

hasDescriptionbeam/d530d5c6-1b7c-44d5-9b24-da254051f277

Collect only the data that is necessary for the intended purpose

—

typebeam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b

ex:BestPractice

—

labelbeam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b

Data Minimization

—

descriptionbeam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b

Collect only the data that is necessary for your purposes

—

goalbeam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b

ex:necessary-data-only

—

isPartOfbeam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b

ex:best-practices

—

supportsbeam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b

ex:data-retention-and-erasure

—

ordinalPositionbeam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b

—

limitsAccessTolme/1d2472cc-a178-4418-9024-98fadf90ad1d

ex:necessary-staff

—

reducesRiskOflme/1d2472cc-a178-4418-9024-98fadf90ad1d

ex:data-breaches

References (17)

17 references

[1]04a3a244 Eb44 4bf8 A26f C30e535aa1f98 facts
ctx:claims/beam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9
- full textbeam-chunk
  text/plain1 KBdoc:beam/04a3a244-eb44-4bf8-a26f-c30e535aa1f9
  Show excerpt
  3. **Test Thoroughly**: Test the system with various scenarios to ensure it correctly identifies compliance issues. By following this approach, you can implement a robust logic for checking lawfulness, fairness, and transparency in your co…
[2]C98a3c49 0af9 430f 845e Cd7e3353f1f33 facts
ctx:claims/beam/c98a3c49-0af9-430f-845e-cd7e3353f1f3
- full textbeam-chunk
  text/plain1 KBdoc:beam/c98a3c49-0af9-430f-845e-cd7e3353f1f3
  Show excerpt
  "retention_period": "1 year", "security_measures": ["encryption", "firewall"], "records_of_processing": "Yes" } results = { "purpose_limitation": check_purpose_limitation(data), "data_minimization": check_data_minimizat…
[3]4cf98f0b B9ed 4233 9a31 F7ff28c00f625 facts
ctx:claims/beam/4cf98f0b-b9ed-4233-9a31-f7ff28c00f62
- full textbeam-chunk
  text/plain1 KBdoc:beam/4cf98f0b-b9ed-4233-9a31-f7ff28c00f62
  Show excerpt
  Here's a structured approach to implement these checkpoints: 1. **Data Minimization**: - Define data collection policies. - Restrict access to personal data through role-based access control (RBAC). 2. **Purpose Limitation**: - D…
[4]E49c2cb6 1282 4f1f Afad F8958db4547312 facts
ctx:claims/beam/e49c2cb6-1282-4f1f-afad-f8958db45473
- full textbeam-chunk
  text/plain1 KBdoc:beam/e49c2cb6-1282-4f1f-afad-f8958db45473
  Show excerpt
  10. **Regular Audits and Reviews** ### Review and Suggestions #### 1. Data Minimization - **Policy Definition**: Ensure you have clear policies on what data is collected and why. - **Access Control**: Use role-based access control (RBAC) …
[5]7278d8d7 Ee95 46fe 9700 88bddc6cd9387 facts
ctx:claims/beam/7278d8d7-ee95-46fe-9700-88bddc6cd938
- full textbeam-chunk
  text/plain1 KBdoc:beam/7278d8d7-ee95-46fe-9700-88bddc6cd938
  Show excerpt
  [Turn 5769] Assistant: Ensuring GDPR compliance for log security involves understanding and implementing the key principles and requirements outlined in the GDPR. Here's a detailed breakdown of how to ensure your log security checks are com…
[6]B40c3216 8832 40a8 98dc 765cb7e88be86 facts
ctx:claims/beam/b40c3216-8832-40a8-98dc-765cb7e88be8
[7]D85c5ad4 207a 48e8 Bd28 33ee01e918051 fact
ctx:claims/beam/d85c5ad4-207a-48e8-bd28-33ee01e91805
- full textbeam-chunk
  text/plain1 KBdoc:beam/d85c5ad4-207a-48e8-bd28-33ee01e91805
  Show excerpt
  - Include timestamps, severity levels, and specific error messages. ### 2. **Automated Validation Functions** - Implement the validation functions (`is_encrypted`, `has_access_control`, etc.) to perform actual checks rather than just…
[8]11f42dcb 49c0 47ee 9bf7 452648e59be11 fact
ctx:claims/beam/11f42dcb-49c0-47ee-9bf7-452648e59be1
- full textbeam-chunk
  text/plain1 KBdoc:beam/11f42dcb-49c0-47ee-9bf7-452648e59be1
  Show excerpt
  2. **Access Control**: Similarly, the `access_control()` method is not a standard PyTorch method. You need to implement proper access control mechanisms. 3. **GDPR Adherence**: Ensure that personal data is handled according to GDPR guidelin…
[9]C4e05e80 6f07 4d9c 9796 7f9111b190711 fact
ctx:claims/beam/c4e05e80-6f07-4d9c-9796-7f9111b19071
- full textbeam-chunk
  text/plain1 KBdoc:beam/c4e05e80-6f07-4d9c-9796-7f9111b19071
  Show excerpt
  2. **GDPR Compliance**: Ensure that your application complies with GDPR guidelines, including data minimization, purpose limitation, and data subject rights. 3. **Testing**: Thoroughly test your implementation to ensure that all security ch…
[10]Eee5d5b0 Ee44 40c7 Bc03 Eadb9dd47acd1 fact
ctx:claims/beam/eee5d5b0-ee44-40c7-bc03-eadb9dd47acd
- full textbeam-chunk
  text/plain1 KBdoc:beam/eee5d5b0-ee44-40c7-bc03-eadb9dd47acd
  Show excerpt
  [Turn 7480] User: I'm trying to implement a compliance auditing system for my language data, and I've added 10 security checks. However, I'm not sure if I'm covering all the necessary aspects of GDPR adherence. Can you help me review my sec…
[11]60741bcd Edfd 47db A6f3 464ac250db744 facts
ctx:claims/beam/60741bcd-edfd-47db-a6f3-464ac250db74
- full textbeam-chunk
  text/plain1 KBdoc:beam/60741bcd-edfd-47db-a6f3-464ac250db74
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  - **Data Minimization**: Store only the minimum amount of data necessary. - **Pseudonymization**: Consider pseudonymizing data to further protect privacy. - **User Rights**: Ensure that users can exercise their rights under GDPR, such as th…
[12]79a9f3cd 1d69 485b 8ffe 815c3cf89e4e2 facts
ctx:claims/beam/79a9f3cd-1d69-485b-8ffe-815c3cf89e4e
- full textbeam-chunk
  text/plain1 KBdoc:beam/79a9f3cd-1d69-485b-8ffe-815c3cf89e4e
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  - **Certificate Management**: Use trusted certificate authorities (CAs) and manage certificates securely. Rotate certificates regularly. 3. **Firewall and Network Security**: - **Restrict Access**: Use firewalls to restrict access to…
[13]Cbdd42c2 D77e 4fc7 854e B4756168fedc2 facts
ctx:claims/beam/cbdd42c2-d77e-4fc7-854e-b4756168fedc
[14]858bea1e E14b 46aa A51e Fd1b2975781d1 fact
ctx:claims/beam/858bea1e-e14b-46aa-a51e-fd1b2975781d
- full textbeam-chunk
  text/plain1 KBdoc:beam/858bea1e-e14b-46aa-a51e-fd1b2975781d
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  ### Step 4: Implement Role-Based Access Control In the above example, the `get_tuning_data` endpoint requires the `tuning-data-access` role, and the `get_limited_tuning_data` endpoint requires the `limited-tuning-data-access` role. The `fe…
[15]D530d5c6 1b7c 44d5 9b24 Da254051f2774 facts
ctx:claims/beam/d530d5c6-1b7c-44d5-9b24-da254051f277
- full textbeam-chunk
  text/plain1 KBdoc:beam/d530d5c6-1b7c-44d5-9b24-da254051f277
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  To ensure GDPR compliance, consider the following additional security checks: - **Access Controls**: Ensure that only authorized personnel can access sensitive data. - **Audit Logs**: Maintain detailed logs of all access and modification a…
[16]C6bd62d0 17bc 4fae B7b8 6266d7b2503b7 facts
ctx:claims/beam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b
- full textbeam-chunk
  text/plain1 KBdoc:beam/c6bd62d0-17bc-4fae-b7b8-6266d7b2503b
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  [Turn 10355] Assistant: To ensure your compliance auditing process meets GDPR standards, you need to go beyond simple hashing functions and implement a comprehensive set of security measures. Here are some best practices and additional meas…
[17]1d2472cc A178 4418 9024 98fadf90ad1d2 facts
ctx:claims/lme/1d2472cc-a178-4418-9024-98fadf90ad1d
- full textbeam-chunk
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  [Session date: 2023/05/21 (Sun) 18:53] User: What are some steps companies take to ensure data privacy and security for their customers? Assistant: 1. Implementing robust data security measures: Companies take several measures to secure the…

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Data Minimization

Rdf:typein disputerdf:type

Inbound mentions (38)

hasMemberHas Member(3)

hasPartHas Part(3)

improvesImproves(2)

isImprovementOfIs Improvement of(2)

isPartOfIs Part of(2)

is-required-byIs Required by(2)

requiresRequires(2)

canBeImprovedByCan Be Improved by(1)

containsContains(1)

containsBulletPointsContains Bullet Points(1)

containsTopicContains Topic(1)

explainsExplains(1)

hasCheckpointHas Checkpoint(1)

hasComponentHas Component(1)

hasComprehensiveCheckHas Comprehensive Check(1)

hasConceptHas Concept(1)

hasPrincipleHas Principle(1)

hasSectionHas Section(1)

hasSubSectionHas Sub Section(1)

implementsImplements(1)

includesRequirementOfIncludes Requirement of(1)

involvesInvolves(1)

is-subject-toIs Subject to(1)

practiceDataMinimizationPractice Data Minimization(1)

relatedToRelated to(1)

requiresSecurityCheckRequires Security Check(1)

supportsSupports(1)

techniqueTechnique(1)

validatesValidates(1)

Other facts (42)

Timeline

References (17)

See also

Keep researching

Rdf:typein dispute`rdf:type`

`hasMember`Has Member(3)

`hasPart`Has Part(3)

`improves`Improves(2)

`isImprovementOf`Is Improvement of(2)

`isPartOf`Is Part of(2)

`is-required-by`Is Required by(2)

`requires`Requires(2)

`canBeImprovedBy`Can Be Improved by(1)

`contains`Contains(1)

`containsBulletPoints`Contains Bullet Points(1)

`containsTopic`Contains Topic(1)

`explains`Explains(1)

`hasCheckpoint`Has Checkpoint(1)

`hasComponent`Has Component(1)

`hasComprehensiveCheck`Has Comprehensive Check(1)

`hasConcept`Has Concept(1)

`hasPrinciple`Has Principle(1)

`hasSection`Has Section(1)

`hasSubSection`Has Sub Section(1)

`implements`Implements(1)

`includesRequirementOf`Includes Requirement of(1)

`involves`Involves(1)

`is-subject-to`Is Subject to(1)

`practiceDataMinimization`Practice Data Minimization(1)

`relatedTo`Related to(1)

`requiresSecurityCheck`Requires Security Check(1)

`supports`Supports(1)

`technique`Technique(1)

`validates`Validates(1)