Requirement

Article 10.3: Relevance, representativeness, and completeness of data sets

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Training, validation and testing data sets shall be relevant, sufficiently representative, and to the best extent possible, free of errors and complete in view of the intended purpose.

They shall have the appropriate statistical properties, including, where applicable, as regards the persons or groups of persons in relation to whom the high-risk AI system is intended to be used. Those characteristics of the data sets may be met at the level of individual data sets or at the level of a combination thereof.

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This requirement is part of the framework:  
AI Act (Base)
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Best practices
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Article 10.3: Relevance, representativeness, and completeness of data sets
This policy on
Article 10.3: Relevance, representativeness, and completeness of data sets
provides a set concrete tasks you can complete to secure this topic. Follow these best practices to ensure compliance and strengthen your overall security posture.

Training, validation and testing data sets shall be relevant, sufficiently representative, and to the best extent possible, free of errors and complete in view of the intended purpose.

They shall have the appropriate statistical properties, including, where applicable, as regards the persons or groups of persons in relation to whom the high-risk AI system is intended to be used. Those characteristics of the data sets may be met at the level of individual data sets or at the level of a combination thereof.

Read below what concrete actions you can take to improve this ->
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How to improve security around this topic

In Cyberday, requirements and controls are mapped to universal tasks. A set of tasks in the same topic create a Policy, such as this one.

Here's a list of tasks that help you improve your information and cyber security related to
Article 10.3: Relevance, representativeness, and completeness of data sets
Task name
Priority
Task completes
Complete these tasks to increase your compliance in this policy.
Critical
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How to comply with this requirement

In Cyberday, requirements and controls are mapped to universal tasks. Each requirement is fulfilled with one or multiple tasks.

Here's a list of tasks that help you comply with the requirement
Article 10.3: Relevance, representativeness, and completeness of data sets
of the framework  
AI Act (Base)
Task name
Priority
Task completes
Complete these tasks to increase your compliance in this policy.
Critical
Data set validation for high-risk AI systems
Critical
High
Normal
Low
1
requirements
AI governance
AI data and model governance

Data set validation for high-risk AI systems

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

Data set documentation for AI systems
Critical
High
Normal
Low
1
requirements
AI governance
AI data and model governance

Data set documentation for AI systems

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

Data quality criteria for high-risk AI systems
Critical
High
Normal
Low
1
requirements
AI governance
AI data and model governance

Data quality criteria for high-risk AI systems

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

Data preparation process for high-risk AI systems
Critical
High
Normal
Low
1
requirements
AI governance
AI data and model governance

Data preparation process for high-risk AI systems

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

The ISMS component hierachy

When building an ISMS, it's important to understand the different levels of information hierarchy. Here's how Cyberday is structured.

Framework

Sets the overall compliance standard or regulation your organization needs to follow.

Requirements

Break down the framework into specific obligations that must be met.

Tasks

Concrete actions and activities your team carries out to satisfy each requirement.

Policies

Documented rules and practices that are created and maintained as a result of completing tasks.

Never duplicate effort. Do it once - improve compliance across frameworks.

Reach multi-framework compliance in the simplest possible way
Security frameworks tend to share the same core requirements - like risk management, backup, malware, personnel awareness or access management.
Cyberday maps all frameworks’ requirements into shared tasks - one single plan that improves all frameworks’ compliance.
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