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data_quality_management_system:awareness_of_data_quality [2023/03/01 17:37] peter |
data_quality_management_system:awareness_of_data_quality [2024/03/08 13:33] (current) |
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===== Awareness of data quality ===== | ===== Awareness of data quality ===== | ||
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- | === Introduction === | ||
- | |||
- | This factsheet describes knowledge about awareness of data quality in a nutshell. Awareness of | ||
- | data quality is highlighted in this factsheet from different angles in a structured way. | ||
=== Definition === | === Definition === | ||
+ | Awareness of data quality is [[general_term: | ||
+ | ===Note 1=== | ||
Awareness of data quality is an acknowledgement or realisation by everyone in an organisation, | Awareness of data quality is an acknowledgement or realisation by everyone in an organisation, | ||
that their current skills and competencies are (becoming) ineffective, | that their current skills and competencies are (becoming) ineffective, | ||
inadequate quality. | inadequate quality. | ||
- | |||
- | ===Note 1=== | ||
- | |||
- | Awareness is attained when people understand their responsibilities and how their actions | ||
- | contribute to the achievement of the organisation’s objectives (ISO 9000:2015). | ||
Knowledge is generally, expertise; familiarity gained through experience or association; | Knowledge is generally, expertise; familiarity gained through experience or association; | ||
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===Note 2=== | ===Note 2=== | ||
- | ISO 9001 states, that the organisation shall ensure that persons doing work under the organisation' | + | ISO 9001 states, that the organisation shall ensure that persons doing work under the organisation' |
- The [[data_quality_management_system: | - The [[data_quality_management_system: | ||
- Relevant [[data_quality_management_system: | - Relevant [[data_quality_management_system: | ||
- | - Their contribution to the effectiveness of the [[data_quality_management_system:data quality management system|data quality management system]], including the benefits of improved performance. | + | - Their contribution to the effectiveness of the [[data_quality_general: |
- | | + | |
===Note 3=== | ===Note 3=== | ||
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| Mastery | Level 4.x Level 4.1 | (out of scope for this factsheet) | (out of scope for this factsheet) | | | Mastery | Level 4.x Level 4.1 | (out of scope for this factsheet) | (out of scope for this factsheet) | | ||
| Skilled | Level 3.x Level 3.1 | (out of scope for this factsheet) | (out of scope for this factsheet) | | | Skilled | Level 3.x Level 3.1 | (out of scope for this factsheet) | (out of scope for this factsheet) | | ||
- | | **Knowledge** | Level 2.x Level 2.1 | Skills to e.g. inspect and correct [[data_quality_management_system: | + | | **Knowledge** | Level 2.x Level 2.1 | Skills to e.g. inspect and correct [[data_quality_management_system: |
| **Awareness** | Level 1 | Skills to acknowledge, | | **Awareness** | Level 1 | Skills to acknowledge, | ||
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| Act |* To adapt awareness program | | | Act |* To adapt awareness program | | ||
- | **Note | + | **Note |
Managing awareness of [[data_quality_general/ | Managing awareness of [[data_quality_general/ | ||
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coaching, etc). | coaching, etc). | ||
- | **Note | + | **Note |
Improving or raising awareness through communications requires the communications to: | Improving or raising awareness through communications requires the communications to: | ||
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* Awareness of Data Quality is a ‘must’ for ethical Artificial Intelligence. Data for, and from machine learning models, should be evaluated along dimensions such as Fairness, Accountability, | * Awareness of Data Quality is a ‘must’ for ethical Artificial Intelligence. Data for, and from machine learning models, should be evaluated along dimensions such as Fairness, Accountability, | ||
- | === Characteristics | + | === Characteristics === |
| **Characteristic** | **Requirement** | | | **Characteristic** | **Requirement** | | ||
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=== Relations === | === Relations === | ||
- | + | |Awareness of data quality|is an element of a |[[data_quality_general/ | |
- | | + | |Awareness of data quality|is guided by|[[data_quality_management_system/ |
- | | + | |Awareness of data quality| is improved by |[[data_quality_management_system/ |
- | | + | |Awareness of data quality| is improved by |[[data_quality_management_system/ |
- | | + | |Awareness of data quality| is guided by |[[data_quality_management_system: |
- | | + | |Awareness of data quality| evaluates| [[data_quality_management_system/ |
- | | + | |Awareness of data quality| guides |
- | | + | |Awareness of data quality| acknowledges| [[data_quality_management_system/ |
- | | + | |Awareness of data quality|applies| [[data_quality_management_system/ |
{{: | {{: | ||
Figure 1: Relationships of Awareness of Data Quality with other concepts. | Figure 1: Relationships of Awareness of Data Quality with other concepts. | ||
+ | |||
=== Stories === | === Stories === | ||
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[[https:// | [[https:// | ||
+ | {{tag> | ||