Compare Frameworks - KG Quality Frameworks

Comparison Summary

Comparing 1 framework: Data Quality in Context

Framework Details Comparison

Field	Data Quality in Context 1997
Year	1997
Title	Data Quality in Context
Abstract	Seminal work discussing data quality across various dimensions in organizational contexts.
Objectives	To shift the focus of data quality discussions beyond mere accuracy to a broader contextual understanding of fitness for use.
Methodology	Conceptual analysis and development of a multi-dimensional framework for data quality evaluation by data consumers.
Algorithm Used	N/A (Conceptual Foundations)
Top Model	Data Quality Dimensions Framework
Accuracy	N/A (Conceptual)
Advantages	Provided the foundational conceptual basis for subsequent standardized catalogs like ISO 25012.
Drawbacks	Did not address the specifics of graph-based data structures or automated assessment algorithms common today.
Source	https://dl.acm.org/doi/pdf/10.1145/253769.253804
Total Criteria	15

Criteria Comparison

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Comparing 15 unique criteria across selected frameworks.
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Criterion	Data Quality in Context 1997
Accessibility	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Accuracy	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Appropriate Amount	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Believability	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Completeness	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Concise Representation	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Consistent Representation	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Ease of Understanding	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Interpretability	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Objectivity	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Relevancy	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Reputation	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Security	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Timeliness	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)
Value Added	✓ Included Description: Seminal work discussing data quality across various dimensions in organizational contexts. (1997) Definitions: Quality dimension from Data Quality in Context (1997) Seminal work discussing data quality across various dimensions in organizational contexts. (1997)