From Data Quality to Big Data Quality: A Systematization

Year: 2015
Title: From Data Quality to Big Data Quality: A Systematization
Abstract: Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various data types (LOD, sensor data).
Objectives: Systematize the correlation between structural characteristics and quality dimensions in the context of Big Data.
Methodology: Systematic literature review and conceptual systematization.
Algorithm Used: N/A (Conceptual)
Top Model: Big Data Quality Systematization
Accuracy: N/A (Conceptual)
Advantages: Provides foundational context for applying DQ principles to Big Data and Linked Open Data.
Drawbacks: N/A explicitly mentioned.
Source: https://www.researchgate.net/publication/283681085_From_Data_Quality_to_Big_Data_Quality#full-text Edit

Criteria (7)

Name Description Definitions
Consistency Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various data types (LOD, sensor data). …
  • Quality dimension from From Data Quality to Big Data Quality: A Systematization (2015)
  • Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various …
Accuracy Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various data types (LOD, sensor data). …
  • Quality dimension from From Data Quality to Big Data Quality: A Systematization (2015)
  • Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various …
Completeness Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various data types (LOD, sensor data). …
  • Quality dimension from From Data Quality to Big Data Quality: A Systematization (2015)
  • Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various …
Timeliness Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various data types (LOD, sensor data). …
  • Quality dimension from From Data Quality to Big Data Quality: A Systematization (2015)
  • Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various …
Volume (Appropriate Amount Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various data types (LOD, sensor data). …
  • Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various …
Volume (Appropriate Amount) Quality dimension from From Data Quality to Big Data Quality: A Systematization
  • Quality dimension from From Data Quality to Big Data Quality: A Systematization (2015)
Variety Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various data types (LOD, sensor data). …
  • Quality dimension from From Data Quality to Big Data Quality: A Systematization (2015)
  • Examines the relationship between Data Quality and Big Data characteristics (Variety, Volume), focusing on various …
Back to Frameworks Compare with Others