Data Quality
(คุณภาพข้อมูล)
Definition
Data Quality (คุณภาพข้อมูล) Soft Skill
Data Quality refers to the condition of data based on factors such as accuracy, completeness, reliability, and relevance, ensuring it is fit for its intended use.
Expertise Level
Level 1
Basic
1. Recognizes the importance of accurate and complete data.
2. Can identify obvious errors or missing information in datasets.
3. Understands basic concepts of data reliability and relevance.
Level 2
Intermediate
1. Evaluates data for consistency and completeness across sources.
2. Applies standard procedures to cleanse and validate data.
3. Monitors data quality metrics to identify trends or issues.
Level 3
Advanced
1. Designs and implements comprehensive data quality management frameworks.
2. Leverages advanced tools to automate data quality checks and improvements.
3. Drives organizational strategies to maintain and enhance data integrity and usability.
