Data Standards
(มาตรฐานข้อมูล)
Definition
Data Standards (มาตรฐานข้อมูล) Hard Skill
Data Standards refer to the established norms and protocols that ensure data consistency, quality, and interoperability across systems and organizations.
Expertise Level
Level 1
Basic
1. Understands fundamental concepts of data standards.
2. Recognizes the importance of data consistency and quality.
3. Follows predefined data entry formats and guidelines.
Level 2
Intermediate
1. Applies data standards to ensure data integrity across systems.
2. Can identify and correct data inconsistencies.
3. Contributes to the development or improvement of organizational data standards.
Level 3
Advanced
1. Leads the creation and enforcement of comprehensive data standards.
2. Designs scalable data governance frameworks aligned with industry best practices.
3. Ensures interoperability and compliance with international data standards.
