3. Data Governance and Ethics

Label	KSAC Description		Bloom's Taxonomy Level	Cross-Cutting
a	Explain data governance and its significance throughout the data life cycle.	knowledge	3
b	Describe change management and the role it plays in data governance.	knowledge	2
c	Describe regulatory frameworks such as HIPPA, GDPR and NIST.	knowledge	2
d	Demonstrate ability to apply regulatory framework appropriately.	ability	3
e	Identify the established legal, ethical and privacy issues in cybersecurity facing organizations.	knowledge	2	Generalist 5b, Data Analytics 8b, Machine Learning 5b
f	Explain the importance of personal privacy issues related to the collection and usage of data.	knowledge	2	Generalist 5d, Data Analytics 8i, Machine Learning 5g
g	Describe the importance of lineage and provenance throughout the data life cycle.	knowledge	2
h	Demonstrate an understanding of system of record (golden source) of master data vs transactional data.	knowledge	2
i	Perform data risk management (assessing vulnerabilities and threats and implementing appropriate responses) throughout the data life cycle	ability	2
j	Explain individual and data bias and the implications each has in data analysis.	knowledge	3	Generalist 5f, Machine Learning 5k

Credentials