Podcast
Questions and Answers
What is the primary purpose of data governance?
What is the primary purpose of data governance?
Data governance is only necessary for large organizations.
Data governance is only necessary for large organizations.
False
Name one key benefit of implementing a data governance strategy.
Name one key benefit of implementing a data governance strategy.
Increased operational efficiency
Data governance lays the foundation for enhanced data _________ and sharing across teams.
Data governance lays the foundation for enhanced data _________ and sharing across teams.
Signup and view all the answers
Which of the following is a key element of data governance?
Which of the following is a key element of data governance?
Signup and view all the answers
Data governance aims to ensure data definitions are ambiguous to prevent confusion.
Data governance aims to ensure data definitions are ambiguous to prevent confusion.
Signup and view all the answers
What does data governance foster within organizations?
What does data governance foster within organizations?
Signup and view all the answers
Match the organizational benefits of data governance with their corresponding descriptions:
Match the organizational benefits of data governance with their corresponding descriptions:
Signup and view all the answers
What is the purpose of data marketplaces?
What is the purpose of data marketplaces?
Signup and view all the answers
Data stewards are responsible for defining the overall data strategy of an organization.
Data stewards are responsible for defining the overall data strategy of an organization.
Signup and view all the answers
What does data lineage provide visibility into?
What does data lineage provide visibility into?
Signup and view all the answers
A _______ controls permissions across all data assets, including ABAC for PII.
A _______ controls permissions across all data assets, including ABAC for PII.
Signup and view all the answers
Which of the following is NOT a capability of a good data governance solution?
Which of the following is NOT a capability of a good data governance solution?
Signup and view all the answers
Match the data governance roles with their responsibilities:
Match the data governance roles with their responsibilities:
Signup and view all the answers
Privacy-safe collaboration allows sensitive data to be shared without restrictions.
Privacy-safe collaboration allows sensitive data to be shared without restrictions.
Signup and view all the answers
What is a centralized data catalog used for?
What is a centralized data catalog used for?
Signup and view all the answers
What is the primary purpose of a data catalog?
What is the primary purpose of a data catalog?
Signup and view all the answers
Data classification is only necessary for financial data.
Data classification is only necessary for financial data.
Signup and view all the answers
What is one critical aspect of data governance related to access management?
What is one critical aspect of data governance related to access management?
Signup and view all the answers
Data ________ helps organizations capture relevant metadata and events throughout its lifecycle.
Data ________ helps organizations capture relevant metadata and events throughout its lifecycle.
Signup and view all the answers
Why is ensuring high data quality important?
Why is ensuring high data quality important?
Signup and view all the answers
Effective data access management is not related to data security.
Effective data access management is not related to data security.
Signup and view all the answers
Match the following concepts with their descriptions:
Match the following concepts with their descriptions:
Signup and view all the answers
What is one main benefit of data lineage for data teams?
What is one main benefit of data lineage for data teams?
Signup and view all the answers
What is the primary legal obligation under GDPR when sensitive customer data is breached?
What is the primary legal obligation under GDPR when sensitive customer data is breached?
Signup and view all the answers
Establishing a means of data distribution helps everyone in the organization access the centralized data catalog.
Establishing a means of data distribution helps everyone in the organization access the centralized data catalog.
Signup and view all the answers
What should be regularly reviewed with senior executives regarding data governance?
What should be regularly reviewed with senior executives regarding data governance?
Signup and view all the answers
Having strong __________ is essential to prevent unauthorized access to sensitive data.
Having strong __________ is essential to prevent unauthorized access to sensitive data.
Signup and view all the answers
Match the following elements of data governance with their descriptions:
Match the following elements of data governance with their descriptions:
Signup and view all the answers
Which of the following best describes the role of a Data Custodian?
Which of the following best describes the role of a Data Custodian?
Signup and view all the answers
Data Users are responsible for the technical management of data storage.
Data Users are responsible for the technical management of data storage.
Signup and view all the answers
What is the primary focus of the principle of Transparency in data governance?
What is the primary focus of the principle of Transparency in data governance?
Signup and view all the answers
The first step in the main steps of Data Governance is identifying all sources of _____.
The first step in the main steps of Data Governance is identifying all sources of _____.
Signup and view all the answers
Match the following principles of data governance with their descriptions:
Match the following principles of data governance with their descriptions:
Signup and view all the answers
Which principle emphasizes the need to create a successful strategy by following regulatory laws?
Which principle emphasizes the need to create a successful strategy by following regulatory laws?
Signup and view all the answers
What is one key task involved in preparing for data governance?
What is one key task involved in preparing for data governance?
Signup and view all the answers
Regularly auditing data entitlements and access is a step in data governance.
Regularly auditing data entitlements and access is a step in data governance.
Signup and view all the answers
Study Notes
Data Warehousing and Data Governance
- Data governance encompasses the overall management and strategy of an organization's data assets.
- The goal of data governance is to ensure data availability, usability, integrity, accuracy, and security.
- Data governance involves defining and implementing policies, procedures, and controls.
- These controls govern the entire data lifecycle, from creation through storage, analysis, dissemination, and deletion.
- A robust data governance strategy aims to create accountability, transparency, and consistency in data-related decisions.
Data Breaches
- Over 1.2 million records from government agencies (NBI, PNP) were leaked.
- Data breaches can lead to identity theft, phishing attacks, and malicious activities.
- The airline Mabuhay Miles experienced a data breach.
- The BlackCat ransomware attack exposed personal information such as birthdays, gender, tier levels, and points balances.
- Data breach incidents necessitate password changes and security audits.
Congress Probe
- Congress is investigating data breaches linked to PhilHealth.
- The NTC received just 800 text scam complaints in 2022.
Business Incidents and Apologies
- Jollibee apologized for a "chicken sad" customer incident.
- BPI account holders reported lost money and negative balances.
- Cebuana Lhuillier is under investigation for a data breach.
Key Elements of Data Governance
- Data Quality: Ensuring data accuracy, completeness, freshness, and compliance with rules.
- Data Catalog: A centralized repository providing metadata for easy data understanding.
- Data Security: Prioritizes protecting sensitive data from unauthorized access.
- Data Classification: Categorizing data based on sensitivity, importance, and criticality, establishing proper security measures.
- Data Lineage: Tracking data's journey from source to final use, promoting data quality and trustworthiness.
- Data Sharing & Collaboration: Secure exchange of data across internal teams, partners, and consumers.
Data Governance Solution
- Centralized Data Catalog: stores data, ML models, and metadata.
- Data Auditing: Tracking data access and usage.
- Data Lineage: Provides end-to-end visibility into data flows.
- Unified Data Access Controls: Using permission models for information security.
- Data Sharing & Collaboration: facilitates data sharing across regions and platforms.
- Data Discovery: Enables data accessibility and utilization.
- Data Quality Management: Ensures data accuracy and reliability.
- Open Marketplace: Facilitating the discovery and deployment of data.
Who is Involved in Data Governance
- Data Owner: Defines and maintains policies and procedures.
- Data Steward: Manages and oversees specific data assets.
- Data Custodian: Responsible for the technical implementation and management of data.
- Data Users: Those who use the data to perform their jobs.
Core Principles of Data Governance
- Accountability: Clear responsibilities and processes to address issues.
- Standardization: Consistent data policies & practices.
- Transparency: Open communication about data policies & usages.
Steps to Data Governance
- Identifying all data sources.
- Creating a metadata repository.
- Tracking the lineage of data.
- Screening for sensitive data.
- Developing data governance frameworks.
- Adhering to relevant regulations (like GDPR and CCPA).
- Performing data quality checks.
- Regularly auditing data access.
- Addressing data governance risks (like lack of security or over-access).
- Hiring data governance staff.
- Creating data directories.
- Constantly adapting the data governance strategy.
Assessment - Data Governance Scenarios
- Handling a data breach under GDPR.
- Balancing AI innovation with compliance.
Studying That Suits You
Use AI to generate personalized quizzes and flashcards to suit your learning preferences.
Related Documents
Description
Test your knowledge on data governance strategies and the implications of data breaches. This quiz covers various aspects of data management, including policies, controls, and recent incidents of data leaks. Understand how these factors impact organizations and individuals alike.