Security Standards
Data Requirements
Best Practices for Big Data Governance
Building a Big Data Strategy
Recommendations
Data Governance in Multinational Corporations
Data Extraction
Compliance
Data Requirements 
Requirements: These requirements pertain to the quality and characteristics of the data, such as performance, scalability, and
security ...It encompasses policies, procedures, and
standards that dictate how data is handled
...
Best Practices for Big Data Governance 
Big Data Governance refers to the overall management of data availability, usability, integrity, and
security in an organization
...Benchmarking: Compare governance practices against industry
standards and best practices
...
Building a Big Data Strategy 
components: Component Description Data Governance Establishing policies and
standards for data management, ensuring data quality, privacy, and compliance
...datasets Step 4: Develop a Data Governance Framework Establish guidelines for data management, including data quality,
security, and compliance
...
Recommendations 
Ensure Compliance and Ethical
Standards As predictive analytics often involves sensitive data, businesses must ensure compliance with regulations and ethical standards
...Recommended actions include: Understanding legal frameworks such as GDPR Implementing robust data
security measures Establishing ethical guidelines for data usage 10
...
Data Governance in Multinational Corporations 
Data governance refers to the overall management of data availability, usability, integrity, and
security in an organization
...Siemens Adopted a data governance framework aligned with ISO
standards ...
Data Extraction 
Regulatory Compliance: Data extraction helps in maintaining accurate records, which is crucial for compliance with regulations and
standards ...Data
Security: Ensuring the security of sensitive data during extraction is critical to prevent breaches
...
Compliance 
It is essential for organizations to ensure that their data practices meet legal and ethical
standards, which can vary by industry and location
...It involves the management of data availability, usability, integrity, and
security in an organization
...
Data Retention 
These policies can vary significantly depending on the type of data, industry
standards, and legal requirements
...Data
Security: Retaining data increases the risk of data breaches
...
Data Governance Training 
This training focuses on establishing policies, procedures, and
standards that ensure data quality, compliance, and
security across an organization
...
Data Transparency 
Data Quality Maintaining high
standards of data quality to ensure that the information being shared is accurate and reliable
...Data
Security Protecting sensitive data while still allowing for transparency in non-sensitive areas
...
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