Data Governance And Compliance
Security
Architecture
Access Control
Data Strategy
Understanding Data Quality and Accuracy
Data Risk
Analyzing Data Quality
The Future of Big Data Architecture 
Big
Data architecture refers to the frameworks
and technologies used to manage and analyze vast amounts of data generated by various sources
...Data
Governance: Enhanced focus on data quality, security, and
compliance due to regulatory requirements
...
Data Preparation Strategies 
Data preparation is a critical step in the data analytics
and machine learning process
...Compliance and
Governance: Data preparation can help ensure compliance with data regulations and governance policies
...
Security 
In the context of business analytics
and data governance, security refers to the measures and protocols put in place to protect sensitive data from unauthorized access, breaches, and other cyber threats
...Compliance with Regulations: Many industries are subject to regulations that mandate strict data protection measures
...
Architecture 
Architecture in the context of business analytics
and data governance refers to the structured framework that outlines how data is collected, stored, processed, and utilized within an organization
...Regulatory
Compliance: Proper data governance ensures that organizations adhere to legal and regulatory requirements
...
Access Control 
Access control is a fundamental aspect of
data governance in business analytics, ensuring that sensitive information is protected
and only accessible to authorized users
...reasons: Data Protection Access control helps safeguard sensitive information from unauthorized access, ensuring
compliance with regulations such as GDPR and HIPAA
...
Data Strategy 
Data Strategy refers to a comprehensive plan that outlines how an organization will collect, manage, analyze,
and utilize data to achieve its business objectives
...Key Components of Data Strategy A successful data strategy comprises several key components: Data
Governance: Establishes policies and standards for data management, ensuring data quality,
compliance, and security
...
Understanding Data Quality and Accuracy 
Data quality
and accuracy are critical components in the field of business analytics, particularly in descriptive analytics
...Regulatory
Compliance: Many industries require adherence to strict data
governance standards, making data quality crucial for compliance
...
Data Risk 
Data risk refers to the potential for loss or harm related to the handling, processing,
and storage of data within an organization
...Compliance Risks: Non-compliance with regulations such as GDPR or HIPAA can result in legal penalties and reputational damage
...Data Risk Management Strategies To mitigate data risks, organizations can adopt various management strategies: Data
Governance: Establishing a framework for data management that includes policies, procedures, and standards to ensure data integrity and compliance
...
Analyzing Data Quality 
Data quality is a crucial aspect of business analytics that influences the accuracy
and reliability of insights derived from data
...Data Auditing Conducting systematic reviews of data to ensure
compliance with quality standards
...Helps in identifying areas for improvement and ensuring adherence to data
governance ...
Data Architecture 
Data architecture refers to the structural design of an organization's data assets
and data management resources
...Data
Governance: Policies and procedures that ensure data quality, security, and
compliance with regulations
...
Selbstständig machen mit Ideen 
Der Weg in die Selbständigkeit beginnt nicht mit der Gründung eines Unternehmens, sondern davor - denn: kein Geschäft ohne Geschäftsidee. Eine gute Geschäftsidee fällt nicht immer vom Himmel und dem Gründer vor die auf den Schreibtisch ...