Privacy And Security
Governance Objectives
The Importance of Data Governance in AI
The Role of Ethics in Data Analysis
Challenges in Data Mining
Data Lifecycle
Future Trends in Big Data
Big Data in Education
Data Management 
Data management refers to the practices, architectural techniques,
and tools used to collect, store, manage, and utilize data effectively
...Data Governance: The framework for managing data availability, usability, integrity, and
security within an organization
...Regulatory Compliance: Proper data governance helps organizations comply with laws and regulations regarding data
privacy and security
...
Governance Objectives 
Governance objectives are critical components in the realm of business analytics
and data governance
...They address various aspects of data handling, including data quality, data
security, and data accessibility
...typically focus on: Data Quality Data Security Data Accessibility Compliance Data Integration Data
Privacy Key Governance Objectives Objective Description Importance Data Quality
...
The Importance of Data Governance in AI 
As businesses increasingly rely on AI technologies for decision-making, understanding
and implementing data governance becomes essential to ensure data integrity,
security, and compliance
...Compliance: Helps organizations adhere to regulations such as GDPR, HIPAA, and others, which govern data
privacy and protection
...
The Role of Ethics in Data Analysis 
proliferation of data, organizations are increasingly relying on data analytics to drive strategies, enhance operational efficiency,
and gain competitive advantages
...decision-making: Challenge Description Data
Privacy Protecting personal information while leveraging data for analysis can be difficult
...A Company A, a leading e-commerce platform, developed a data ethics framework that prioritizes customer privacy and data
security ...
Challenges in Data Mining 
Data mining is a crucial aspect of business analytics
and machine learning, enabling organizations to extract valuable insights from large datasets
...Privacy and
Security Concerns Data mining often involves sensitive information, raising privacy and security issues
...
Data Lifecycle 
Understanding the data lifecycle is essential for organizations that rely on business analytics
and data mining to make informed decisions
...On-premises storage Physical servers located within an organization Full control over data
security and access Cloud storage Data stored on remote servers accessed via the internet Scalability and reduced maintenance costs
...Key considerations include: Data
privacy and compliance with regulations Access controls to manage who can view or edit data Data formats for interoperability between systems 5
...
Future Trends in Big Data 
Big Data refers to the vast volumes of structured
and unstructured data that are generated every second in today's digital world
...Data
Privacy and
Security As data breaches become increasingly common, businesses are prioritizing data privacy and security
...
Big Data in Education 
Big Data in Education refers to the use of extensive datasets
and advanced analytics to enhance educational outcomes, streamline processes, and drive decision-making in educational institutions
...Education Despite its potential benefits, the implementation of Big Data in education also faces several challenges: Data
Privacy and
Security: Ensuring the privacy and security of student data is a significant concern, necessitating compliance with regulations such as FERPA
...
Compliance 
Compliance in the context of business analytics
and big data refers to the adherence to laws, regulations, guidelines, and specifications relevant to business operations
...Data
Security: Compliance frameworks often include measures for data protection, which help safeguard sensitive information
...Regions General Data Protection Regulation (GDPR) A regulation in EU law on data protection and
privacy, focusing on the protection of personal data and privacy of individuals
...
Trends in Analysis 
Trends in analysis refer to the evolving methodologies, tools,
and practices in the field of data analysis
...Enhanced Data
Privacy and
Security As data breaches become more common, organizations are focusing on enhancing data privacy and security measures
...
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 ...