Compliance Based Data Governance
Key Trends
Evaluating BI Software Solutions
Data Review
Data Management
Creating a BI Framework
Importance of Data Quality
Big Data Technology Trends
Data Quality Assurance 
Data Quality Assurance (DQA) is a systematic process aimed at ensuring the accuracy, consistency, completeness, and reliability of data throughout its lifecycle
...Regulatory
Compliance: Many industries are governed by regulations that require accurate record-keeping and reporting
...Data Quality Dimensions Data quality can be evaluated
based on several dimensions, which include: Accuracy: The degree to which data correctly represents the real-world objects or events it is intended to model
...Data
Governance Tools: Platforms that help organizations manage data policies, standards, and compliance
...
Key Trends 
Analysis Business analytics and statistical analysis have become essential components for organizations seeking to make
data-driven decisions
...Focus on Data
Governance As organizations collect more data, the importance of data governance has risen
...Key elements of this trend include: Data quality management
Compliance with regulations like GDPR and CCPA Establishing data stewardship roles 6
...This trend includes: Cloud-
based analytics platforms Collaboration across teams using cloud solutions Cost-effectiveness and scalability of cloud services 7
...
Evaluating BI Software Solutions 
Business Intelligence (BI) software solutions are essential tools for organizations seeking to transform raw
data into meaningful insights
...Security: Robust security features are necessary to protect sensitive data and ensure
compliance with regulations
...visualization, dashboard creation, real-time analytics Medium to large enterprises Subscription-
based Power BI Integration with Microsoft products, natural language queries, mobile access Small to large businesses
...Data
Governance: Establish data governance policies to ensure data quality, security, and compliance
...
Data Review 
Data Review is a critical process in the realm of business analytics and data mining
...Regulatory
Compliance: Helps organizations comply with industry standards and regulations
...Predictive Analytics: Using statistical models and machine learning techniques to forecast future outcomes
based on historical data
...Enhanced Data
Governance: Establishing stronger frameworks for data management and oversight
...
Data Management 
Data management refers to the process of collecting, storing, organizing, and maintaining data in a way that ensures its accuracy, availability, and security
...management is important: Improved Decision Making: High-quality data enables organizations to make informed decisions
based on accurate insights
...Regulatory
Compliance: Proper data management helps organizations comply with legal and regulatory requirements
...Data
Governance The framework that establishes policies and standards for data management within an organization
...
Creating a BI Framework 
Business Intelligence (BI) is a technology-driven process for analyzing
data and presenting actionable information to help executives, managers, and other corporate end users make informed business decisions
...Decision-Making Support Frameworks and methodologies that help in making informed business decisions
based on data insights
...5 Develop a Data
Governance Strategy Establish data governance policies to ensure data quality, security, and
compliance ...
Importance of Data Quality 
Data quality is a critical aspect of business analytics and machine learning
...Compliance and Risk Management Accurate data is essential for adhering to regulations and managing risks effectively
...Establish Data
Governance Implementing data governance frameworks ensures accountability and standardization in data management
...Fill in missing values
based on predefined rules
...
Big Data Technology Trends 
Big
Data technology refers to the tools, techniques, and processes used to manage, analyze, and extract insights from vast amounts of data
...Benefits of Cloud Computing for Big Data: Scalability: Easily scale resources up or down
based on demand
...Data
Governance and Management Effective data governance is essential for ensuring data quality, security, and
compliance ...
Key Technologies for Big Data 
Big
Data refers to the vast volumes of data generated every second from various sources, including social media, sensors, devices, and transactions
...PyTorch: An open-source machine learning library
based on the Torch library, used for applications such as computer vision and natural language processing
...Data
Governance and Security As data privacy and security become paramount, businesses must implement technologies that ensure data governance and
compliance: Technology Description Use Case Data Governance
...Security As data privacy and security become paramount, businesses must implement technologies that ensure data governance and
compliance: Technology Description Use Case Data Governance Tools
...
Big Data Strategy 
Big
Data Strategy refers to the comprehensive plan and approach that organizations implement to manage, analyze, and leverage large volumes of data to gain insights, improve decision-making, and enhance overall business performance
...components: Data Collection Data Storage Data Processing Data Analysis Data Visualization Data
Governance Importance of Big Data Strategy Implementing a robust big data strategy can provide numerous benefits to organizations, including: Enhanced Decision-Making: Organizations
...numerous benefits to organizations, including: Enhanced Decision-Making: Organizations can make informed decisions
based on data-driven insights
...Data Governance Establishing policies and procedures to ensure data quality, privacy, and
compliance with regulations
...
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