Financial Compliance
Integrating Data Insights
Statistical Analysis Importance
Data Mining Frameworks for Analysis
Resource Management
Accuracy
Implications
How Data Analysis Improves Business Performance
Importance of Statistical Analysis in Management 
Regression analysis, cluster analysis Finance Assessing
financial performance, forecasting revenues, and managing investments
...statistics, hypothesis testing Quality Control Ensuring product quality and
compliance with standards
...
Integrating Data Insights 
IT operations, security, and
compliance ...Finance Company B: Finance Company B utilized integrated data from various
financial platforms to improve risk assessment models, leading to better investment decisions
...
Statistical Analysis Importance 
Financial Analysis Evaluating financial performance and risks to make informed investment decisions
...Data Privacy: Handling sensitive data raises concerns about privacy and
compliance with regulations
...
Data Mining Frameworks for Analysis 
Financial Services Data mining is crucial for risk assessment, fraud detection, and credit scoring in the financial sector
...Privacy Concerns: Handling sensitive data requires
compliance with regulations like GDPR, which can limit data usage
...
Resource Management 
This includes human,
financial, and physical resources
...Monitoring: Tracking resource usage to ensure
compliance with the plan
...
Accuracy 
Financial Reporting: Accurate financial data is essential for
compliance and strategic planning
...
Implications 
Financial Implications Effects on revenue, costs, and overall financial health
...Data Privacy Regulations: Increasing importance of ethical data usage and
compliance ...
How Data Analysis Improves Business Performance 
analysis in finance can: Improve budgeting and forecasting accuracy Identify cost-saving opportunities Enhance
financial reporting and
compliance 4
...
Tools 
Power BI Descriptive Real-time data access, integration with Microsoft products
Financial reporting, operational efficiency monitoring SAS Predictive Advanced analytics, machine learning, data mining
...Report authoring, data visualization, mobile access Financial performance management, regulatory
compliance Oracle BI Comprehensive BI suite, data warehousing, predictive analytics Enterprise reporting, market trend analysis
...
Metrics 
breakdown of the most common types of metrics used in business: Key Performance Indicators (KPIs)
Financial KPIs Operational KPIs Customer KPIs Employee KPIs Descriptive Metrics Sales Revenue
...Compliance Metrics Metrics that ensure adherence to regulations and standards, such as GDPR compliance metrics
...
Eine Geschäftsidee ohne Eigenkaptial 
Wenn ohne Eigenkapital eine Geschäftsidee gestartet wird, ist die Planung besonders wichtig. Unter Eigenkapital zum Selbstständig machen versteht man die finanziellen Mittel zur Gründung eines Unternehmens. Wie macht man sich selbstständig ohne den Einsatz von Eigenkapital? Der Schritt in die Selbstständigkeit sollte gut überlegt sein ...