Investment Management
Evaluating Historical Performance Data
Predictive Analytics for Competitive Strategy
Scenarios
Strategic Planning through Data Analysis
Statistical Analysis
Business Reporting Standards
Measuring Effectiveness of Predictive Models
Analyzing Historical Data 
Risk
Management: Analyzing past failures and successes allows businesses to mitigate risks more effectively
...Financial Analysis: Historical financial data is crucial for budgeting, forecasting, and
investment analysis
...
Evaluating Historical Performance Data 
Resource Allocation: Historical insights can guide resource allocation, ensuring that
investments are made in areas with the highest potential for return
...Risk
Management: Understanding past performance can help organizations identify risks and develop strategies to mitigate them
...
Predictive Analytics for Competitive Strategy 
Demand Forecasting Predictive analytics helps businesses forecast product demand, allowing for better inventory
management and reduced stockouts or overstock situations
...businesses can identify the most effective channels and messages, optimizing future marketing expenditures and improving return on
investment (ROI)
...
Scenarios 
Scenarios in Business Analytics Implementing scenario analysis in business analytics offers several advantages: Risk
Management: Scenarios help organizations identify potential risks and develop strategies to mitigate them
...industries, including: Finance: Financial institutions use scenario analysis to assess the impact of market fluctuations on
investment portfolios
...
Strategic Planning through Data Analysis 
Applications of Prescriptive Analytics Prescriptive analytics can be applied across various business functions: Supply Chain
Management: Optimizing inventory levels and logistics
...Finance: Risk management and
investment strategies
...
Statistical Analysis 
Risk
Management: Statistical analysis aids in assessing risks and uncertainties, enabling businesses to mitigate potential losses
...Financial Analysis In finance, statistical methods are used to assess risk, forecast financial trends, and evaluate
investment opportunities
...
Business Reporting Standards 
comparability of business reporting, thereby facilitating better decision-making by stakeholders, including investors, regulators, and
management ...Cost: Implementing BRS may require significant
investment in training, systems, and processes
...
Measuring Effectiveness of Predictive Models 
Their effectiveness is paramount in various sectors, including finance, marketing, healthcare, and supply chain
management ...Important metrics include: Return on
Investment (ROI): A measure of the profitability of the predictive model, calculated as the net profit divided by the cost of the investment
...
Efficiency 
Total Cost/Total Output Return on
Investment (ROI) Evaluates the profitability of investments
...Lean
Management: Implementing lean principles to focus on value creation while minimizing waste
...
Insights Development 
Database
Management Systems: Such as SQL and NoSQL databases that store and manage large datasets
...Finance: Analyzing market trends and financial data to make
investment decisions
...
Geschäftsiee und Selbstläufer 
Der Weg in die eigene Selbständigkeit beginnt mit einer Geschäftsidee u.zw. vor Gründung des Unternehmens. Ein gute Geschäftsidee mit neuen und weiteren positiven Eigenschaften wird zur
"Geschäftidee u. Selbstläufer" ...