Financial Analysis
Data Insights
Improve Risk Assessment with Data
User Feedback
Data Accuracy
Data Visualization Methods
Integration
Improve Business Performance Metrics
Forecasts 
Quantitative Forecasts: These are based on numerical data and statistical
analysis ...Financial forecasting, demand planning
...
Data Insights 
This practice is essential in the field of Business Analytics and plays a crucial role in the Data
Analysis lifecycle
...Finance:
Financial institutions leverage data insights for risk assessment, fraud detection, and customer segmentation
...
Improve Risk Assessment with Data 
The risk assessment process typically involves the following steps: Risk Identification Risk
Analysis Risk Evaluation Risk Treatment Monitoring and Review The Role of Data in Risk Assessment Data plays a pivotal role in enhancing the risk assessment process
...Type of Data Description Examples
Financial Data Information related to financial performance and stability
...
User Feedback 
User feedback is a crucial component in the realm of business analytics and data
analysis ...Resource Intensive: Gathering and analyzing feedback requires time, effort, and sometimes
financial investment
...
Data Accuracy 
Financial Performance: Inaccurate data can lead to poor financial outcomes, affecting profitability and revenue
...Data Duplication Repeated entries can skew
analysis and lead to incorrect conclusions
...
Data Visualization Methods 
Data visualization is a crucial aspect of business analytics and data
analysis, allowing organizations to interpret complex data sets and make informed decisions
...Best Use Case Numeric Data Quantitative measurements
Financial reports Categorical Data Qualitative attributes Survey results Time Series
...
Integration 
Integration in the context of business analytics and data
analysis refers to the process of combining data from different sources to provide a unified view of information
...Case Study 3:
Financial Services A financial institution implemented API integration to connect its banking systems with third-party applications
...
Improve Business Performance Metrics 
Metric Type Description Examples
Financial Metrics Measures related to the financial performance of the company
...It goes beyond descriptive and predictive analytics by suggesting specific actions based on data
analysis ...
Interactions 
Method Description Use Case Regression
Analysis A statistical method that estimates the relationships among variables, including interaction terms
...Finance
Financial institutions employ interaction analysis to assess risk factors and optimize investment strategies based on market interactions
...
Metrics 
Financial Metrics Assesses the financial health and performance of an organization
...Analysis: Analyze the collected data to derive insights and assess performance
...
Selbstständig mit einem Selbstläufer 
Der Weg in die Selbständigkeit beginnt mit einer Geschäftsidee und nicht mit der Gründung eines Unternehmens. Ein gute Geschäftsidee mit innovationen und weiteren positiven Eigenschaften wird zum "Geschäftidee Selbstläufer" ...