Financial Analysis
Key Factors in Predictions
Leveraging Big Data for Business Intelligence
Data Mining Techniques for Assessing Risks
Predictions
Evaluation
Data Mining for Enhancing Business Operations
Data Enrichment
Utilizing Text Analytics for Risk Management 
Data Processing: Cleaning and preparing data for
analysis ...Company B Fraud Detection in
Financial Transactions Reduced fraudulent transactions by 30% through real-time monitoring
...
Outcomes 
business analytics and machine learning can be categorized into several types, depending on the context and objectives of the
analysis ...Return on Investment (ROI): A
financial metric used to evaluate the profitability of an investment relative to its cost
...
Key Factors in Predictions 
predictive models include: Model Type Description Use Cases Regression
Analysis Models the relationship between a dependent variable and one or more independent variables
...Sales forecasting,
financial analysis Decision Trees A flowchart-like structure that uses branching methods to illustrate decisions and their possible consequences
...
Leveraging Big Data for Business Intelligence 
Key components of business intelligence include: Data mining Data
analysis Reporting and querying Performance metrics and benchmarking How Big Data Enhances Business Intelligence Integrating big data into business intelligence systems can significantly enhance an organization's
...This is particularly useful for inventory management, marketing strategies, and
financial forecasting
...
Data Mining Techniques for Assessing Risks 
Market basket
analysis, risk factor identification Classification Techniques Classification techniques are widely used in risk assessment to categorize data into predefined classes
...Fraud Detection: Identifying fraudulent transactions in
financial systems
...
Predictions 
Predictions are estimates or forecasts about future events, trends, or behaviors based on historical data and
analysis ...Sales forecasting,
financial analysis Time Series Analysis Uses historical data points to forecast future values based on trends
...
Evaluation 
Definition of Evaluation Evaluation in business analytics involves the collection and
analysis of data to assess performance metrics, identify trends, and derive insights that can guide strategic decisions
...Common KPIs include: Category KPI Description
Financial Revenue Growth Rate Measures the rate of increase in revenue over a specified period
...
Data Mining for Enhancing Business Operations 
Regression: Regression
analysis is used to predict numerical outcomes based on historical data
...Fraud Detection
Financial institutions employ data mining to identify unusual patterns that may indicate fraudulent activity
...
Data Enrichment 
Risk Mitigation Identifying potential risks through enriched data
analysis ...Finance Assessing credit risk by integrating
financial and demographic data
...
Risk 
Financial Risk: Risks associated with financial loss, including credit risk, market risk, and liquidity risk
...Scenario
Analysis Examines the effects of different scenarios on business outcomes
...
Start mit Franchise ohne Eigenkapital 
Der Weg zum Franchise beginnt mit der Auswahl der Geschäftsidee, d.h. des passenden Franchise-Unternehmen. Ein gute Geschäftsidee läuft immer wie von selbst - ob mit oder ohne Kapitial. Der Franchise-Markt bietet heute immer neues so auch Franchise ohne Eigenkapital...