Market Risk Analysis
Key Indicators
Processes
Understanding
Analytics
Data Discovery
Data Mining Strategies for Success
The Impact of Predictive Analytics
Big Data Capabilities 
Big Data capabilities refer to the various functionalities and advantages that organizations can leverage from the
analysis and processing of large and complex data sets
...Key applications include: Customer Segmentation: Identifying distinct groups within customer data to tailor
marketing efforts
...Risk Management: Predicting potential risks and fraud detection in financial services
...
Big Data Data Warehousing: Solutions like Amazon Redshift and Google BigQuery that store large amounts of data for
analysis ...Finance: Fraud detection and
risk management through transaction analysis
...Retail: Inventory management and personalized
marketing strategies based on customer data
...
Drive Innovation through Predictive Analytics Data Collection: Gathering historical data from various sources, including transaction records, customer interactions, and
market trends
...Data Processing: Cleaning and transforming raw data into a usable format for
analysis ...Risk Management Predictive analytics helps identify potential risks and challenges before they arise, enabling proactive measures
...
Key Indicators Employee Turnover Rate Average Order Fulfillment Time Inventory Turnover Ratio
Marketing Indicators Customer Acquisition Cost (CAC) Conversion Rate Return on Advertising Spend (ROAS) Website Traffic Growth
...Risk Management: Key indicators can highlight potential risks and issues before they escalate, allowing for proactive management
...Choosing the Right Key Indicators Selecting the appropriate key indicators is crucial for effective business
analysis ...
Processes Compliance Processes help organizations adhere to regulations and standards, reducing the
risk of legal issues
...Business Analytics and Processes Business analytics involves the use of data
analysis and statistical methods to inform business decision-making
...analytics include: Data Collection: Gathering relevant data from various sources, including internal databases and external
market research
...
Understanding Data
Analysis: Applying statistical methods to interpret data
...Risk Management Understanding potential risks enables companies to mitigate them before they impact operations
...Data Sources: Identifying and integrating various data sources, such as transactional data, customer feedback, and
market research
...
Analytics Analytics refers to the systematic computational
analysis of data or statistics
...Finance: Supporting investment decisions by analyzing
market trends and
risk factors to recommend asset allocations
...
Data Discovery Overview Data discovery is often the first step in the data
analysis process
...Identifying Opportunities: Data discovery helps in identifying new
market opportunities and customer preferences
...Risk Management: It aids in recognizing potential risks and mitigating them before they impact the business
...
Data Mining Strategies for Success Market segmentation, social network
analysis Regression Predicting a continuous outcome based on one or more predictor variables
...Sales forecasting,
risk assessment Association Rule Learning Finding interesting relationships between variables in large datasets
...
The Impact of Predictive Analytics Data Processing: Cleaning and preparing data for
analysis ...Retail Customer behavior prediction Improved inventory management and personalized
marketing Healthcare Patient outcome forecasting Enhanced patient care and reduced costs Finance
Risk assessment Better
...
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 ...
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