Transactional Sales
Data Mining and Predictive Analytics Synergy
Key Insights from Predictive Data Analysis
Supporting Decision Making with Real-Time Data
Analyzing Business Performance
Transforming Raw Data into Insights
Predictive Framework
Predictive Analytics for Competitive Strategy
Data Repository 
Some common use cases include: Retail: Analyzing customer behavior and
sales data to optimize inventory and marketing strategies
...Finance: Managing
transactional data to detect fraud and assess risk
...
Insights Generation Organizations gather data from various sources, including:
Transactional databases Customer feedback Market research Social media platforms IoT devices Data Cleaning and Preparation Once data is collected, it often requires cleaning and preparation to ensure accuracy and consistency
...Company C Inaccurate
sales forecasts Adopted machine learning for more accurate predictions
...
Data Mining and Predictive Analytics Synergy Core Components of Predictive Analytics Data Collection: Gathering relevant data from various sources, including
transactional data, customer feedback, and market trends
...Increased Revenue: By predicting customer behavior, businesses can tailor their offerings to maximize
sales ...
Key Insights from Predictive Data Analysis analysis involves several key components: Data Collection: Gathering historical data from various sources, including
transactional databases, customer interactions, and social media
...Sales forecasting, risk assessment Time Series Analysis Analyzing data points collected or recorded at specific time intervals to identify trends and seasonal patterns
...
Supporting Decision Making with Real-Time Data Transactional Systems: Point-of-sale systems and online transactions that generate immediate data
...Visualizing
sales data to track performance
...
Analyzing Business Performance Transactional Data: Analyzing
sales and purchase data to understand buying patterns and trends
...
Transforming Raw Data into Insights Understanding Raw Data Raw data refers to unprocessed information collected from various sources that can include:
Transactional Data: Information generated from business transactions
...By analyzing purchasing patterns, they optimized stock levels, reducing waste and improving
sales ...
Predictive Framework Common sources of data include: Data Source Description
Transactional Data Data generated from
sales, purchases, and customer interactions
...
Predictive Analytics for Competitive Strategy These components include: Data Collection: Gathering relevant data from various sources, including
transactional data, social media, customer feedback, and market research
...Increased Revenue Optimized marketing strategies and demand forecasting drive
sales growth
...
Understanding Predictive Analytics Framework Data can be collected from various sources: Internal Data Sources:
Transactional databases, customer relationship management (CRM) systems, enterprise resource planning (ERP) systems, and other operational databases
...Industry Application Retail Customer segmentation, inventory management, and
sales forecasting
...
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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