Real Time Data Analysis
Utilizing Text Analytics for Risk Management
Analyzing Big Data in Retail
Performance
Intelligence
Big Data Dashboard
Techniques for Presenting Complex Data Simply
Analyzing Big Data for Insights
Statistical Models Overview 
Statistical models are mathematical representations that help in understanding and predicting
real-world phenomena using statistical methods
...They play a crucial role in business analytics, enabling organizations to make informed decisions based on
data analysis ...These models include: Linear Regression Logistic Regression
Time Series Analysis ANOVA (Analysis of Variance) Machine Learning Models (e
...
Effectiveness 
Effectiveness in the context of business analytics and big
data refers to the ability of organizations to achieve desired outcomes through the strategic use of data
analysis and interpretation
...Integration of Data Sources: Combining data from various sources can be complex and
time-consuming
...Real-Time Analytics: The demand for real-time data analysis is growing, allowing businesses to make quicker, more informed decisions
...
Utilizing Text Analytics for Risk Management 
By processing unstructured
data from various sources such as social media, customer feedback, and internal documents, organizations can gain valuable insights into potential risks that may impact their operations
...Data Processing: Cleaning and preparing data for
analysis ...Proactive Risk Identification Early detection of potential risks allows for
timely intervention
...Company B Fraud Detection in Financial Transactions Reduced fraudulent transactions by 30% through
real-time monitoring
...
Analyzing Big Data in Retail 
Big
data has transformed the retail industry by enabling companies to harness vast amounts of information to improve decision-making, enhance customer experiences, and drive operational efficiencies
...Social Media Data: Insights gathered from social media platforms, including customer feedback and sentiment
analysis ...Real-
Time Analytics: The ability to analyze data in real time will allow retailers to respond quickly to market changes and customer needs
...
Performance 
Order Fulfillment
Time Customer Metrics Measures that assess customer satisfaction and engagement
...Business Analytics and Performance Business analytics involves the use of statistical
analysis and
data mining to evaluate performance
...Dashboarding: Provides a
real-time view of key performance indicators (KPIs)
...
Intelligence 
In the context of business, intelligence refers to the process of gathering, analyzing, and interpreting
data to inform decision-making and strategic planning
...The field of business intelligence is closely related to business analytics and statistical
analysis, which provide the foundation for data-driven decision-making
...Observations: Monitoring behaviors and processes in
real-
time to collect data on performance
...
Big Data Dashboard 
A Big
Data Dashboard is a data visualization tool that aggregates and displays large volumes of data in an interactive and easy-to-understand format
...It serves as a critical component in the
realm of Business Analytics, allowing organizations to monitor key performance indicators (KPIs), track trends, and make data-driven decisions
...Key Features Real-
time Data Visualization: Dashboards provide real-time insights, allowing businesses to respond quickly to changes in data
...Drag-and-drop interface, real-time data
analysis, extensive visualization options
...
Techniques for Presenting Complex Data Simply 
In the
realm of business analytics, the ability to present complex
data in a simple and understandable manner is crucial
...Intermediate Advanced Determine Needs: Decision-making support Trend
analysis Performance tracking 2
...Examples Categorical Data Bar Chart, Pie Chart Excel, Tableau
Time Series Data Line Graph, Area Chart Google Charts, D3
...
Analyzing Big Data for Insights 
Big
data refers to the vast volumes of structured and unstructured data that inundate businesses daily
...The
analysis of this data can yield significant insights that drive strategic decision-making and improve operational efficiency
...Google BigQuery Data Warehouse Serverless architecture,
real-
time analytics
...
Understanding Market Dynamics Through Text 
With the advent of big
data, businesses are increasingly turning to text analytics to glean insights from unstructured data sources such as customer reviews, social media posts, and news articles
...These methods can be broadly categorized into: Method Description Sentiment
Analysis Analyzing the sentiment expressed in text to determine whether it is positive, negative, or neutral
...Real-
time Analytics: Businesses will increasingly demand real-time insights to respond quickly to market changes
...
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 ...