Organizational Change
Data-Driven Strategies for Predictive Analytics
Business Analysis
Evaluating Predictive Analytics Success Factors
Communicating Data Insights
Strategic Analysis
The Importance of Data in Decision Making
Impact
Performance Goals 
Relevant The goal should align with broader
organizational objectives and be relevant to the individual or team
...Resistance to
Change: Employees may resist new goals, especially if they perceive them as additional burdens
...
Data-Driven Strategies for Predictive Analytics 
Resistance to
Change:
Organizational resistance to adopting new technologies can impede progress
...
Business Analysis 
It involves understanding the business environment, defining business requirements, and assessing the impact of
changes within an organization
...Business Analysis Definition of Business Analysis Business Analysis is defined as the practice of enabling change in an
organizational context by defining needs and recommending solutions that deliver value to stakeholders
...
Evaluating Predictive Analytics Success Factors 
Organizational Culture: A culture that embraces data-driven decision-making fosters a conducive environment for predictive analytics
...Resistance to
Change: Employees may resist adopting new analytics tools or processes, impacting implementation
...
Communicating Data Insights 
Tracking
changes in metrics over a period
...Communicating data insights is a critical skill in business analytics that can significantly impact decision-making and
organizational success
...
Strategic Analysis 
markets Intense competition Technological advancements Regulatory
changes Changing consumer preferences Economic downturns Porter's Five Forces Porter's Five Forces is a model
...It helps align
organizational resources with strategic goals
...
The Importance of Data in Decision Making 
Resistance to
Change:
Organizational culture may resist data-driven approaches, favoring traditional decision-making methods
...
Impact 
Case Studies Real-world examples illustrate the impact of business analytics and intelligence on
organizational success: Case Study 1: Retail Analytics A leading retail chain implemented a business intelligence system to analyze customer purchasing patterns
...Changing Business Environment: Rapid
changes in the market can affect the relevance of impact measurements
...
Building Resilience Through Data Analysis 
Decision Support Systems Importance of Data Analysis in Building Resilience Data analysis plays a critical role in enhancing
organizational resilience by providing insights that inform strategic planning and operational adjustments
...Enhanced Agility: Real-time data analysis enables businesses to respond quickly to market
changes and customer demands
...
Data Analysis and Decision-Making Frameworks 
Resistance to
Change:
Organizational culture may resist data-driven decision-making, preferring traditional methods
...
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 ...