Organizational Change Management
Performance Metrics
Statistical Analysis for Workforce Planning
Data Perspectives
Conditions
Reporting Standards
Analysis
Enhancing Decisions with Statistical Analysis
Predictive Analytics Framework 
Some notable applications include: Retail: Predicting customer purchasing behavior to optimize inventory
management ...Change Management: Resistance to adopting data-driven decision-making in
organizational culture
...
Analysis Framework This involves: Using insights to inform strategic decisions Implementing
changes based on data-driven recommendations Monitoring outcomes to evaluate the effectiveness of decisions Types of Analysis Frameworks There are several types of analysis frameworks used in business analytics,
...competitive strategy Balanced Scorecard A performance
management tool that measures
organizational performance against strategic goals
...
Performance Metrics Overemphasis on Metrics: Focusing too heavily on metrics can detract from broader
organizational goals
...Resistance to
Change: Employees may resist changes in performance measurement practices
...SAS A software suite for advanced analytics, business intelligence, and data
management ...
Statistical Analysis for Workforce Planning Statistical analysis for workforce planning involves the application of statistical methods to optimize the
management of human resources within an organization
...Dynamic Workforce Environment: Rapid
changes in the labor market and
organizational needs can make it challenging to maintain accurate forecasts
...
Data Perspectives Strategic Alignment: Aligning data perspectives with
organizational goals ensures that analytics efforts are focused and relevant
...Strategic planning and risk
management ...Resistance to
Change: Stakeholders may resist adopting new perspectives or methodologies, hindering progress
...
Conditions Technological Advances: Innovations that can
change market dynamics
...Key internal conditions include:
Organizational Structure: The hierarchy and communication flow within the company
...Supply Chain
Management: The effectiveness of the supply chain in delivering products
...
Reporting Standards The adherence to reporting standards is crucial for stakeholders, including investors, regulators, and
management, to make informed decisions
...Helps investors and stakeholders understand the financial implications of climate
change ...Increased Integration: A trend towards integrating financial and non-financial reporting to provide a holistic view of
organizational performance
...
Analysis It is widely used in risk
management and market trend analysis
...Resistance to
Change:
Organizational culture may resist data-driven decision-making, preferring traditional methods
...
Enhancing Decisions with Statistical Analysis Risk
Management: Identifying potential risks through data analysis helps organizations mitigate uncertainties
...Resistance to
Change:
Organizational culture may resist data-driven decision-making
...
Performance Key Features Balanced Scorecard A strategic planning and
management system that aligns business activities to the vision and strategy of the organization
...Resistance to
Change: Employees may resist performance measurement initiatives, fearing increased scrutiny or accountability
...measurement further enhances the ability to extract valuable insights from unstructured data, providing a comprehensive view of
organizational performance
...
Notwendiges Eigenkapital für die
Geschäftsiee als Selbstläufer 
Der Start in die eigene Selbständigkeit beginnt mit einer Geschäftsidee u.zw. weit vor der Gründung des Unternehmens. Ein gute Geschäftsidee mit neuartigen Ideen und weiteren positiven Eigenschaften wird zur
"Selbstläufer Geschäftsidee". Hier braucht es dann nicht mehr besonders viel, bis sich ein grosser Erfolg einstellt ...
Deutsch
Österreich
Italiano
English
Français
Español
Nederlands
Português
Polski
