Select Relevant Metrics
Visualizing Financial Data for Decision Making
Using Data Analysis for Fundraising Strategies
Implementing Machine Learning in Enterprises
Using Visualization to Support Decisions
Improve Risk Assessment with Data
Effective Data Representation
Analytics Framework
Understanding Trends through Visual Analysis 
Data Collection: Gather
relevant data from various sources, ensuring its accuracy and completeness
...Select Visualization Tools: Choose appropriate tools and software for creating visualizations, such as data visualization tools
...HR dashboards can visualize
metrics such as turnover rates, employee satisfaction scores, and recruitment effectiveness
...
Visualizing Financial Data for Decision Making 
Analyzing performance
metrics across different regions
...Choose the Right Visualization:
Select the appropriate type of chart or graph based on the data and the insights you want to convey
...Provide Context: Include
relevant labels, titles, and legends to give viewers a clear understanding of the data presented
...
Using Data Analysis for Fundraising Strategies 
Engagement Data
Metrics related to donor interactions, such as event attendance, website visits, and social media engagement
...Collect Data: Gather
relevant data from various sources, including donor databases, surveys, and market research
...Choose Analytical Tools:
Select appropriate data analysis tools and software that can handle the volume and complexity of the data
...
Implementing Machine Learning in Enterprises 
Collect Data: Gather
relevant data from various sources, ensuring it is clean and well-structured
...Choose the Right Algorithm:
Select an appropriate machine learning algorithm based on the nature of the data and the problem
...Iterate and Improve: Use feedback and performance
metrics to refine models and processes continuously
...
Using Visualization to Support Decisions 
Understanding what questions need to be answered will guide the
selection of the appropriate type of visualization
...Provide Context Include
relevant context, such as titles, labels, and legends, to help viewers interpret the visualization correctly
...Financial Services A financial institution employed dashboards to display real-time performance
metrics across various departments
...
Improve Risk Assessment with Data 
Production rates, supply chain
metrics Market Data Information about market trends and competitive landscape
...Collect
Relevant Data: Gather data from various sources, ensuring it is accurate and up-to-date
...Choose Analytical Tools:
Select appropriate tools and software for data analysis
...
Effective Data Representation 
Customer behavior, performance
metrics ...that data representation is effective, consider the following best practices: Choose the Right Type of Visualization:
Select the visualization type that best fits the data and the message you want to convey
...Limit the Amount of Data: Focus on the most
relevant data points to avoid overwhelming the audience
...
Analytics Framework 
Reporting, dashboards, and performance
metrics ...Identify Data Sources: Determine the internal and external data sources
relevant to the objectives
...Choose Tools and Technologies:
Select the appropriate tools and technologies for data collection, processing, analysis, and visualization
...
Identifying Growth Opportunities with Data 
Operational Data Information about internal processes, efficiency
metrics, and resource utilization
...Collect
Relevant Data: Gather data from various sources, including customer interactions, market research, and internal operations
...Choose Analytical Tools:
Select appropriate analytical tools and software that align with the business's analytical needs
...
Leveraging Analytics for Competitive Advantage 
Performance
Metrics: Measurements used to quantify the efficiency and effectiveness of actions
...Data Collection: Gather
relevant data from various sources, ensuring its accuracy and completeness
...Choose the Right Tools:
Select appropriate analytics tools and technologies that align with business needs
...
Geschäftsiee und Selbstläufer 
Der Weg in die eigene Selbständigkeit beginnt mit einer Geschäftsidee u.zw. vor Gründung des Unternehmens. Ein gute Geschäftsidee mit neuen und weiteren positiven Eigenschaften wird zur
"Geschäftidee u. Selbstläufer" ...