Descriptive Reports
Analyzing Historical Performance Data
Data Analysis for Nonprofit Impact Assessment
Evaluating Data Trends
Realizing Business Opportunities Through Data
Creating a Comprehensive Data Analysis Framework
The Role of Data Analysis in Marketing
Managing Change Through Data Analysis
BI Framework Development 
This component includes:
Descriptive Analytics Predictive Analytics Prescriptive Analytics 3
...Effective reporting tools and techniques include: Dashboards Scorecards Standard
Reports 4
...
Analyzing Historical Performance Data This process is fundamental to
descriptive analytics, which seeks to understand what has happened in a business context and why it occurred
...Profit margins, expense
reports, revenue streams
...
Data Analysis for Nonprofit Impact Assessment Surveys, financial
reports, program metrics Qualitative Data
Descriptive data that provides insights into experiences and perceptions
...
Evaluating Data Trends Descriptive Analytics Descriptive analytics involves summarizing historical data to identify patterns and trends
...Power BI Business Intelligence Integration with various data sources, customizable
reports, and collaboration features
...
Realizing Business Opportunities Through Data It encompasses
descriptive, diagnostic, predictive, and prescriptive analytics
...data from various sources such as: Customer feedback and surveys Sales and transaction records Market research
reports Social media platforms 4
...
Creating a Comprehensive Data Analysis Framework Data Analysis Techniques: Various statistical and analytical methods used to extract insights, including
descriptive statistics, inferential statistics, and predictive analytics
...Reporting and Communication: The process of summarizing and sharing analysis results with stakeholders through
reports, presentations, and interactive dashboards
...
The Role of Data Analysis in Marketing Methodology Description Applications
Descriptive Analysis Summarizes historical data to identify trends and patterns
...Sales
reports, customer segmentation
...
Managing Change Through Data Analysis the context of change management: Methodology Description Application
Descriptive Analysis Summarizes historical data to understand past behaviors and outcomes
...Google Analytics: A web analytics service that tracks and
reports website traffic, useful for understanding customer behavior
...
Business Intelligence Framework Data Analytics: Tools and techniques used to analyze data, including
descriptive, predictive, and prescriptive analytics
...Data Visualization: Graphical representations of data, such as dashboards and
reports, that make insights easier to understand
...
Data Collection This data can come from various sources: Publications: Academic journals, books, and industry
reports ...Qualitative Data
Descriptive data that provides insights into concepts, thoughts, or experiences
...
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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