Descriptive Reports
Enhance Business Processes
Requirements
Processes
Customer Insights
Establishing a Data Analysis Process
Identify Industry Opportunities
Crafting Visual Data Narratives
Frameworks 
Below are some of the most common frameworks used in business analytics:
Descriptive Analytics Diagnostic Analytics Prescriptive Analytics Predictive Analytics Visualization Frameworks Key Components of Data Analysis Frameworks Most data analysis frameworks consist of several
...Reporting Communicating findings through
reports, dashboards, or presentations
...
Enhance Business Processes can be categorized into three main types: Type Description Example
Descriptive Analytics Analyzes historical data to identify trends and patterns
...Sales
reports showing monthly revenue growth
...
Requirements from databases Tableau Data Visualization Tool Creating interactive dashboards and
reports Power BI Business Analytics Tool Data visualization and business intelligence 3
...Common methodologies include:
Descriptive Analysis: Summarizes historical data to identify trends and patterns
...
Processes Normalizing data Data transformation Data Analysis Processes
Descriptive analysis Inferential analysis Diagnostic analysis Predictive analysis Data Visualization Processes Charts
...Dashboards Heat maps Infographics Reporting Processes Automated
reports Ad-hoc reporting Performance metrics Executive summaries Importance of Processes in Predictive Analytics Processes
...
Customer Insights Sales
reports and CRM data
...Techniques for Analyzing Customer Insights Several techniques can be employed to analyze customer insights effectively:
Descriptive Analytics: Understanding historical data to identify patterns and trends
...
Establishing a Data Analysis Process External Data Data obtained from outside the organization, including market research, industry
reports, and social media analytics
...Common data analysis techniques include: Technique Description
Descriptive Analysis Summarizes historical data to identify patterns and trends
...
Identify Industry Opportunities This includes: Surveys and Questionnaires Focus Groups Competitor Analysis Industry
Reports 2
...Key techniques include:
Descriptive Analytics Predictive Analytics Prescriptive Analytics 3
...
Crafting Visual Data Narratives Common sources include: Surveys and Questionnaires Transactional Data Web Analytics Market Research
Reports 2
...Techniques used in data analysis include: Technique Description
Descriptive Analysis Summarizes historical data to identify patterns
...
Key Insights from Financial Reporting Key liquidity ratios derived from financial
reports include: Ratio Formula Insight Current Ratio Current Assets / Current Liabilities Indicates whether a company can cover its short-term liabilities with its short-term assets
...
Growth Opportunities This can be achieved through: Surveys and Questionnaires Focus Groups Competitive Analysis Industry
Reports Data Analytics Data analytics plays a crucial role in identifying growth opportunities
...Descriptive Analytics Analyzing past data to understand what happened
...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.
Deutsch
Österreich
Italiano
English
Français
Español
Nederlands
Português
Polski
