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FI-DPA 08 KPI-Systeme und Reporting (EN)

Inhaltsverzeichnis (6 Abschnitte)
  1. Concepts and Background
  2. Architecture Diagram
  3. Practical Steps
  4. Common Pitfalls
  5. Further Resources
  6. Knowledge Check

FI-DPA 08 KPI-Systems and Reporting

In this module, you will learn the conception and implementation of key performance indicator systems for companies. You will understand how to define measurable goals, design visual dashboards, and create meaningful reports that enable data-driven decisions.

You will acquire the ability to develop Balanced Scorecards, formulate SMART KPIs, and determine the optimal granularity for different reporting levels. The focus is on practical applicability for use in SMEs.

Concepts and Background

Balanced Scorecard
A strategic management system that divides corporate objectives into four perspectives: Finance, Customers, Internal Processes, and Learning & Growth. It enables a holistic view of corporate performance.
SMART-KPIs
Specific, Measurable, Achievable, Relevant, Time-bound. These criteria ensure that key performance indicators are clearly defined and actually implementable.
Report Granularity
The level of detail in reports, adapted to the needs of different decision-making levels. While management requires aggregated data, departments often need more detailed insights.
Dashboard Design
The visual design of information dashboards for the quick capture of key performance indicators. Effective dashboards follow data visualization principles and convey complex information intuitively.

Architecture Diagram

flowchart TD
    A[Data Sources] --> B[ETL Process]
    B --> C[Data Warehouse]
    C --> D[OLAP Cube]
    D --> E[KPI Calculation]
    E --> F[Frontend Dashboard]
    E --> G[Automated Reports]
    F --> H[Decision Makers]
    G --> I[Stakeholders]

Practical Steps

  1. Define the company's strategic goals and derive measurable KPIs from them. This forms the basis for all subsequent steps.
  2. Create a Balanced Scorecard with four perspectives and assign 3-5 relevant KPIs to each perspective. Use tools such as Microsoft Power BI or open-source alternatives like Metabase.
  3. Implement an ETL process (Extract, Transform, Load) that collects data from various sources, cleans it, and stores it in a central data warehouse. An example with Apache Airflow:
    from airflow.operators.python import PythonOperator
    
    def extract_data():
        # Extract data from source system
        pass
    
    def transform_data():
        # Clean and transform data
        pass
    
    def load_data():
        # Load data into data warehouse
        pass
    
    extract_task = PythonOperator(task_id='extract', python_callable=extract_data)
    transform_task = PythonOperator(task_id='transform', python_callable=transform_data)
    load_task = PythonOperator(task_id='load', python_callable=load_data)
    
    extract_task >> transform_task >> load_task
  4. Develop OLAP cubes for multidimensional data analysis that enable fast queries at different aggregation levels. Use tools such as Apache Kylin or Mondrian for this purpose.
  5. Design dashboards with a clear hierarchy that prominently places the most important KPIs and provides drill-down functions for more detailed analyses. Pay attention to consistent color schemes and intuitive navigation.
  6. Implement automated reporting systems that send regular updates to defined stakeholders. Use email delivery or integration into existing communication platforms for this purpose.
  7. Define regular review cycles for the KPIs to ensure they remain relevant and measurable and can be adapted to changing corporate objectives.

Common Pitfalls

Further Resources

Knowledge Check

Four questions for self-assessment. Click on each question to see the correct answer and explanation.

1. Which of the following statements describes Balanced Scorecards most accurately?
  • A) A pure financial system for measuring profitability
  • B) A strategic management system that divides corporate objectives into four perspectives
  • C) A method for pure process optimization without strategic relevance
  • D) A tool for pure data collection without analysis functions

Correct Answer: B. The Balanced Scorecard divides corporate objectives into four perspectives: Finance, Customers, Internal Processes, and Learning & Growth. Option A is incorrect because the Balanced Scorecard goes beyond finances. Option C is incorrect because it includes strategic goals. Option D is incorrect because it includes analysis functions.

2. What criteria must SMART-KPIs fulfill?
  • A) Simple, Measurable, Achievable, Relevant, Time-bound
  • B) Specific, Measurable, Achievable, Relevant, Time-bound
  • C) Strategic, Measurable, Actionable, Realistic, Timely
  • D) Significant, Measurable, Applicable, Reliable, Targeted

Correct Answer: B. SMART-KPIs must be Specific, Measurable, Achievable, Relevant, and Time-bound. Option A is incorrect because "Simple" is not part of the acronym. Option C is incorrect because "Strategic" and "Timely" are not correct abbreviations. Option D is incorrect because the terms do not fit the SMART concept.