Last Updated: Aug 25, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Data Gathering, Quality and Reporting | 15% | - Activation and visualization tools - Reporting, dashboards and interpretation - Data sources, collection and validation - Data quality dimensions and improvement |
| Understanding and Classifying KPIs | 20% | - Taxonomy and classification frameworks - Typology: leading/lagging, efficiency/effectiveness, qualitative/quantitative - KPI lifecycle and logic - SMART criteria and definition rules |
| KPI Selection and Alignment | 25% | - Linking KPIs to strategy and objectives - Cascading KPIs across organizational levels - Alignment with business goals and initiatives - Selection criteria and techniques |
| Target Setting and Performance Goals | 10% | - Target setting methodologies and best practices - Benchmarking and comparison - Common mistakes and behavioral issues |
| The World of KPIs | 15% | - Value and role of KPIs - Challenges in performance measurement - Concepts, terminology and governance - Organizational levels and application |
| KPI Documentation and Standardization | 15% | - Documentation form design and components - Standardized templates and libraries - Ownership, frequency and data definitions |
1. What are the most common challenges in data gathering?
A) Accuracy and consistency
B) Timeliness, accuracy and data visualization
C) Timeliness and integrity
D) Timeliness, completeness and accuracy
2. Who is responsible for providing KPI data for report generation?
A) Report generator
B) Data custodian
C) KPI owner
D) Strategy/Performance Manager
3. Which value driver will influence "Service quality index"?
A) Backlog orders (#)
B) None of the answers
C) Staff trained (%)
D) Orders processed per day
4. Which type of graph is ideal for trend analysis?
A) Scatter graphs
B) Bullet graphs
C) Line charts
D) Spaghetti charts
5. Which KPI is suitable for balancing "Hotel occupancy (%)"?
A) Revenue per available capacity unit ($)
B) Available capacity (#)
C) Occupancy at full rate (%)
D) Retained customers (%)
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: A |
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