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| Section | Objectives |
|---|---|
| Understanding KPIs | - KPI lifecycle - KPI related terminology - SMART objectives decomposed |
| Data Visualization | - Usability in terms of visual design - Guidelines to design efficient templates - Best practices in dashboard design - Best practices in scorecard design - Scorecard and dashboard examples |
| KPI Project Coordination | - KPI workshop briefing pack - KPI project plan - The business case for KPI implementation - Primary and secondary data sources |
| The World of KPIs | - Organizational levels - KPIs concept map - Governance - The value added by KPIs - Challenges in performance measurement |
| KPI Measurement | - Change log - Data gathering communication - KPI report |
| Data Gathering | - Data quality dimensions - Guidelines to improving - Community of Practice - Communication with data custodians - KPI reporting data sources - KPI activation tools - KPI activation techniques |
| KPI Taxonomy | - Interdisciplinary systemic worldview - KPI use case scenarios - KPI DNA map |
| Working with Targets | - KPI documentation processes - Targets in practice - Challenges in working with targets - Negative behaviors when setting |
| KPI Typology | - Qualitative vs quantitative KPIs - Efficiency vs effectiveness KPIs - Leading vs lagging KPIs |
| KPIs in Context | - KPIs cascaded to functional area - KPI selection for industry |
| KPI Selection | - KPI selection for organizational scorecard - KPI selection sources - KPI selection techniques |
| KPI Documentation | - KPI documentation process - Organizational KPI libraries development - KPI documentation form functions - KPI documentation form design - Weights and Indexes |
| KPI Selection at Operational Level | - Department scorecard - Operational dashboard |
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NEW QUESTION # 20
Which KPI is suitable for balancing "Hotel occupancy (%)"?
Answer: A
Explanation:
Hotel occupancy can be increased by discounting heavily, which may raise occupancy but reduce profitability and revenue quality. A strong balancing KPI is revenue per available capacity unit (commonly RevPAR- revenue per available room), because it combines volume (occupancy) with price (rate) into a revenue effectiveness measure. This prevents "fill rooms at any price" behavior and keeps the focus on value, not just volume. "Retained customers (%)" can be relevant for loyalty strategy, but it is not the most direct balance to occupancy in daily revenue management. "Occupancy at full rate (%)" can be a useful diagnostic, but RevPAR is the more standard balancing KPI that captures the economic trade-off. "Available capacity (#)" is a resource figure, not a performance balance. Measurement challenges include seasonality and segment mix; activation should track occupancy and RevPAR by channel/segment to understand whether occupancy gains come from healthy pricing or discounting. Balanced KPIs support sustainable revenue optimization.
NEW QUESTION # 21
Which of the following statements are secondary research sources as part of the KPI selection process?
Answer: B
Explanation:
Secondary research refers to information gathered indirectly from existing sources-reports, publications, databases, benchmarks-rather than directly from interviews, workshops, or surveys you conduct.
Competitors' annual reports are a classic secondary source , because they are publicly available documents that can provide insight into industry metrics, strategic priorities, performance themes, and sometimes disclosed KPIs. Front-line employees' input is primary research (direct stakeholder engagement). Supplier focus groups are also primary research because you are collecting information firsthand through facilitated discussion. In KPI selection, secondary sources help you understand typical measures used in the sector, set realistic reference points, and identify what "good" can look like-but they must be adapted to your strategy and operating model. A pitfall is blindly copying competitor KPIs without ensuring relevance, controllability, and data feasibility. Secondary sources are best used to inform options and benchmarking, then validated through internal workshops and operational reality checks (data availability, ownership, measurement cost).
This combination improves both strategic alignment and practical implementability.
NEW QUESTION # 22
Which of the following KPIs is the most suitable to select for measuring the following objective: "Increase profitability"?
Answer: B
Explanation:
Profitability is fundamentally about the surplus after costs, so net profit ($) is the most direct KPI to measure the objective "Increase profitability." Revenue alone can grow while profitability falls if costs rise faster. Cost alone can decrease while profitability still worsens if revenue drops sharply. Annual budget is a planning figure, not an outcome measure of profitability. In organizational scorecards, net profit is a lagging KPI that summarizes business performance and supports investor/board reporting. However, because it is lagging, it should be supported by driver KPIs at departmental and team levels-such as gross margin, cost per unit, pricing realization, churn, conversion rate, and operational efficiency-so teams can act before quarter-end results are locked in. A common measurement challenge is attribution: profitability changes can be driven by mix shifts, accounting treatments, or one-time items. Good KPI documentation should specify whether net profit is operating profit, EBITDA, or after-tax profit, and whether exceptional items are excluded for performance management comparability.
NEW QUESTION # 23
In which stage of the Value Flow Analysis should "Returning customers (%)" be monitored?
Answer: D
Explanation:
"Returning customers (%)" is an Outcome KPI because it reflects the business result of your service/product performance-customer loyalty/retention-rather than the activity performed. Inputs are resources (budget, staffing), process KPIs track how work is done (cycle time, utilization), and outputs capture what was produced (orders shipped, tickets closed). Returning customers indicates whether the outputs and experience delivered created enough value for customers to come back. It's also commonly used at organizational or department scorecard level because it ties to growth efficiency and long-term revenue stability. Measurement challenges include defining "returning" (repeat purchase within 30/90/365 days, repeat booking, active subscription renewal) and ensuring identity resolution (same customer across channels/accounts).
Documentation should specify cohort logic, time window, and the denominator used (total customers vs customers eligible to return). In KPI selection, retention outcomes should be paired with leading drivers (service quality rating, delivery performance, complaint resolution) to make improvements actionable rather than purely descriptive.
NEW QUESTION # 24
Which target would you propose for "Budget ($)", tracked at departmental level?
Answer: C
Explanation:
"Budget ($)" by itself is not a KPI; it is an input/resource allocation figure . KPIs measure performance, typically using ratios, rates, variances, or outcome indicators. A budget is a plan amount, not a performance measure-so proposing a "target" like ยฑ5% doesn't apply to "Budget ($)" as written. The appropriate KPI would be something like budget variance (%) , budget utilization (%) , cost vs budget , or forecast accuracy , each with clear calculation rules and tolerance bands. This question tests the ability to differentiate inputs vs KPIs : budget is the resource baseline, while the KPI is how well actual performance aligns with the plan (or how efficiently the budget translates into outputs/outcomes). In KPI activation and documentation, the distinction is important because it affects ownership, frequency, and interpretation. A common pitfall is putting budgets directly on dashboards without defining variance rules, which leads to unclear performance judgments. To make it actionable, define what "good" means (within tolerance), time period (monthly/quarterly), scope (opex/capex), and how timing differences are treated.
NEW QUESTION # 25
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