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| Section | Objectives |
|---|---|
| The World of KPIs | - The value added by KPIs - Governance - Challenges in performance measurement - KPIs concept map - Organizational levels |
| Data Gathering | - Communication with data custodians - KPI activation techniques - Community of Practice - Guidelines to improving - KPI activation tools - Data quality dimensions - KPI reporting data sources |
| KPI Typology | - Qualitative vs quantitative KPIs - Efficiency vs effectiveness KPIs - Leading vs lagging KPIs |
| KPI Selection at Operational Level | - Operational dashboard - Department scorecard |
| KPIs in Context | - KPI selection for industry - KPIs cascaded to functional area |
| KPI Selection | - KPI selection for organizational scorecard - KPI selection techniques - KPI selection sources |
| Understanding KPIs | - KPI lifecycle - KPI related terminology - SMART objectives decomposed |
| KPI Measurement | - Data gathering communication - KPI report - Change log |
| KPI Documentation | - KPI documentation form design - KPI documentation form functions - Organizational KPI libraries development - KPI documentation process - Weights and Indexes |
| KPI Taxonomy | - KPI DNA map - KPI use case scenarios - Interdisciplinary systemic worldview |
| Working with Targets | - KPI documentation processes - Challenges in working with targets - Targets in practice - Negative behaviors when setting |
| KPI Project Coordination | - The business case for KPI implementation - Primary and secondary data sources - KPI project plan - KPI workshop briefing pack |
| Data Visualization | - Best practices in dashboard design - Guidelines to design efficient templates - Usability in terms of visual design - Scorecard and dashboard examples - Best practices in scorecard design |
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NEW QUESTION # 50
Which KPI should be used to balance "New customers (#)"?
Answer: B
Explanation:
"New customers (#)" can be increased by acquiring low-fit or low-margin customers, which may harm profitability and strain operations. A strong balancing KPI is profitable customers (%) , because it ensures growth is healthy and sustainable-new customer acquisition should improve the quality of the customer base, not just the count. Option D is an objective/goal statement, not a KPI selection. "Time to process orders" is operational and may be impacted by growth, but it's a capacity/efficiency measure rather than the primary balance to acquisition quality. Complaints are useful as a quality guardrail, but they don't directly ensure the customers acquired are economically attractive; you can have low complaints and still have unprofitable customers. Measurement challenges include defining "profitable" (contribution margin after variable costs, CAC payback, lifetime value) and ensuring profitability is assessed over an appropriate time window. In practice, acquisition metrics are best balanced by unit economics (LTV/CAC, gross margin, payback period) and retention, so teams don't optimize top-line growth at the expense of long-term value.
NEW QUESTION # 51
Objectives should start with:
Answer: C
NEW QUESTION # 52
Which is the calculation formula for "On-time arrivals (%)"?
Answer: A
Explanation:
"On-time arrivals (%)" is a classic ratio KPI : the number of arrivals that met the on-time definition divided by total arrivals, multiplied by 100. Option B matches that structure directly: (on-time arrivals / total arrivals) ร 100 . Option A calculates the complement (late arrivals as a percentage), not on-time arrivals.
Option D is an average duration calculation, which is a different type of measure (cycle time) and not an on- time percentage. A key measurement challenge is defining "on-time" precisely-e.g., arrival within 5 minutes of schedule, or within a contractual window. The KPI documentation should specify: time window, inclusion
/exclusion rules (canceled trips, rescheduled arrivals), time source (system timestamp vs manual entry), and how partial data is handled. Without consistent definitions, the KPI becomes easy to dispute and hard to improve. This KPI is also sensitive to data accuracy (clock sync, GPS timestamps), so activation should include data validation checks and ownership for corrections.
NEW QUESTION # 53
Who is responsible for providing KPI data for report generation?
Answer: D
Explanation:
In a well-run KPI system, the data custodian is responsible for providing (supplying/extracting/submitting) the data used to calculate and populate KPI reports. This role owns the data source operationally-ensuring the correct dataset is available on time, in the right format, with appropriate quality checks. The KPI owner is accountable for the KPI's performance (interpretation, actions, improvement plans) but does not necessarily
"produce" the data. The report generator compiles and publishes the report, yet should not be the one responsible for the underlying data accuracy or collection. The Strategy/Performance Manager oversees governance, cadence, and alignment across KPIs, but is not typically the operational provider of each KPI's raw inputs. Clear role separation addresses common measurement challenges: late submissions, inconsistent definitions, and disputes over "whose number is correct." During KPI activation, assigning a named data custodian, specifying the data source, and defining the handoff process (timing, validations, exceptions) are essential steps to make reporting reliable and sustainable.
NEW QUESTION # 54
Which KPI measures the achievement of the following objective: "Operate a safe working environment"?
Answer: D
Explanation:
"Operate a safe working environment" is best measured by a safety outcome KPI that reflects actual harm reduction. LTIFR (Lost Time Injury Frequency Rate) is widely used to measure workplace safety outcomes, typically calculated as lost time injuries per a standard number of hours worked (e.g., per million hours). That makes it a strong KPI for assessing whether safety performance is improving. Options A, B, and C are inputs or enabling measures: first-aid certification, staffing ratios, and budget can support safety capability, but they do not directly measure the safety outcome. A common pitfall is relying only on lagging injury KPIs; best practice balances LTIFR with leading indicators (near-miss reporting rate, safety observations completed, corrective actions closed on time, training completion) to prevent incidents rather than only counting them after the fact. Measurement challenges include underreporting and classification inconsistencies; activation should include clear incident definitions, reporting processes, and audit checks to ensure LTIFR is accurate and trusted.
NEW QUESTION # 55
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