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| Section | Objectives |
|---|---|
| KPI Selection and Design | - KPI Documentation
|
| KPI Fundamentals | - Understanding KPIs
|
| KPI Implementation | - Data Visualization
|
| KPI Management System | - Performance Management Integration
|
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NEW QUESTION # 13
Which of the following KPIs will influence "Service backlog (#)"?
Answer: B
Explanation:
A service backlog is the volume of pending work not yet completed. The most direct operational KPI among the options that influences backlog is service lead time (how long it takes to complete a service request from initiation to closure). When lead time increases, work stays open longer, and the backlog tends to grow unless intake demand falls. Conversely, reducing lead time (through better scheduling, capacity planning, process improvements, or fewer reworks) helps clear work faster and prevents backlog accumulation. Revenue is typically an outcome financial KPI and does not directly control queue volume. "Service complaints responded to (%)" reflects responsiveness to complaints; it may improve satisfaction but does not necessarily reduce total pending service volume. "Productivity" is too vague as written (it needs a clear formula, e.g., jobs completed per technician per day) and therefore is less defensible than a specific cycle-time measure. In KPI systems, backlog is usually balanced with capacity and flow KPIs (arrival rate, completion rate, lead time).
Measurement challenges include consistent definitions of "open" vs "closed," and ensuring timestamps are accurate to avoid distorted lead-time and backlog analysis.
NEW QUESTION # 14
Which start target would you propose for "Fatalities (#)", tracked at organizational level?
Answer: B
Explanation:
"Fatalities (#)" is a valid safety KPI (a lagging outcome measure) and, at an organizational level, the appropriate start target is 0 . In health and safety management, fatalities are treated as a zero-tolerance outcome because any fatality is unacceptable, regardless of historical performance. Setting a non-zero target (3 or 5) would normalize severe harm and weaken safety culture. While this KPI is valid, it should not be used alone; fatalities are (fortunately) rare in many organizations, so the metric can be statistically sparse and not sensitive to incremental safety improvements. Good practice is to pair it with leading indicators that prevent serious incidents (e.g., high-potential near miss reporting, critical risk control verification, corrective action closure rate) and other lagging indicators (LTIFR, TRIFR). Measurement challenges include consistent classification and investigation rigor; activation requires clear incident definitions, reporting processes, and auditability. The "start target" reinforces the ethical and operational expectation that the organization's safety systems aim for zero fatal harm.
NEW QUESTION # 15
Which is the calculation formula for "On-time arrivals (%)"?
Answer: C
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) × 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 # 16
Fill in the blank word: Tunnel behavior means looking after the achievement of own targets, ________ consideration of the implications for other areas in the organization.
Answer: A
Explanation:
Tunnel behavior refers to optimizing one's own targets without considering impacts on other parts of the organization. It is a common risk when KPIs are narrowly defined, overly incentivized, or not balanced across outcomes and drivers. For example, a team measured only on speed might cut corners that increase errors for another team downstream, shifting workload rather than improving end-to-end performance. Addressing tunnel behavior is a core KPI measurement challenge: it requires selecting a balanced set of KPIs (efficiency
+ quality + customer outcomes), aligning goals across functions, and designing incentives carefully.
Governance practices also help: cross-functional KPI reviews, shared outcome KPIs, and clear escalation when local optimization harms system performance. In KPI activation, documentation should include the purpose and potential unintended behaviors, plus recommended balancing KPIs. Leaders should reinforce that KPIs are tools for improving overall value delivery-not just hitting local numbers. Recognizing and preventing tunnel behavior is essential for sustainable performance improvement and for maintaining trust in KPI systems.
NEW QUESTION # 17
As part of the Value Flow Analysis, Process KPIs reflect:
Answer: B
Explanation:
Process KPIs are intended to measure the transformation and flow of work-how efficiently and reliably inputs are converted into outputs. That is why "transformation characteristics" is the best fit. Examples include lead time, cycle time, first-pass yield, rework rate, utilization, and productivity measures that describe how the process operates. "Resource allocation" is typically associated with inputs (people, budget, capacity), while "the impact of outputs generated" aligns more with outcomes (customer satisfaction, retention, safety results). Mixing these concepts blurs the cause-and-effect structure that Value Flow Analysis is designed to enforce. A key measurement challenge is selecting process KPIs that teams can control and that truly predict downstream results; overly abstract or cross-functional measures can create disputes and lack of ownership.
Effective KPI systems map a clear chain: input KPIs explain resourcing, process KPIs explain operational performance, output KPIs explain delivery volume/quality, and outcome KPIs explain value realized. Keeping process KPIs focused on transformation makes dashboards more actionable and reduces tunnel behavior.
NEW QUESTION # 18
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