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| Section | Objectives |
|---|---|
| KPI Taxonomy | - KPI use case scenarios - KPI DNA map - Interdisciplinary systemic worldview |
| Data Visualization | - Scorecard and dashboard examples - Best practices in scorecard design - Best practices in dashboard design - Guidelines to design efficient templates - Usability in terms of visual design |
| KPI Measurement | - Change log - Data gathering communication - KPI report |
| KPI Selection at Operational Level | - Operational dashboard - Department scorecard |
| KPIs in Context | - KPI selection for industry - KPIs cascaded to functional area |
| KPI Documentation | - KPI documentation process - Organizational KPI libraries development - KPI documentation form functions - KPI documentation form design - Weights and Indexes |
| Understanding KPIs | - KPI related terminology - KPI lifecycle - SMART objectives decomposed |
| Data Gathering | - Data quality dimensions - KPI activation tools - KPI reporting data sources - KPI activation techniques - Community of Practice - Guidelines to improving - Communication with data custodians |
| Working with Targets | - KPI documentation processes - Negative behaviors when setting - Targets in practice - Challenges in working with targets |
| KPI Selection | - KPI selection techniques - KPI selection for organizational scorecard - KPI selection sources |
| KPI Project Coordination | - KPI project plan - Primary and secondary data sources - KPI workshop briefing pack - The business case for KPI implementation |
| The World of KPIs | - KPIs concept map - Organizational levels - Challenges in performance measurement - Governance - The value added by KPIs |
| KPI Typology | - Efficiency vs effectiveness KPIs - Leading vs lagging KPIs - Qualitative vs quantitative KPIs |
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NEW QUESTION # 41
Which metrics are used for calculating "Capacity utilized (%)"?
Answer: A
Explanation:
"Capacity utilized (%)" is calculated as utilized capacity divided by available capacity , expressed as a percentage. Option B provides the correct numerator and denominator structure using measurable quantities:
A = amount of capacity actually used (hours, units, seats, machine time) and B = total capacity available for use during the period. Option C compares utilized to "needed," which is demand-oriented and would produce a different concept (coverage or fulfillment vs demand). Option D is ambiguous and does not clearly distinguish planned vs available capacity. Option A is circular (it restates the KPI rather than defining inputs).
Measurement challenges include defining "available capacity" (scheduled capacity, staffed capacity, theoretical maximum) and ensuring consistent units. This KPI is often used as an efficiency indicator, but it can create negative behaviors if pushed too high (overload, burnout, maintenance deferral). Good practice is to pair it with quality and reliability measures (defect rate, downtime, employee engagement) and to define target ranges rather than "maximize at all costs." Proper documentation prevents misinterpretation and makes the KPI usable for planning decisions.
Batch 4 (Questions 16-20)
NEW QUESTION # 42
Which of the following stakeholders should be involved in the KPI selection for a Service Level Agreement (SLA)?
Answer: C
NEW QUESTION # 43
Objectives should start with:
Answer: C
Explanation:
Well-written objectives are action-oriented and describe a desired change or achievement, so they typically start with action verbs (e.g., "Increase," "Improve," "Reduce," "Enhance," "Build," "Strengthen"). This makes the objective clear, directional, and easier to cascade into supporting objectives and KPIs. Starting objectives with adjectives ("High quality...") or nouns ("Quality assurance...") often produces vague statements that are hard to measure and manage. "Value drivers" are underlying factors that influence outcomes, but they are not the grammatical starting point for objective wording; they are used to build causal logic and KPI trees. Clear objectives are essential for selecting the right KPIs: if the objective is "Reduce customer wait time," then lead-time and queue KPIs naturally follow. A common pitfall is writing objectives as topics instead of intentions (e.g., "Customer service"), which leads to confused KPI selection and weak accountability. Action-verb objectives improve alignment across organizational, departmental, and individual levels because each level can express how it will contribute using the same results-focused language.
NEW QUESTION # 44
Which of the following statements is a KPI used by a facility maintenance team?
Answer: C
Explanation:
A KPI is a measurable indicator used to monitor performance over time. "Air purity in the production area" is measurable (e.g., particulate count, ppm, ISO cleanroom class), can be tracked at a defined cadence, and can be assigned an owner and target-so it fits KPI criteria. "Safety" is typically an objective/theme (important but not directly measurable unless expressed as an indicator like LTIFR, incident rate, near-miss rate). "Develop a succession plan within 2 months" is an initiative/milestone (a one-time deliverable with a deadline), not an ongoing performance measure. Good KPI practice also requires a clear definition, formula, data source, and tolerance bands; air purity supports operational control and compliance, making it suitable for a facility maintenance context. A common pitfall is confusing broad concepts (like "Safety") with KPIs; turning them into quantified indicators is what makes them actionable.
NEW QUESTION # 45
In which stage of the Value Flow Analysis should "Time to complete an order (# / time)" be monitored?
Answer: B
Explanation:
"Time to complete an order" is a cycle time/lead time measure that describes how work flows through the system-how long the process takes from start to finish. In Value Flow Analysis, this is a Process KPI because it reflects the transformation/flow characteristics rather than the resources invested (inputs), the deliverables produced (outputs), or the end results achieved (outcomes). Monitoring cycle time helps identify bottlenecks, delays, rework loops, and capacity constraints. It is also a leading indicator for customer-facing outcomes such as satisfaction and on-time delivery. A common KPI measurement challenge is inconsistent start/end timestamps (e.g., "order received" vs "order approved" vs "order entered"), which can make cycle time incomparable across teams. Proper KPI documentation should specify the exact start and end events, data source fields, exclusions (canceled orders), and the reporting statistic (average, median, percentile). In dashboards, cycle time is often balanced with quality KPIs (error rate, rework) to avoid speeding up at the expense of accuracy.
NEW QUESTION # 46
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