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| Section | Objectives |
|---|---|
| Topic 1: KPI Fundamentals | - Understanding KPIs
|
| Topic 2: KPI Implementation | - Data Collection
|
| Topic 3: KPI Selection and Design | - KPI Documentation
|
| Topic 4: KPI Management System | - Performance Management Integration
|
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NEW QUESTION # 10
Which of the following statements are secondary research sources as part of the KPI selection process?
Answer: A
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 # 11
Which KPI should be used to balance "New customers (#)"?
Answer: D
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 # 12
Which of the following statements is considered one of the most important fields used for KPI documentation from the perspective of importance to pursue performance results analysis?
Answer: C
NEW QUESTION # 13
Which of the following statements is a technique used for KPI data gathering?
Answer: C
Explanation:
A data gathering process map is a technique because it structures how data is collected and moved through the organization-step-by-step-so that collection is consistent, repeatable, and auditable. While "sending reminder email" can support compliance with deadlines, it's not a robust data-gathering technique by itself; it' s a communication tactic. A KPI documentation form is essential for defining the KPI (formula, frequency, thresholds, source), but it does not execute the collection process. "Data custodian" is a role, not a technique.
Data gathering challenges typically cluster around timeliness, completeness, and accuracy ; process mapping addresses all three by clarifying the sequence of actions, defining controls (validations, reconciliation), and setting responsibilities and timelines. In practice, an effective process map includes trigger events (month-end close), system extract steps, data transformation rules, exception handling, and sign- off points. This reduces rework and "last minute spreadsheet chaos," and it improves trust in reported numbers-critical for KPI adoption and for turning metrics into decisions.
NEW QUESTION # 14
Which of the following statements is an initiative?
Answer: B
Explanation:
An initiative is a specific action or project undertaken to improve performance. "CRM system implementation project" is clearly an initiative: it describes a defined piece of work with a deliverable (implement a CRM), typically with scope, timeline, and ownership. "Processes optimized (%)" is a KPI because it represents an ongoing measurable indicator of performance (assuming "optimized" is defined).
"Reduce operational ..." appears incomplete, but even when complete (e.g., "Reduce operational cost"), it would typically be an objective (desired outcome) rather than an initiative, unless phrased as a concrete project (e.g., "Implement cost reduction program"). Distinguishing objectives, KPIs, and initiatives is essential: objectives state what you want, KPIs measure progress, and initiatives are what you do to improve results. A common pitfall is listing initiatives as KPIs ("Implement CRM by date"), which leads to milestone tracking rather than ongoing performance management. In implementation planning, initiatives should be linked to the KPI(s) they influence, with clear hypotheses about expected impact.
NEW QUESTION # 15
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