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[General] Certified CIS-PA Questions, New CIS-PA Test Answers

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【General】 Certified CIS-PA Questions, New CIS-PA Test Answers

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ServiceNow Certified Implementation Specialist - Platform Analytics Sample Questions (Q47-Q52):NEW QUESTION # 47
How manySQL queriesare executed during a30-day historical collectionif all10 indicatorsin the historical collection share thesame daily indicator source?
  • A. 0
  • B. 1
  • C. 2
  • D. 3
Answer: C
Explanation:
Platform Analytics optimizes historical data collection by executingone query per indicator source per day, regardless of how many indicators reference that source. If 10 indicators share the same daily indicator source, the system executesonly one SQL query per day, not one per indicator.
Over a 30-day historical collection period, this results in30 SQL queries total. This optimization significantly reduces database load and improves performance. ServiceNow documentation explicitly highlights this behavior as a best-practice advantage of reusing indicator sources. Therefore, option C is the correct and documented answer.

NEW QUESTION # 48
Choose 2 options.
Whichformulaissyntactically CORRECTin ServiceNow Performance Analytics, assuming that allIndicator names are valid?
  • A. [[Number of new incidents]] / ({Number of new incidents)} * 100
  • B. ((Number of new critical incidents)) / ((Number of new incidents)) * 100
  • C. 100 - ((([Average resolution time of resolved incidents] - 17.5) / 17.5) * 100)
  • D. [Number of new incidents] / [Number of new incidents] * 100
  • E. 100 - {Average resolution time of resolved incidents} - 17.5 / 17.5 * 100
Answer: C,D
Explanation:
InPerformance Analytics Formula Indicators, indicator references must followstrict syntax rules:
* Indicator names must be enclosed insingle square brackets:[Indicator name]
* Mathematical operators must be valid
* Parentheses must be properly paired
* Curly braces { } and double square brackets [[ ]] arenot validfor indicator references Let's evaluate each option:
* Option A - IncorrectUses indicator nameswithout square brackets, which is invalid syntax.
* Option B - IncorrectUsescurly braces { }, which are not supported for indicator references, and also has ambiguous operator precedence.
* Option C - CorrectUses propersingle square brackets, valid arithmetic operators, and correctly nested parentheses. This is a common and documented formula pattern for calculating percentage improvement against a baseline.
* Option D - CorrectUses valid square-bracket indicator references and proper arithmetic. Even though it is logically redundant, it issyntactically valid, which is what the question asks.
* Option E - IncorrectUsesdouble square bracketsand mismatched braces { ), which is invalid syntax.

NEW QUESTION # 49
Which statements describe the respective Performance Analytics object behavior?
  • A. Data collection must be completed before assigning Breakdowns to an Indicator
  • B. Indicator Sources with a Monthly frequency can still be collected in a Daily job
  • C. The frequency of an Indicator can differ from that of an Indicator Source
  • D. Breakdowns require a Breakdown Mapping to be added to an Automated Indicator
Answer: B,C
Explanation:
In ServiceNow Performance Analytics,Indicator SourcesandIndicatorsare distinct objects with different responsibilities, and understanding their behavior is essential for correct architecture and deployment.
Option A is correct.
Indicator Sources definehowandwhen raw data is queried, but they can be reused by multiple data collection jobs. Even if an Indicator Source is configured with aMonthly frequency, it can still be executed by aDaily data collection job. The job frequency controls execution timing, not the source frequency itself. This reuse is a documented performance optimization in Platform Analytics.
Option C is correct.
TheIndicator frequency is independent of the Indicator Source frequency. For example, an Indicator Source may collect daily raw data, while the Indicator aggregates and stores scores weekly or monthly. This separation allows flexible aggregation strategies and is explicitly supported by Platform Analytics design.
Option B is incorrectbecause Breakdowns require aBreakdown Mapping, but they are not inherently tied only to Automated Indicators, nor is this statement describing object behavior accurately in isolation.
Option D is incorrectbecause Breakdowns can be assigned to an Indicatorbefore or after data collection; they are applied when the next collection runs.

NEW QUESTION # 50
Which property indicates therecommended evaluation datefor a Target?
  • A. Review Date
  • B. End Date
  • C. Baseline Date
  • D. Improvement Date
Answer: A
Explanation:
In Platform Analytics, aTargetdefines the desired performance level for an indicator. TheReview Date property specifies therecommended date to evaluate progresstoward that target. This date is used for governance and performance review purposes, helping stakeholders determine when to assess whether the indicator is trending appropriately toward its goal.
TheBaseline Datemarks the starting point for measurement, while theEnd Datedefines when the target expires or is no longer valid. TheImprovement Dateindicates when improvement efforts begin, not when performance should be evaluated. ServiceNow documentation clearly identifies the Review Date as the point in time when the target's effectiveness and achievement should be assessed, making option D the correct answer.

NEW QUESTION # 51
When areAdditional conditionsof an Indicator evaluated duringData Collection?
  • A. Before the Indicator Source conditions
  • B. After the Indicator Source conditions
  • C. At the same time as the Indicator Source conditions
  • D. When the Indicator is viewed in the Analytics Hub
Answer: B
Explanation:
During data collection, Platform Analytics first applies theIndicator Source conditionsto retrieve the base dataset. Once the source data is identified, the system then evaluates theAdditional conditionsdefined on the Indicator itself.
This separation allows indicator-specific filtering without duplicating logic in the indicator source, supporting reuse and performance optimization. Additional conditions do not run in parallel with source conditions and are not evaluated at visualization time. ServiceNow documentation explicitly explains that Indicator conditions refine the datasetafterthe source query executes, making option D the correct answer.

NEW QUESTION # 52
......
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