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ServiceNow CIS-PA Exam Syllabus Topics:

SectionObjectives
Dashboards and Widgets- Performance Analytics dashboards
  • 1. Dashboard design principles
    • 2. Widget configuration and usage
      Indicators and Data Sources- Indicator configuration
      • 1. Breakdowns and breakdown sources
        • 2. Indicator formulas and definitions
          - Data collection setup
          • 1. Scheduled jobs and data refresh
            • 2. Aggregation and data collection jobs
              Goals and Thresholds- Target setting and tracking
              • 1. Goal definitions for indicators
                • 2. Thresholds and scoring rules
                  Administration and Implementation- System configuration
                  • 1. Performance Analytics setup and maintenance
                    • 2. Troubleshooting data and reporting issues
                      - Security and access control
                      • 1. Roles and permissions for PA data
                        Performance Analytics Fundamentals- Key concepts of Performance Analytics
                        • 1. Indicators and data collection basics
                          • 2. Time series data and scoring concepts

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                            ServiceNow Certified Implementation Specialist - Platform Analytics Sample Questions (Q19-Q24):

                            NEW QUESTION # 19
                            Which Breakdown should be excluded from the Historical Data Collection job configured for the indicator Number of open and overdue incidents?

                            Answer: D

                            Explanation:
                            Historical Data Collection is intended to accurately reconstruct past indicator scores. Age-based breakdowns must be excluded because age is a time-relative value that cannot be reliably recalculated for historical points in time.
                            For the indicator Number of open and overdue incidents, breakdowns such as Location, Category, and State can be historically recalculated by evaluating record attributes at specific points in time. However, Age depends on the exact moment of evaluation and changes continuously, making it unsuitable for historical backfilling.
                            ServiceNow documentation explicitly warns against using age or duration-based breakdowns in historical data collection jobs, as they lead to inaccurate or misleading results. Therefore, option A is the correct and documented exclusion.


                            NEW QUESTION # 20
                            What happens whenCollect recordsis enabled on an Automated Indicator form?

                            Answer: B

                            Explanation:
                            WhenCollect recordsis enabled on an Automated Indicator, Platform Analytics stores thesys_ids of the recordsthat contributed to each indicator score at collection time. This capability enablesdrill-down functionality, allowing users to view the exact records behind a score directly from analytics widgets and dashboards. Importantly, Platform Analytics doesnot store full copies of records-only the identifiers- ensuring historical accuracy while maintaining storage efficiency.
                            Option A describes thepreview featureavailable when defining indicator conditions, not record collection.
                            Option B refers tomanual data collection, which is triggered separately. Option C is incorrect because Platform Analytics does not retain full record snapshots. ServiceNow documentation clearly states that enabling Collect records allows analytics users to drill into the contributing records for any given score, making option D the correct and precise answer.


                            NEW QUESTION # 21
                            Which application helps to obtain insights onnew and returning platform usersand theirnavigation patterns
                            ?

                            Answer: B

                            Explanation:
                            User Experience Analyticsis the application designed to analyzeuser behavior, including new versus returning users, session frequency, navigation paths, page views, and interaction patterns across the ServiceNow platform. It provides insights into how users engage with the platform and helps organizations optimize usability, adoption, and performance.
                            Responsive Dashboards and Next Experience Dashboards are visualization and UI frameworks, not behavioral analytics tools. Platform Analytics Workspace focuses on KPI monitoring and process performance, not clickstream or navigation behavior. ServiceNow documentation clearly positions User Experience Analytics as the solution for understanding how users interact with the platform, making option D the correct answer.


                            NEW QUESTION # 22
                            You see this error in aBreakdown Source:

                            Which action resolves the issue?

                            Answer: C

                            Explanation:
                            In ServiceNow Platform Analytics, aBreakdown Sourceis automatically disabled when the number of generated breakdown elements exceeds themaximum element limitdefined in system properties (for example, properties controlling the maximum allowed breakdown elements during data collection). This safeguard exists to protect system performance and prevent excessive storage and processing during data collection jobs.
                            When this error occurs, therecommended and documented resolutionisnotto increase the system property arbitrarily. Increasing the global limit can negatively impact performance across all analytics workloads and is discouraged unless there is a strong architectural justification.
                            Instead, ServiceNow best practice is torefine the Breakdown Source conditions-for example, by adding filters, narrowing scope, or excluding unnecessary records-so that the number of returned elements falls below the configured system threshold. Once the conditions are optimized, you can safely re-enableDC active, and the breakdown will participate in data collection successfully.
                            Simply re-enabling DC active without reducing elements will cause the breakdown to be disabled again, and deleting/recreating the source does not address the root cause. Therefore,option Dis the correct and fully supported resolution according to ServiceNow Platform Analytics documentation and best practices.


                            NEW QUESTION # 23
                            Which scenario requires ascripted Breakdown Mapping?

                            Answer: C

                            Explanation:
                            Ascripted Breakdown Mappingis required when there isno direct field relationshipbetween the Indicator source data and the Breakdown source table. In such cases, standard field mapping cannot resolve how indicator records should be categorized, so a script is needed to programmatically determine the correct breakdown value.
                            Mapping to a Sys ID field (option B) is supported through standard mappings. Database views (option C) can still be mapped if fields are accessible. Dot-walked fields (option D) are commonly supported without scripting. According to ServiceNow Platform Analytics documentation, scripted mappings are specifically intended forcomplex or indirect relationships, making option A the correct answer.


                            NEW QUESTION # 24
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