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Reporting & Analytics · Lesson

PA indicators and breakdowns

Quick answer

Snapshot data over time, define indicators and breakdowns, and avoid the collection mistakes that ruin trends.

Key takeaways

  • PA stores history, reports show the present
  • Formula indicators derive rates from base indicators
  • Breakdowns must be planned before collection begins
  • Watch cardinality or collection time explodes

Why snapshots matter

A report shows the state right now. If a ticket closes, yesterday backlog disappears from the report. Performance Analytics collects a scored value on a schedule and stores it, so trends survive record changes.

Indicators

An automated indicator runs a query and stores a score per collection. Formula indicators derive a value from other indicators, for example reopen rate as reopened divided by resolved. Manual indicators exist for values that come from outside the platform.

Breakdowns

Breakdowns are the dimensions you slice by: assignment group, priority, category.

  • Keep breakdown cardinality sane, a breakdown by user creates thousands of series
  • Related breakdowns let you slice by a field on a referenced table
  • Historical breakdowns cannot be added retrospectively, plan them before collection starts
  • Data collection jobs should run outside business hours

Want to learn this properly?

Our live, instructor-led ServiceNow Training covers this hands-on, with real projects and a certification path.

Check your understanding

  1. What is the main advantage of an indicator over a report?

    • A. Nicer charts
    • B. It stores a value per period so trends persist
    • C. It runs faster
    • D. It bypasses ACLs
    Show answer

    B. It stores a value per period so trends persist

    Scores are recorded at each collection, preserving history.

  2. Which indicator type calculates a rate from two others?

    • A. Automated
    • B. Formula
    • C. Manual
    • D. Aggregate
    Show answer

    B. Formula

    Formula indicators combine existing indicators.

Frequently asked questions

Can we backfill history?

Only where the data still exists in a form the collector can read, for example historical closures. Snapshots of a state that has since changed cannot be recreated.

How often should collection run?

Daily suits most operational indicators. Hourly is rarely needed and multiplies stored rows.
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