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@ChaseMillers ChaseMillers commented Oct 24, 2025

PR Description:

Overview

This script analyzes the quality of incident data in ServiceNow to determine readiness for Predictive Intelligence (PI) model training. It provides detailed statistics and quality metrics to help ServiceNow developers and admins identify and address data issues before starting ML training jobs.

Purpose

  • Assess completeness and quality of key fields in incident records
  • Identify common data issues that could impact PI model performance
  • Provide actionable insights for improving training data

Features

  • Checks completeness of important fields (e.g., short_description, description, category, subcategory, close_notes, assignment_group)
  • Analyzes text quality for description and close notes
  • Evaluates category diversity and resolution times
  • Calculates an overall data quality score
  • Outputs results to the ServiceNow system logs

Test:
image
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Pull Request Checklist

Overview

  • Put an x inside of the square brackets to check each item.
  • I have read and understood the CONTRIBUTING.md guidelines
  • My pull request has a descriptive title that accurately reflects the changes and the description has been filled in above.
  • I've included only files relevant to the changes described in the PR title and description
  • I've created a new branch in my forked repository for this contribution

Code Quality

  • My code is relevant to ServiceNow developers
  • My code snippets expand meaningfully on official ServiceNow documentation (if applicable)
  • I've disclosed use of ES2021 features (if applicable)
  • I've tested my code snippets in a ServiceNow environment (where possible)

Repository Structure Compliance

  • I've placed my code snippet(s) in one of the required top-level categories:
    • Core ServiceNow APIs/
    • Server-Side Components/
    • Client-Side Components/
    • Modern Development/
    • Integration/
    • Specialized Areas/
  • I've used appropriate sub-categories within the top-level categories
  • Each code snippet has its own folder with a descriptive name

Documentation

  • I've included a README.md file for each code snippet
  • The README.md includes:
    • Description of the code snippet functionality
    • Usage instructions or examples
    • Any prerequisites or dependencies
    • (Optional) Screenshots or diagrams if helpful

Restrictions

  • My PR does not include XML exports of ServiceNow records
  • My PR does not contain sensitive information (passwords, API keys, tokens)
  • My PR does not include changes that fall outside the described scope

@snamjosh snamjosh self-assigned this Oct 24, 2025
@snamjosh
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Looks good to me.

@snamjosh snamjosh merged commit a5a7017 into ServiceNowDevProgram:main Oct 24, 2025
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2 participants