Insights Clustering and Analysis

Overview

This skill covers clustering and analyzing insights from ServiceNow operational data to identify patterns and generate actionable recommendations:

• Grouping incidents, cases, and conversations by topic similarity to discover recurring themes
• Performing sentiment analysis across interactions to identify service quality trends
• Analyzing resolution patterns to find best practices and knowledge gaps
• Detecting emerging issue clusters before they become major problems
• Generating point-of-view (POV) summaries with data-backed recommendations
• Building trend reports that connect operational patterns to business impact

When to use: When performing periodic service review analysis, investigating a spike in support volume, preparing data-driven improvement recommendations, identifying proactive problem management candidates, or generating management insights from operational data.

Prerequisites