Ticket Trend & Problem Analysis Automation

The problem

Recurring incidents were quietly eating team capacity, but without systemic visibility into root causes, the team was treating symptoms instead of fixing the underlying problems.

The solution

I implemented a system for targeted ticket trend analysis and Pareto-style categorization inside the ITSM environment — surfacing the small number of root causes responsible for the largest share of ticket volume.

Impact

• Identified root causes for recurrent issues
• Drove a 15–20% reduction in repeat incident volume over 12 months
• Preemptively mitigated potential escalations before they hit SLA risk

Lessons learned

• 80% of ticket pain usually comes from a short list of root causes — the hard part is proving it with data, not gut feel.
• Trend analysis is only useful if it changes what the team fixes next sprint, not just what gets reported upward.