Dashboards
Ticket Load Mirror
Mirrors support load against account value bands to spot imbalance early.
Overview
Mirrors ticket volume, category mix, and response curves against simple ARR bands so leaders can ask operational questions before heroics become normal.
4 weeks · Remote · from SGD 7,600
Zara Malik
BI engineer with prior work on support analytics for regional operators.
Included capabilities
- ARR band editor with guardrails
- Category lexicon mapping workshop
- Anomaly ribbons with plain captions
- Export for weekly ops forum
- Read-only mode for wider org
Outcomes teams track
- Earlier hiring signals for overloaded pods
- Better pairing of enablement to noisy categories
- Less anecdote-driven ops reviews
Experience notes
Anomaly ribbons were quiet visually but sparked the right arguments in ops forum.
Questions
Handles outsourced support?
Yes if ticket exports include the same identifiers you use internally.
PII concerns?
We recommend hashed account keys; we document what never enters the mirror.
Limitation?
Does not automate staffing schedules — it informs them.