Arch — CS Operations Command Center
Workbook · Last refreshed Jun 30, 2025 · Owner: W. Johnson
Prototype · Rebuild in Tableau · Illustrative data
Live connection
Showing 64 clean clients across 6 managers · 45 employees
Executive Command Center
Answers · The 3–4 things to act on now
Escalation rate by segment
Escalations · clients (24 mo)
Onboarding health
Segment · % in onboarding · stuck > 120d
01 · What the workbook proves Strategic is the segment under stress. Higher escalation rate, highest share of stuck onboardings, and lowest reference rate — despite carrying the largest deals. Investment in onboarding tooling and manager coaching should concentrate here first.
02 · Managers & individuals Quality ↔ escalations correlate −0.44. Data-quality scores are the strongest employee-level predictor of escalations. Two managers (Chen, Rodriguez) run high-quality teams; one manager (Wilson) has both weak scores and the highest stuck-onboarding share.
03 · Red flags 16 stuck onboardings + several concrete data-quality defects. Duplicates (3), phantom self-assigned clients (2), and dirty segment codes (5) together distort segment-level KPIs by 2–4 pp. All are fixable at ingestion.
04 · The recommendation Focus the next quarter on Strategic segment onboarding recovery and a data-quality contract at the source. Both directly move the escalation rate and unlock reference generation — the value-realization signal that's under-measured today.
© 2026 · Prepared by W. Johnson · Sr. Manager, Data Operations case study
Data · Cleaned case dataset (81 → 64 clean clients)