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Retention · Independently Structured Framework

CAM Churn Prevention & Early Warning Framework

A framework I independently structured to interpret confidence, communication health, escalation pressure, and workflow stability signals across community accounts. Built around operational coordination, analytics interpretation, and reporting logic that helps retention teams act before churn signals harden.

Independently structured workflow project — operational coordination, analytics interpretation, and reporting logic by Karla Sunga. Portfolio visuals contain fictionalized or redacted sample data for presentation purposes.

Client retentionOperational analysisEscalation awarenessWorkflow stabilization
Workflow Overview

Operational lifecycle.

  1. 01
    Signal Capture
    intake
  2. 02
    Risk Scoring
    active
  3. 03
    Confidence Review
    watch
  4. 04
    Recovery Planning
    active
  5. 05
    Stabilization
    resolved
Operational Dashboard

Visibility surface.

Fictionalized / redacted sample data — for presentation purposes
ksmotion · /churn
Updated · just now
Confidence Erosion Timeline
  1. Stage 01
    Signal Identified
    Vendor delay, missed deadline, or unresolved concern logged.
    Fairhaven Place
  2. Stage 02
    Repeated Concern
    Same issue recurs across two or more cycles.
    Whitfield Crossing
  3. Stage 03
    Tone Shift
    Board comms become shorter, colder, more formal.
    Stonebridge Manor
  4. Stage 04
    Leadership CC ↑
    Board chair starts looping in attorneys / regional leadership.
    Brookside Commons
  5. Stage 05
    Attorney Mention
    Termination-adjacent language or contract review requested.
    Cedarbrook HOA
  6. Stage 06
    Termination Risk
    Confidence eroded — recovery window narrowing.
    Maple Ridge
Operational Warning SignsWorkflow signals
  • 2.1Vendor delays — accountability appears unclear
  • 2.2Repeated/unresolved service issues
  • 2.3Missed deadlines or slipping deliverables
  • 2.4Increased documentation requests
  • 2.5Scope & expectation misalignment
  • 2.6Financial confusion or budget uncertainty
  • 2.7New board leadership transition
Relationship Warning SignsConfidence signals
  • 3.1Tone shift in communication
  • 3.2Silence after routine check-ins
  • 3.3Reduced engagement in meetings
  • 3.4Communication becomes transactional
  • 3.5Increased formality / procedural tone
  • 3.6Reduced emotional investment
Escalation Framework
Step 1
Signal Identified

Document the concern early. Add to watchlist with severity and owner.

Step 2
Signal Persists or Expands

Escalation to leadership visibility when the concern repeats or widens.

Step 3
Termination Risk Plausible

Loop in Client Success immediately when attorney/termination language appears.

Operational Metrics

Sample operational health.

Representative metrics that this workflow surfaces to operations leadership.

Accounts Monitored
62
+4
High-Risk Flags
9
−2
Recovery In Progress
11
+3
Churn Prevented (Q)
6
+2 vs LQ
Process Breakdown

How the workflow operates.

Intake & Visibility01

Confidence erosion signals from CAMs, support tickets, and board interactions are logged with context and severity.

  • Multi-source signal capture
  • Severity tagging
  • Account-level history
Workflow Coordination02

A simple weighted risk score routes accounts into watch, at-risk, or critical lanes with assigned recovery owners.

  • Weighted risk scoring
  • Lane-based routing
  • Owner accountability
Escalation Monitoring03

Confidence trendlines highlight accounts moving in the wrong direction over consecutive weeks.

  • Confidence trendline
  • Directional movement alerts
  • Pattern detection
Operational Recovery04

Each high-risk account gets a defined recovery plan with milestones, communication checkpoints, and review dates.

  • Recovery plan template
  • Communication checkpoints
  • Milestone reviews
Reporting & Communication05

Quarterly retention reviews quantify accounts stabilized, churn prevented, and recurring root patterns.

  • Quarterly retention review
  • Churn-prevented count
  • Root pattern themes
Outcome

Designed to improve operational awareness, escalation timing, and service recovery coordination.

Tools Used

Workflow infrastructure.

Monday.com

Risk register, ownership, and recovery action tracking.

Excel

Risk scoring model and weekly confidence trendlines.

Microsoft Outlook

Board re-engagement sequences and check-in cadence.

Microsoft Teams

Cross-functional recovery huddles.

ChatGPT

Drafting recovery narratives and re-engagement scripts.

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