Owner: Customer Feedback Analyst · Department: client services

Process: Improvement Recommendations

Process Flow

graph TD
  S0["Purpose"]
  S1["Overview"]
  S0 --> S1
  S2["Steps"]
  S1 --> S2
  S3["1. Draft the recommendation"]
  S2 --> S3
  S4["Problem Statement"]
  S3 --> S4
  S5["Root Cause"]
  S4 --> S5
  S6["Recommendation"]
  S5 --> S6
  S7["Expected Impact"]
  S6 --> S7
  S8["Suggested Owner"]
  S7 --> S8
  S9["Priority"]
  S8 --> S9
  S10["Status"]
  S9 --> S10
  S11["2. Prioritize"]
  S10 --> S11
  S12["3. Route to the correct owner"]
  S11 --> S12
  S13["4. Track implementation"]
  S12 --> S13
  S14["5. Verify and close"]
  S13 --> S14
  S15["6. Quarterly insights summary"]
  S14 --> S15
  S16["Quality Gate"]
  S15 --> S16
  S17["Escalation"]
  S16 --> S17

Process: Improvement Recommendations

Owner: Customer Feedback Analyst (Fiona) Type: Manual Frequency: Monthly (from trend reports) + ad hoc (critical items)

Purpose

Defines how feedback insights are turned into concrete, actionable recommendations that drive factory improvement. Ensures that feedback does not stop at "interesting report" but results in tracked changes. Covers the recommendation format, prioritization, routing to the correct role, and tracking through to implementation.

Overview

Insight Identified -> Draft Recommendation -> Prioritize -> Route to Owner -> Track Implementation -> Verify & Close

Steps

1. Draft the recommendation

For every High or Critical trend identified in the analysis process, and for any recurring Medium item that persists across two or more months, draft a formal recommendation.

Recommendation format:

# Recommendation: [Short descriptive title]

- **ID:** REC-YYYY-MM-NNN
- **Date:** [Date]
- **Source:** [Monthly trend report / Critical escalation]
- **Severity:** [Critical / High / Medium]
- **Category:** [Quality / Communication / Timeline / Onboarding / Capability / Support / Value / Process]

## Problem Statement

[2-3 sentences describing the feedback pattern, with data. What are clients experiencing? How many clients? Over what period?]

## Root Cause

[Summary from root cause analysis. Which process or step is breaking down? Reference the analysis.]

## Recommendation

[Specific, actionable recommendation. What should change? Be precise — "improve communication" is too vague. "Send the client a status update within 24 hours of each milestone completion" is actionable.]

## Expected Impact

[What improvement should result? How will we know it worked? Define a measurable outcome if possible.]

## Suggested Owner

[Which role should implement this? Why?]

## Priority

[See prioritization matrix below]

## Status

- [ ] Drafted
- [ ] Reviewed by Fiona
- [ ] Routed to owner
- [ ] Accepted by owner
- [ ] Implementation in progress
- [ ] Implemented
- [ ] Verified (feedback improved)

2. Prioritize

Use the following prioritization matrix to determine the order in which recommendations should be acted upon.

Prioritization matrix:

Factor Weight Scale
Client impact 40% 1 = minor inconvenience, 5 = client churn risk
Frequency 30% 1 = single occurrence, 5 = affects most clients
Effort to implement 20% 1 = major project, 5 = quick fix (inverted: easy = higher priority)
Strategic alignment 10% 1 = nice-to-have, 5 = directly supports factory vision

Actions:

  • Score each recommendation on the four factors
  • Calculate weighted priority score
  • Rank recommendations by score
  • Group into priority tiers:
    • P1 (score > 4.0): Act this month
    • P2 (score 3.0-4.0): Act this quarter
    • P3 (score < 3.0): Backlog — review next quarter

3. Route to the correct owner

Each recommendation must have a clear owner who is responsible for implementation.

Routing guide:

Category Primary owner Rationale
Quality (digital talent performance) QA Engineer (Quinn) QA process and standards
Quality (production defects) Production Line Architect (Pablo) Production process improvement
Communication Delivery Manager (Dana) Client communication process
Timeline Delivery Manager (Dana) + Pablo Scheduling and production planning
Onboarding Delivery Manager (Dana) Delivery handover process
Capability (feature requests) CTO (Clara) Technical roadmap decisions
Support Maintenance Engineer (Max) Post-delivery support process
Value CEO Pricing and value proposition
Process (intake) Client Intake Manager (Camille) Intake process improvement
Process (factory-wide) CTO (Clara) Cross-department process decisions

Actions:

  • Assign the recommendation to the identified owner
  • Send the recommendation document to the owner with context
  • Request acknowledgment within 3 business days
  • If the owner disputes ownership, escalate to Clara (CTO) for routing decision

4. Track implementation

Fiona maintains a recommendation tracker to ensure nothing falls through the cracks.

Recommendation tracker:

# Recommendation Tracker — [Quarter YYYY]

| ID | Title | Severity | Priority | Owner | Status | Target date | Actual date | Verified |
|----|-------|----------|----------|-------|--------|-------------|-------------|----------|
| REC-YYYY-MM-001 | | | | | | | | |

Storage: departments/client-services/customer-feedback-analyst/tracker/

Naming convention: YYYY-QN-recommendation-tracker.md

Actions:

  • Update the tracker weekly
  • Follow up with owners on overdue items (reminder at target date, escalation at target date + 5 business days)
  • Report tracker status in the monthly trend report
  • Escalate stalled recommendations (no progress for 2 weeks) to Clara (CTO)

5. Verify and close

A recommendation is not complete until the improvement is verified through subsequent feedback.

Verification criteria:

  • The recommended change has been implemented (confirmed by the owner)
  • Subsequent feedback shows improvement in the affected category (measured over at least one monthly cycle after implementation)
  • If feedback does not improve, the recommendation is reopened for revision

Actions:

  • After implementation, monitor the relevant category in the next 1-2 monthly trend reports
  • If improvement is observed, mark the recommendation as "Verified" and close it
  • If no improvement, reopen the recommendation, conduct additional root cause analysis, and draft a revised recommendation
  • Report verification results in the quarterly insights summary

6. Quarterly insights summary

At the end of each quarter, compile a summary of all recommendations, their status, and the overall impact of the feedback-driven improvement program.

Quarterly summary includes:

  • Total recommendations made vs. implemented vs. verified
  • Top improvements achieved (with before/after metrics)
  • Outstanding recommendations and blockers
  • Recommendations for the next quarter's focus areas
  • Overall trend: is client satisfaction improving?

Storage: departments/client-services/customer-feedback-analyst/reports/

Naming convention: YYYY-QN-quarterly-insights.md

Quality Gate

The improvement recommendation process is healthy when:

  • Every High/Critical trend has a corresponding recommendation
  • Recurring Medium items (2+ months) have been escalated to recommendations
  • All recommendations have assigned owners who have acknowledged receipt
  • Tracker is updated weekly
  • Overdue items are followed up within 5 business days
  • Implemented recommendations are verified through subsequent feedback data
  • Quarterly insights summary published within 10 business days of quarter end

Escalation

  • Owner rejects a P1 recommendation: Escalate to Clara (CTO) with supporting data
  • Recommendation stalled for 2+ weeks with no progress: Escalate to Clara (CTO)
  • Same issue reappears after recommendation was marked "Verified": Reopen and escalate to Clara — the fix did not hold
  • Multiple P1 recommendations compete for the same owner's time: Escalate to Clara for priority arbitration