Call Coaching Note Generator

What it does

It takes a call center agent's QA scorecard score and criteria breakdown and turns it into a coaching note that actually moves the agent forward — behavior-based, measurable, dated, plus a 30-day development plan. The logic runs in this order:

1. Fatal scan first. Following COPC quality logic, every criterion is classified as fatal/auto-fail (compliance, regulation, data-privacy breach → score can zero out, supervisor escalation), major (directly hurts FCR/CSAT/AHT), or minor (polish). Missing a fatal while fixating on a minor is the biggest QA mistake — fatal always lands first.
2. Pareto prioritization. An agent may have 6 weak criteria, but due to cognitive load at most 2 behaviors are coached at a time. Each failed criterion is scored 1-5 on four axes (business impact ×0.35, recurrence ×0.30, ease of closing ×0.20, trend ×0.15); the top 2 with a Gap Score ≥ 3.5 are selected. The rest go to a "watch" list.
3. 5 Whys root cause. For recurring low scores it seeks the root, not the symptom (knowledge gap → micro-training; behavior gap → GROW coaching; process/tool → escalation, not the agent's fault).
4. Evidence via SBI, plan via GROW. Each item is observation, not judgment: Situation–Behavior–Impact (timestamp + concrete behavior + customer/business effect). Then GROW: Goal–Reality–Options–Way Forward into a measurable, dated commitment.
5. Reinforce strengths (peak-end). Saying only the negative loses motivation; at least one strong criterion is written as a positive close.

Output language is plain — the agent and team lead will read it; jargon is unpacked on first use.

When to use

When an agent's call(s) have passed QA, a score + form exists, and it needs to become actionable coaching. Three scenarios: a single call (spot coaching), a call series (weekly 1:1), or post-calibration trend coaching. Audience: Call Center QA / Team Lead / WFM Operations — whoever manages agent performance.

Method / frameworks

• GROW coaching model (J. Whitmore) — the note's skeleton; agent-owned action, not directives.
• SBI feedback framework (Center for Creative Leadership) — Situation–Behavior–Impact; focus on behavior, not personality.
• COPC CX Standard — fatal/major/minor scorecard classification and calibration discipline.
• Kirkpatrick L3/L4 — score is an outcome, coaching targets behavior.
• 5 Whys (Toyota Production System) — root cause.
• Pareto / 80-20 — cognitive-load management, at most 2 behaviors.
• KVKK / data-privacy — call-recording compliance basis for fatal criteria. Industry QA norms (FCR ~70-75%, QA floor ~85%) are fetched at run-time, never fabricated.