Agents Makers
Capability of Support Operations Analyst

CSAT Driver Analysis

Identifies what drives CSAT up or down by segment and capability.

  • Activation complexity

    Medium

  • Time to activate

    14-21 days

  • Volume share

    15-25% of role volume

  • Impact range

    Directional with confidence bands

Inherited pricing

€80.00 – €220.00 per analysis delivered

This capability shares the Support Operations Analyst's metered unit. A analysis delivered is counted once at the role level regardless of which capability handled it. Adding this capability to an active deployment does not change the per-action price.

What this capability handles

How it works in detail.

CSAT Driver Analysis decomposes CSAT movement by segment, theme, capability, and rep cohort — with statistical confidence — so decisions target the drivers, not the symptoms.

Workflow summary

Pulls CSAT data, decomposes drivers, scores segments, reports shifts.

Stages

  1. 01pull
  2. 02decompose
  3. 03score
  4. 04report
  5. 05alert

Decision logic

Uses driver decomposition and segment analysis to attribute CSAT shifts to operational causes.

Systems and data

{"CSAT platform","help desk"}

{"CSAT scores","segment tags","theme links","capability tags"}

Exceptions & human handoff

Driver conflicts or novel segment shifts route to the support leader.

Driver ambiguity, novel segment behaviour, or conflicting signal.

Readiness

CSAT feed wired, segment tagging consistent.

Owner on client side · Head of Support

Impact contribution

15-20% of role impact comes from CSAT-driver clarity that steers program investment.

Primary KPI · Driver identification · Directional with confidence bands

Prerequisites

Activate these first.

Activating CSAT Driver Analysis in production requires the following capabilities to be live first. Ordering matters — routing and classification quality propagate.

Activate CSAT Driver Analysis as part of a Support Operations Analyst deployment.

The chat opens with Support Operations Analyst and CSAT Driver Analysis pre-selected. You can add other capabilities during the conversation.