Matrix

MCX skills matrix

A practical view of the roles and capabilities organisations need as machine customers enter the economy.

Foundation roles and skills coverage

RoleCore CX skillsTechnical skillsBusiness skillsEmerging MCX skills
Machine Discovery SpecialistJourney mapping, information architectureSchema markup, API documentation, JSON/XMLSEO principles, content strategyMachine-readable content design, structured data optimisation
Algorithmic Experience DesignerUser experience design, journey optimisationDecision-tree logic, process mappingSystems thinking, analyticsLogic-flow design, algorithmic decision modelling
Machine Trust AnalystCustomer research, trust measurementData analysis, performance monitoringRisk assessment, complianceAlgorithmic reputation systems, trust-signal optimisation
Human-Machine Bridge CoordinatorCustomer service, escalation managementProcess automation, workflow designCommunication, problem-solvingHybrid interaction design, human-AI handoff protocols

Core CX skills

Skill categorySpecific capabilitiesWhy critical for MCX
Customer journey designMapping touch-points, identifying friction, optimising flowsMachine customers follow logical paths; journey expertise translates directly.
Experience researchUnderstanding needs, behaviour analysis, pain-point identificationMachine customer needs are explicit but require interpretation and optimisation.
Trust and relationship buildingBuilding confidence, managing expectations, maintaining loyaltyMachine trust signals are performance-based but require the same strategic thinking.
Problem solvingRoot-cause analysis, solution design, process improvementMachine customer problems are logical puzzles requiring systematic problem solving.

Emerging MCX skills

Your competitive advantage: few people have these yet.

Machine-readable design

Creating content and experiences optimised for algorithmic consumption.

Algorithmic decision modelling

Understanding how machines make choices and optimising logical decision trees.

Hybrid experience orchestration

Designing seamless human-machine customer interactions.

Trust signal architecture

Building confidence systems that machines can evaluate and act upon.