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The knowledge lexicon

EPISTEMICS The vocabulary of knowing — how data becomes information, information becomes knowledge, and knowledge becomes wisdom, judgment and impact. Chips in navy link to full library entries.

The ladder of knowing

Signals Data Information Knowledge Know-how Skill Competence Capability Expertise Insight Wisdom Judgment Decision Action Impact

Every knowledge object in this library sits somewhere on this ladder. The aim is not more data — it is the climb toward judgment and impact.

The six layers

Data layer

Raw facts.

datadatasetdatapointobservationvariablemetricindicatormeasurementevidencesignalrecordsampleinputtelemetrystatisticsmetadata

Information layer

Data given meaning.

informationbriefingsummaryreportdigestfindingsprofilenarrativecontextinterpretationexplanationannotationdocumentation

Knowledge layer

Information understood.

knowledgeunderstandingcomprehensionawarenessliteracyfamiliaritydomain knowledgesubject masteryinstitutional memorytacit knowledgeexplicit knowledge

Know-how

Practical application.

know-howcraftsmanshipmethodologyoperating procedurebest practiceworkflowplaybooktoolkitprocessimplementation guideexecution modeloperating model

Competency

Professional capability.

competencycapabilityproficiencyaptitudeexpertisemasteryspecializationcross-functionalityversatilitygeneralism

Intelligence

Information prepared for decisions.

market intelligencecompetitive intelligencebusiness intelligencecustomer intelligencegeopolitical intelligencestrategic intelligenceoperational intelligencepredictive intelligencecommercial intelligence

Ten types of knowledge

Declarative“I know that.”
Procedural“I know how.”
Conditional“I know when.”
Strategic“I know why.”
Experiential“I've done it.”
Tacit“I can do it intuitively.”
Explicit“I've documented it.”
Collective“My team knows.”
Machine“My AI knows.”
Institutional“The organisation remembers.”

Knowledge-management vocabulary

knowledge repositoryknowledge ecosystemknowledge architectureknowledge managementknowledge lifecycleknowledge captureknowledge curationknowledge codificationknowledge retrievalknowledge sharingknowledge reuseknowledge governanceknowledge transferknowledge discoveryknowledge engineeringKnowledgeOpsknowledge graphknowledge commonsinstitutional memory

Decision-intelligence vocabulary

decision intelligencedecision supportdecision architecturedecision sciencedecision qualitydecision treesscenario planningsensitivity analysisrisk analysisforecastingsimulationoptimizationtrade-off analysispriority matrixportfolio analysis

Systems vocabulary

systemsubsystemarchitectureplatforminfrastructurepipelinefeedback loopleverage pointemergencecomplex adaptive systemsinterdependencyintegrationmodularityscalabilityresiliencerobustnessinteroperabilityorchestrationgovernancelifecycle

Creativity vocabulary

ideationconceptualizationcompositionimprovisationiterationexperimentationexpressionnarrativesemioticssymbolismaestheticscreative directioncreative systemsgenerative creativityalgorithmic creativityhuman-AI creativity

The creative engine of the estate — explored in practice at MusicMuse and Philojain, where art, ingenuity and AI meet.

The full maturity ladder

Data Information Knowledge Know-how Skill Competence Capability Expertise Insight Intelligence Judgment Decision Execution Results Experience Wisdom Teaching Legacy

Take The knowledge lexicon further

Master The knowledge lexicon in the Masterclass →Work with Amit on this →

Amit Jain — 25+ years across brand strategy, global marketing, AI & education. Individual, corporate & custom programmes, certificate on completion.