Analytical & Technical SkillsCore Data Management SkillsGovernance & ComplianceStrong SQL and Database KnowledgeLeadership & Stakeholder Management
Manufacturing & Technical SkillsAnalytical & Problem Solving SkillsQuality & ComplianceLeadership & Stakeholder ManagementProject Management Skills
Quality & Compliance SkillsProcess Development and ValidationManufacturing & Operations SkillsAnalytical & Data SkillsLeadership & Management Skills
Program & Transformation ManagementTechnical & Architecture UnderstandingIAM Domain ExpertiseRisk & Governance LeadershipAssurance, Audit & ControlsLeadership & Stakeholder Management
Core IAM & Security SkillsTechnical & Tools ExpertiseProgram & Project ManagementRisk, Compliance & GovernanceLeadership & Soft Skills
Risk, Safety & GovernanceAgentic AI Technical LiteracyTeam Leadership & Delivery OwnershipAgentic AI Product StrategySystem Design OversightEvaluation & Quality Frameworks
Scalable Engineering & MLOpsAdvanced Data Science MasteryAgentic AI System DesignPlanning & Reasoning SystemsLLM & Foundation Model DepthMemory & Knowledge Systems
Core Data Science FoundationsAgentic AI / Autonomous Systems SkillsLLM & Foundation Model ExpertiseAgent Design & OrchestrationPlanning & Reasoning Architectures
Product KnowledgeIndustry & Product KnowledgeMarket & Project KnowledgeCompliance & RegulationsSales & Business Development Skills
Integration Architecture (Core Foundation)Cloud & Platform EngineeringData Integration & TransformationMessaging & Streaming SystemsAPI Strategy & Governance