SFIA View: AI and ML view

Skills at a glance

Skills by category

Category	Skill	Levels
AI direction, investment and value	Strategic planning ITSP				4	5	6	7
	Enterprise and business architecture STPL					5	6	7
	Business situation analysis BUSA		2	3	4	5	6
	Feasibility assessment FEAS		2	3	4	5	6
	Emerging technology monitoring EMRG				4	5	6
	Innovation management INOV					5	6	7
	Investment appraisal INVA				4	5	6
	Portfolio management POMG					5	6	7
	Benefits management BENM			3	4	5	6
	Product management PROD		2	3	4	5	6
	Sustainability SUST				4	5	6
	Financial analysis FIAN		2	3	4	5	6
	Budgeting and forecasting BUDF		2	3	4	5	6
	Cost management COMG		2	3	4	5	6
AI governance, risk, ethics and accountability	Governance GOVN						6	7
	Risk management BURM		2	3	4	5	6	7
	Stakeholder relationship management RLMT				4	5	6	7
	Artificial intelligence (AI) and data ethics AIDE			3	4	5	6
	Information and data compliance PEDP				4	5	6
	Audit AUDT		2	3	4	5	6	7
Problem framing, process and human interaction	Requirements definition and management REQM		2	3	4	5	6
	Business process improvement BPRE		2	3	4	5	6	7
	User research URCH		2	3	4	5	6
	User experience analysis UNAN		2	3	4	5
	User experience design HCEV		2	3	4	5	6
	User experience evaluation USEV		2	3	4	5	6
Data for AI	Data management DATM		2	3	4	5	6
	Data engineering DENG		2	3	4	5	6
	Data modelling and design DTAN		2	3	4	5
	Information management IRMG			3	4	5	6	7
	Analytical classification and coding ANCC		2	3	4	5	6
	Data analytics DAAN		2	3	4	5	6	7
AI model development, research and experimentation	Machine learning MLNG		2	3	4	5	6
	Data science DATS		2	3	4	5	6
	Formal research RSCH		2	3	4	5	6
	Numerical analysis NUAN				4	5	6	7
	High-performance computing HPCC				4	5	6	7
	Methods and tools METL		2	3	4	5	6
Engineering AI-enabled systems	Solution architecture ARCH				4	5	6
	Systems design DESN		2	3	4	5	6
	Software design SWDN		2	3	4	5	6
	Programming/software development PROG		2	3	4	5	6
	Infrastructure design IFDN		2	3	4	5	6
	Systems integration and build SINT		2	3	4	5	6
	Configuration management CFMG		2	3	4	5	6
	Systems and software lifecycle engineering SLEN			3	4	5	6	7
Edge, embedded, OT and safety-related AI	Safety engineering SFEN		2	3	4	5	6
	Hardware design HWDE		2	3	4	5	6
	Real-time/embedded systems development RESD		2	3	4	5	6
	Safety assessment SFAS				4	5	6
AI Evaluation, quality and assurance	Functional testing TEST	1	2	3	4	5	6
	Non-functional testing NFTS	1	2	3	4	5	6
	User acceptance testing BPTS		2	3	4	5	6
	Quality management QUMG		2	3	4	5	6	7
	Quality assurance QUAS		2	3	4	5	6
	Measurement MEAS		2	3	4	5	6
	Service acceptance SEAC			3	4	5	6
AI security, privacy and resilience	Information security SCTY		2	3	4	5	6	7
	Information assurance INAS		2	3	4	5	6	7
	Security operations SCAD	1	2	3	4	5	6
	Vulnerability assessment VUAS		2	3	4	5
	Penetration testing PENT		2	3	4	5	6
	Identity and access management IAMT	1	2	3	4	5	6
Deployment, operation and service management	Release management RELM		2	3	4	5	6
	Deployment DEPL		2	3	4	5	6
	Continuity management COPL		2	3	4	5	6
	Availability management AVMT			3	4	5	6
	Capacity management CPMG		2	3	4	5	6
	Infrastructure operations ITOP	1	2	3	4	5
	Service level management SLMO		2	3	4	5	6	7
	Incident management USUP	1	2	3	4	5	6
	Problem management PBMG		2	3	4	5
	Application support ASUP		2	3	4	5
	Change control CHMG		2	3	4	5	6
Sourcing and external AI services	Sourcing SORC		2	3	4	5	6	7
	Supplier management SUPP		2	3	4	5	6	7
	Contract management ITCM		2	3	4	5	6	7
	Asset management ASMG		2	3	4	5	6
Organisational change and workforce capability	Project management PRMG				4	5	6	7
	Programme management PGMG						6	7
	Organisational change management CIPM		2	3	4	5	6
	Organisation design and implementation ORDI			3	4	5	6	7
	Workforce planning WFPL				4	5	6
	Job analysis and design JADN			3	4	5
	Organisational capability development OCDV					5	6	7
	Competency assessment LEDA		2	3	4	5	6
	Learning design and development TMCR		2	3	4	5
	Learning delivery ETDL		2	3	4	5
	Professional development PDSV				4	5	6
	Knowledge management KNOW		2	3	4	5	6	7