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AI-504 AI & Data

Responsible AI & Governance Engineering

Operationalise responsible AI beyond policy decks: NIST AI RMF-aligned risk assessment, model documentation, bias and fairness testing, human-oversight design, and audit-ready evidence trails — learners leave with a working governance pack for one of their own use cases.

B4Professional
5modules
33skill atoms
2role journeys
Curriculum

What this course covers.

5 modules, 33 named skill atoms. Expand any module to see them.

1Governance Landscape6 skill atoms
NIST AI RMFemerging regulation mapEU AI Act risk tiersISO/IEC 42001sectoral rulesinternal policy alignment
2AI Risk Assessment6 skill atoms
use-case risk tiersharm scenariosimpacted-population analysisseverity x likelihood scoringmisuse & abuse casesresidual risk statement
3Fairness & Bias Testing7 skill atoms
metricsslicingmitigation optionsdemographic parity vs equalised oddssubgroup performance tablesproxy variable detectiontrade-off documentation
4Oversight by Design7 skill atoms
human gatesappeal pathslogging dutiesmeaningful-review criteriaoverride capturedisclosure of AI useretention periods
5Evidence & Audit Pack7 skill atoms
model cardsdecision logsassessment dossierdata provenance recordseval results attachmentsign-off trailcontrol mapping
Where it fits

AI-504 in the role journeys.

This course appears in 2 of our 45 role journeys. Here is what a learner takes immediately before and after it in each.

AI Architect

Professional stage
AI-503AI-504AI-303

AI Product Manager / BA

Professional stage
AI-508AI-504AI-216

Roles this course serves

The capability ladder

This course is authored to band B4.

Every course we run is written to one rung of the CASI ladder, so a plan can be assembled to take a team from where they are to where they need to be.

What do B1–B6 mean?The CASI Capability Ladder — click to expand

Every course targets a band on the CASI Capability Ladder — our six-band proficiency scale, anchored to open standards (O*NET, ESCO, NICE, NIST AI RMF, Bloom's). A band tells you how deep a course goes, and what evidence proves it.

What the learner can doTypical evidence
B1
AwareUnderstands concepts and vocabulary; uses tools with guidance
Knowledge checks
B2
FoundationPerforms standard tasks correctly in familiar contexts
Guided labs, autograded exercises
B3
PractitionerDelivers complete pieces of work independently
Scenario labs, proctored hands-on exams
B4
ProfessionalHandles production-grade complexity, trade-offs and failure modes
Break-fix drills, design defenses
B5
AdvancedEngineers systems end-to-end under constraints; leads others
Rubric-scored capstones, vivas
B6
ExpertSets direction; recognised authority across teams
Portfolio + panel evaluation

A note on B6. Courses in this catalog target B1–B5. B6 is not taught — it is recognised, through a portfolio and a panel, once someone is setting direction for others. Every journey here is built to land a learner at B5.

Next step

Run AI-504 for your team.

This course runs at several lengths depending on how deep you need to go and how much of it your people already have. Tell us who is being trained and we will scope it.

Add it to a training plan Talk to our team Check your team’s level free