CWA 18398 · Annex C
The standard specifies a programme for each role: learning outcomes at programme and unit level, summative assessments, and the competences the programme covers. This page publishes those specifications.
Delivered today: six Structured Consent courses, taught and examined by KROG. See the courses you can take.
Not delivered: the 37 educational profiles and 23 standard-based courses below. They are specifications published by CWA 18398. KROG does not yet deliver them, and there is nothing to enrol in on this page.
Specification · not delivered by KROG
Leads the process of applying data analytics. Delivers insights from data by optimising the analytics process and presenting visual data representations.
Competences covered
Specification · not delivered by KROG
Oversees the quality, structure, governance, and lifecycle of data assets to ensure they are reliable, reusable, and fit for analytical and AI use.
Competences covered
Specification · not delivered by KROG
Analyses data in order to identify key insights for the organisation and ways the data can be used to solve problems. Imports, inspects, cleans, transforms, validates, models or interprets collections of data with regard to the business goals of the company. Ensures that the data.
Competences covered
Specification · not delivered by KROG
Develops the architecture needed to process, manage, and store large amounts of data.
Competences covered
Specification · not delivered by KROG
Ensures that training datasets are fit for purpose without bias.
Competences covered
Specification · not delivered by KROG
Ensures that AI initiatives are effectively aligned with the organisation’s objectives by bridging the gap between business requirements and AI solutions.
Competences covered
Specification · not delivered by KROG
Plans, designs and integrates the AI architecture.
Competences covered
Specification · not delivered by KROG
Designs the way how people experience AI-enabled products. They design interfaces, workflows, and interactions that make complex AI systems understandable, useful, and trustworthy with a focus on human needs, business goals, and machine capabilities.
Competences covered
Specification · not delivered by KROG
Builds and deploys AI models and systems.
Competences covered
Specification · not delivered by KROG
Designs and develops AI applications to meet solution specifications.
Competences covered
Specification · not delivered by KROG
Conducts research, both, in AI and ML, to explore and develop new algorithms, models, and theoretical foundations in order to advance the field of AI.
Competences covered
Specification · not delivered by KROG
Ensures AI systems meet defined standards for performance, robustness, fairness, reliability, safety, and ethical behaviour prior to release. Evaluates AI systems across a wide range of tasks, use cases, and performance metrics. Assesses model outputs for accuracy, relevance, safety, robustness, and overall quality and reviews prompts, responses, and model behaviour against established standards.
Competences covered
Specification · not delivered by KROG
Packages, releases, and promotes AI models and AI-enabled services into production environments in a secure, scalable, and repeatable manner.
Competences covered
Specification · not delivered by KROG
Develops, implements and maintains processes and tools that automate creating, training, deploying and updating ML models.
Competences covered
Specification · not delivered by KROG
Ensures AI systems and pipelines are robust, resilient, and fault-tolerant. Designs architectures and processes that prevent failures, recover from incidents, and maintain operational stability, so AI systems can be trusted to run reliably at scale.
Competences covered
Specification · not delivered by KROG
Ensures AI models and pipelines are continuously tracked, measured, and analysed. Detects anomalies, monitors model performance, and provides actionable insights to maintain accuracy, fairness, and trustworthiness in AI systems. Builds the instrumentation needed to observe AI systems and models in production.
Competences covered
Specification · not delivered by KROG
Oversees, coordinates and manages the identification, investigation, and resolution of AI system incidents while ensuring timely, accurate reporting to stakeholders and regulators. Collaborates across engineering, risk, and compliance teams to monitor AI behaviour, mitigate risks, and improve system safety and reliability.
Competences covered
Specification · not delivered by KROG
Manages and maintains the shared infrastructure, platforms, and services that support the development, deployment, and operation of AI systems at scale.
Competences covered
Specification · not delivered by KROG
Ensures the implementation of the organisation’s AI security policy by the secure and appropriate protection of AI solutions and the data they depend on.
Competences covered
Specification · not delivered by KROG
Provides remote or onsite diagnosis and user support to internal or external clients with technical issues regarding AI-enabled services.
Competences covered
Specification · not delivered by KROG
Educates and trains professionals to reach optimal AI competence to support organisation performance.
Competences covered
Specification · not delivered by KROG
Provides advice and supports understanding of how AI adds value to an organisation.
Competences covered
Specification · not delivered by KROG
Ensures that AI systems are developed, deployed, and maintained with a focus on user safety, trust, and ethical standards.
Competences covered
Specification · not delivered by KROG
Ensures AI systems are designed, developed, deployed, and used in an ethical manner, building human-centricity into design and ensuring protection of fundamental human rights across the entire lifecycle.
Competences covered
Specification · not delivered by KROG
Promotes environmentally and socially sustainable AI practices across the organisation.
Competences covered
Specification · not delivered by KROG
Optimises how humans interact with AI systems to ensure usability, trust, and effective collaboration. Assesses the interactions between AI systems and the human beings tasked with human oversight of the output.
Competences covered
Specification · not delivered by KROG
Provides leadership for the implementation of the AI transformation of the organisation, driving successful adoption of AI.
Competences covered
Specification · not delivered by KROG
Defines and implements an AI strategy, (ethics) policy, and governance across the organisation.
Competences covered
Specification · not delivered by KROG
Provides technical leadership for AI solutions, guiding architecture, model development, code quality and engineering best practices.
Competences covered
Specification · not delivered by KROG
Oversees the AI team’s people, resources, and overall performance, ensuring that the team is organised, skilled, and aligned with organisational objectives.
Competences covered
Specification · not delivered by KROG
Oversees the development, implementation, and optimisation of AI products and solutions within an organisation. Focuses on vision, requirements, roadmap, and stakeholder alignment.
Competences covered
Specification · not delivered by KROG
Manages AI operations, including the people and overall resources involved. Ensures deploying, running, and maintaining AI systems reliably in production.
Competences covered
Specification · not delivered by KROG
Plans, coordinates implementation and manages AI projects to achieve optimal performance and results, coordinating tasks, timelines and stakeholders across teams.
Competences covered
Specification · not delivered by KROG
Leads the development, implementation, and oversight of an organisation’s AI governance framework and AI policy.
Competences covered
Specification · not delivered by KROG
Assures compliance of the development, deployment, and use of AI systems with relevant laws, regulations, standards, internal policies and ethical practices.
Competences covered
Specification · not delivered by KROG
Leads and manages the organisation’s AI risk governance activities.
Competences covered
Specification · not delivered by KROG
Performs AI audits to ensure AI systems operate within established statutory, regulatory, ethical, technical and policy frameworks, standards and requirements.
Competences covered
Specified against published ISO/IEC and related standards. The source states no level for these, so none is shown — an invented level would be a fabricated requirement. Also not delivered by KROG.
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG
Specification · not delivered by KROG