SFIA Reference: DATM Level 4/5 Data Architect (Grade 3) Competency Description Designs enterprise data architecture and modelling patterns that support business agility, reporting, and data governance. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
(Revised for SFIA-8 Alignment) Overview As a Data Architect (Grade 3), you design and evolve data architectures that underpin reliable, scalable, and secure data systems. Working across data domains, you shape how data is structured, integrated, and governed across platforms and applications. You collaborate with engineers, analysts, scientists, and governance teams to ensure that enterprise … Read more
SFIA Reference: RLMT / METL Level 4/5 Data Scientist (Grade 3) Competency Description Works in cross-functional Agile teams to iterate on solutions, manage backlogs, and engage stakeholders. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
SFIA Reference: SCAD Level 4 Data Scientist (Grade 3) Competency Description Ensures responsible AI practices, including fairness, explainability, and compliance with data privacy regulations. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
SFIA Reference: INOV Level 4/5 Data Scientist (Grade 3) Competency Description Explores emerging tools and techniques and applies research methods to evaluate novel approaches. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
SFIA Reference: INCA / SWDN Level 4/5 Data Scientist (Grade 3) Competency Description Packages and deploys models into production pipelines and maintains model lifecycle using MLOps practices. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
SFIA Reference: TECH Level 4/5 Data Scientist (Grade 3) Competency Description Visualises insights and communicates findings through clear narratives tailored to different audiences. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
SFIA Reference: DENG Level 4 Data Scientist (Grade 3) Competency Description Prepares data and engineers features to improve model performance and maintain data quality. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
SFIA Reference: DSCI Level 4/5 Data Scientist (Grade 3) Competency Description Develops and evaluates statistical and machine learning models to support predictive or classification tasks. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources
SFIA Reference: DTAN Level 4/5 Data Scientist (Grade 3) Competency Description Frames analytical problems in collaboration with stakeholders and conducts exploratory data analysis to surface patterns, correlations, and anomalies. Learning Outcomes Evidence Requirements Level 4: Suggested Learning Activities Recommended Resources