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
(Revised for SFIA-8 Alignment) Overview As a Data Scientist (Grade 3), you develop, prototype, and deliver analytical models that generate meaningful insights and decision support across the business. You combine statistical knowledge, machine learning techniques, and business acumen to discover opportunities in data and communicate outcomes effectively. You will collaborate closely with Data Engineers, Analysts, … Read more
SFIA Reference: METL Level 4/5 Data Engineer (Grade 3) Competency Description Drives iterative delivery and feedback-driven improvements in data engineering workflows. Learning Outcomes Evidence Requirements Level 4: Level 5: Suggested Learning Activities Recommended Resources
SFIA Reference: TECH Level 4 Data Engineer (Grade 3) Competency Description Partners across teams to provide datasets optimised for analysis, reporting, or machine learning. Learning Outcomes Evidence Requirements Level 4: Level 5: Suggested Learning Activities Recommended Resources
SFIA Reference: SCAD Level 4/5 Data Engineer (Grade 3) Competency Description Implements access controls, data classification, and auditing to ensure data security and regulatory compliance. Learning Outcomes Evidence Requirements Level 4: Level 5: Suggested Learning Activities Recommended Resources
SFIA Reference: DESN Level 4/5 Data Engineer (Grade 3) Competency Description Improves query, job, and resource performance while managing cost within cloud data platforms. Learning Outcomes Evidence Requirements Level 4: Level 5: Suggested Learning Activities Recommended Resources