role	role_level	band	skill	skill_source	pcf_reference	esco_reference	expected_level	expected_level_number	expected_level_description	self_rating	manager_rating	gap	evidence	development_action
Machine learning engineer	Senior machine learning engineer	7	Applied maths, statistics and scientific practices	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/382c11ed-20d5-4ae7-b60e-15fec527fa6c; http://data.europa.eu/esco/skill/7ee4c2ea-b349-4bd2-81a3-ec31475d4833; http://data.europa.eu/esco/skill/7a34b3d9-bd3b-4f4e-a0f6-f97439901cb7	practitioner	3	You can: - apply designated quantitative techniques such as time series analysis, optimisation and simulation to create and embed appropriate models for analysis and prediction - provide guidance on matching data sources with relevant applied mathematics and statistical techniques to meet analysis goals - apply appropriate statistical techniques to available data to discover new relations and offer insight into research problems, helping to improve organisational processes and support decision making - access and use the statistical tools available within the organisation					
Machine learning engineer	Senior machine learning engineer	7	Communicating between the technical and non-technical	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/c32ad607-0c4d-4e34-b73f-668298f7bf13	practitioner	3	You can: - listen to and interpret the needs of technical and non-technical stakeholders, and manage their expectations - manage active and reactive communication - support or host difficult discussions within the team or with diverse senior stakeholders					
Machine learning engineer	Senior machine learning engineer	7	Data ethics and privacy	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/e9575f7f-053a-439e-8074-f93df3334e92; http://data.europa.eu/esco/skill/33a82b83-c838-4889-ae62-fae1317481eb; http://data.europa.eu/esco/skill/71717c33-dd63-4acf-b052-a5fd5d9fc490	practitioner	3	You can: - work with stakeholders to identify and address ethical and privacy concerns - demonstrate and communicate how data ethical issues fit into the wider organisational context - research developments in data ethics and privacy to improve compliance and processes - assess and constructively challenge proposed data ethics policies					
Machine learning engineer	Senior machine learning engineer	7	Data science innovation	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/edebd83d-35f6-4ed5-a940-6c203d178c01; http://data.europa.eu/esco/skill/4216e465-7baa-4884-a241-54b197bb9278; http://data.europa.eu/esco/skill/8327754d-3990-4056-b07e-4faa49cfcd26	practitioner	3	You can: - demonstrate practical knowledge of data science tools and techniques - develop data science solutions that maximise insight - identify opportunities for how data science can improve data practices					
Machine learning engineer	Senior machine learning engineer	7	Programming and build (software engineering)	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/21d2f96d-35f7-4e3f-9745-c533d2dd6e97; http://data.europa.eu/esco/skill/2b7a79e5-84d8-4880-be66-3d9bb05bea17; http://data.europa.eu/esco/skill/797a4416-0b8d-44f3-8fcd-eb10bd0be6b4	practitioner	3	You can: - collaborate with others when necessary to review specifications - use the agreed specifications to design, code, test and document programs or scripts of medium-to-high complexity, using the right standards and tools					
Machine learning engineer	Senior machine learning engineer	7	Systems integration	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/6fa1c2c0-a012-4ca0-9642-e01569ba322c; http://data.europa.eu/esco/skill/ed8de897-adbe-4f0e-b4d2-534953e64c72; http://data.europa.eu/esco/skill/f6868852-9bf6-4899-a5d6-5f9532fb877d	practitioner	3	You can: - define the integration build - co-ordinate build activities across systems - understand how to undertake and support integration testing activities					
Machine learning engineer	Senior machine learning engineer	7	Understanding health and care services	this reference		http://data.europa.eu/esco/skill/9b63d92b-5a3a-46b0-b2ba-c98b39ea5aaf; http://data.europa.eu/esco/skill/6c252ea9-e7df-4f82-8035-7d7ee742ff0e	working	2	You can: - explain the clinical and care workflows your work supports - use common health care terms correctly with clinical and care colleagues - recognise when a change could affect patient care and raise it 					
Machine learning engineer	Senior machine learning engineer	7	Clinical risk management	this reference		http://data.europa.eu/esco/skill/47d491a9-f7c0-4b13-a10f-983d3aa0113e; http://data.europa.eu/esco/skill/4913d0c0-133a-4c46-aac3-f5d4989a982e	working	2	You can: - take part in hazard workshops and contribute to a hazard log - follow the clinical risk management process for your work - provide evidence for a clinical safety case, such as test results 					
Machine learning engineer	Senior machine learning engineer	7	Information governance and data protection	this reference		http://data.europa.eu/esco/skill/a4346013-a967-4a58-a533-6b32ad1364c5; http://data.europa.eu/esco/skill/51ece34f-c24e-4183-9bf4-9b6f28748aec; http://data.europa.eu/esco/skill/097c6a36-f031-4d3e-b5c1-62d6ffcb430b	working	2	You can: - apply data protection principles to your work - contribute to data protection impact assessments - handle information requests and records correctly 					
Machine learning engineer	Senior machine learning engineer	7	Health data interoperability	this reference		http://data.europa.eu/esco/skill/4f5c1208-62fd-4e5a-a51e-306c06947e11; http://data.europa.eu/esco/skill/d70701ca-d3be-44cb-963e-8e7142555144	working	2	You can: - read and use FHIR resources, profiles, and APIs - build or test simple integrations under guidance - check messages against a specification 					
Machine learning engineer	Senior machine learning engineer	7	Medical device software regulation	this reference		http://data.europa.eu/esco/skill/f453b1a6-c7db-4d9d-9ba3-47c45159bfe3	working	2	You can: - follow a software life cycle process that meets medical device standards - produce the records that such a process requires 					
Machine learning engineer	Senior machine learning engineer	7	Safe and fair AI in health care	this reference		http://data.europa.eu/esco/skill/e465a154-93f7-4973-9ce1-31659fe16dd2; http://data.europa.eu/esco/skill/e9575f7f-053a-439e-8074-f93df3334e92	practitioner	3	You can: - plan the validation, bias assessment, and live monitoring of a model with clinical colleagues - decide when a model needs retraining, restricting, or withdrawing - advise teams on when a model may be regulated as a medical device and what evidence it needs