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	Lead machine learning engineer	8b	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	Lead machine learning engineer	8b	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	expert	4	You can: - mediate between people and strengthen relationships, adopting the appropriate communication method with stakeholders at all levels - manage stakeholder expectations and moderate difficult discussions about high risk and complex topics, even within constrained timescales - speak on behalf of, and represent the community to, large audiences inside and outside the organisation					
Machine learning engineer	Lead machine learning engineer	8b	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	Lead machine learning engineer	8b	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	expert	4	You can: - be a leader in the data science space - demonstrate in-depth knowledge of data science tools and techniques, which you can use to solve problems creatively and to create opportunities for your team - act as a coach, inspiring curiosity and creativity in others - demonstrate in-depth knowledge of your chosen profession and keep up to date with changes in the industry - challenge the status quo and always look for ways to improve data science					
Machine learning engineer	Lead machine learning engineer	8b	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	expert	4	You can: - advise on the right way to apply standards and methods to ensure compliance - maintain technical responsibility for all the stages and iterations of a software development project - provide technical advice to stakeholders and set the team-based standards for programming tools and techniques					
Machine learning engineer	Lead machine learning engineer	8b	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	expert	4	You can: - establish standards and procedures across a service product life cycle, including the development product life cycle, and can ensure that practitioners adhere to these - manage resources to ensure that the systems integration function works effectively					
Machine learning engineer	Lead machine learning engineer	8b	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	practitioner	3	You can: - analyse how a service fits into care pathways across organisations - work with clinicians, care staff, and patients to shape digital services - explain the effect of digital decisions on care, safety, and staff workload 					
Machine learning engineer	Lead machine learning engineer	8b	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	practitioner	3	You can: - lead hazard identification and risk assessment for a product or change - write and maintain hazard logs and clinical safety case reports - agree risk controls with product teams and check that they work - advise teams on applying clinical risk management standards 					
Machine learning engineer	Lead machine learning engineer	8b	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	practitioner	3	You can: - lead data protection impact assessments and information sharing agreements - advise teams on lawful basis, consent, confidentiality, and retention - investigate incidents and recommend improvements 					
Machine learning engineer	Lead machine learning engineer	8b	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	practitioner	3	You can: - design and build integrations using FHIR, HL7 version 2, and messaging patterns - write and profile FHIR resources and implementation guides - resolve complex mapping and data quality issues between systems 					
Machine learning engineer	Lead machine learning engineer	8b	Medical device software regulation	this reference		http://data.europa.eu/esco/skill/f453b1a6-c7db-4d9d-9ba3-47c45159bfe3	practitioner	3	You can: - assess whether a product is a medical device, and its likely class - plan the regulatory work for a product with quality and clinical colleagues 					
Machine learning engineer	Lead machine learning engineer	8b	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	expert	4	You can: - set the organisation's standards for assuring and monitoring AI in care - lead the assurance of high-risk models before and after deployment - represent the organisation with regulators and partners on safe and fair AI 					
Machine learning engineer	Lead machine learning engineer	8b	People management	this reference		http://data.europa.eu/esco/skill/339ac029-066a-4985-9f9d-b3d7c8fea0bb; http://data.europa.eu/esco/skill/add39442-b8ca-4412-8156-391db53b0c5d	working	2	You can: - supervise day-to-day work and give feedback - take part in recruitment and induction - hold regular one-to-one conversations