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
Data engineer	Data engineer	6	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	awareness	1	You can: - explain why it's important to communicate technical concepts in non-technical language - explain the types of communication that can be used with internal and external stakeholders, and their impact					
Data engineer	Data engineer	6	Data analysis and synthesis	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/2b92a5b2-6758-4ee3-9fb4-b6387a55cc8f; http://data.europa.eu/esco/skill/f715be1d-5fc4-49d3-82a5-0b8090d12849	working	2	You can: - undertake data profiling and source system analysis - present clear insights to colleagues to support the end use of the data					
Data engineer	Data engineer	6	Data compliance and security	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/9a0d0abc-010d-440b-8242-7e31510471ba; http://data.europa.eu/esco/skill/a4346013-a967-4a58-a533-6b32ad1364c5; http://data.europa.eu/esco/skill/adcca622-b933-4ba3-bc43-bf371879edc3	working	2	You can: - use official data classification when authoring documents - apply internal procedures, policies and technologies to ensure secure data handling - identify and address ethical considerations when working with data - address data compliance issues using internal processes					
Data engineer	Data engineer	6	Data development process	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/2daec0e6-f0c1-43e8-8178-aedba99130ec; http://data.europa.eu/esco/skill/f9670490-8aa4-4540-b121-d440a8294aab; http://data.europa.eu/esco/skill/9d0d89be-bffa-4393-b6f6-8d05bea49051	working	2	You can: - implement simple data solutions such as data pipelines, following established approaches and standards - create repeatable, reliable and reusable data solutions					
Data engineer	Data engineer	6	Data innovation	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/8327754d-3990-4056-b07e-4faa49cfcd26; http://data.europa.eu/esco/skill/42cb7669-c371-4903-9c0b-13db67b2e4bb	awareness	1	You can: - develop a basic understanding of an unfamiliar or emerging technology, or a familiar technology in a new data context, with guidance - share what you learn with colleagues, including how it could help deliver more value from data					
Data engineer	Data engineer	6	Data integration design	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/a4a882a1-0263-4dd2-b29a-f0028cac2393; http://data.europa.eu/esco/skill/46ec0033-3c71-415e-bcff-b065675ba2dc; http://data.europa.eu/esco/skill/b0096dc5-2e2d-4bc1-8172-05bf486c3968	working	2	You can: - design simple data exchange or integration solutions using established patterns or modelling techniques - include security features in your data integration designs					
Data engineer	Data engineer	6	Data modelling	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/fbafa41f-cd05-4109-a649-8b44d306d779; http://data.europa.eu/esco/skill/fecf8a0d-62c4-4e71-9b03-0f4fc2ad7bf5	working	2	You can: - explain the concepts and principles of data modelling - produce, maintain and update relevant data models for an organisation’s specific needs - reverse-engineer data models from a live system					
Data engineer	Data engineer	6	Metadata management	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/9710092c-f174-4e84-95bf-2064d39ad7a0; http://data.europa.eu/esco/skill/03ff0d53-573a-47a0-a0ad-1995815a4339	working	2	You can: - use metadata repositories to complete complex tasks such as data and systems integration impact analysis - maintain a metadata repository to ensure information remains accurate and up to date					
Data engineer	Data engineer	6	Problem management	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/a3ce2bf7-5562-4639-9b52-fdb4850a3904; http://data.europa.eu/esco/skill/55514865-3066-4abd-86a9-dbe45a440882	awareness	1	You can: - investigate problems in systems, processes and services, with an understanding of the level of a problem, for example, strategic, tactical or operational - contribute to the implementation of remedies and preventative measures					
Data engineer	Data engineer	6	Programming and build (data and analytics 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/9d0d89be-bffa-4393-b6f6-8d05bea49051; http://data.europa.eu/esco/skill/7557f0f4-b8bc-4ac0-b91e-222ab1ba744f	working	2	You can: - design, code, test and deploy programs or scripts following standards and good practice - write readable, maintainable code - use automation to improve the software development life cycle - consider and adopt appropriate security measures in your solutions					
Data engineer	Data engineer	6	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 					
Data engineer	Data engineer	6	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 					
Data engineer	Data engineer	6	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 					
Data engineer	Data engineer	6	Clinical terminology and classification	this reference		http://data.europa.eu/esco/skill/2806260f-6399-4add-8f11-070141423f9d; http://data.europa.eu/esco/skill/49812c2d-3a36-4be8-bd41-8c0be3db7c6d	awareness	1	You can: - explain the difference between a clinical terminology and a classification - recognise common terminologies such as SNOMED CT and ICD 					
Data engineer	Data engineer	6	Pseudonymisation and disclosure control	this reference		http://data.europa.eu/esco/skill/71717c33-dd63-4acf-b052-a5fd5d9fc490; http://data.europa.eu/esco/skill/33a82b83-c838-4889-ae62-fae1317481eb	working	2	You can: - work with pseudonymised data and apply disclosure checks before releasing outputs - recognise when linked or detailed data could identify a patient 					
Data engineer	Data engineer	6	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	awareness	1	You can: - explain how health IT systems can harm patients, for example through wrong, missing, or delayed information - report a possible clinical safety issue through the right route