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	Senior data 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	working	2	You can: - communicate effectively with technical and non-technical stakeholders - support and host discussions within a multidisciplinary team, with potentially difficult dynamics - be an advocate for the team externally - manage differing stakeholder perspectives					
Data engineer	Senior data engineer	7	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	Senior data engineer	7	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	practitioner	3	You can: - consistently apply data ethics, legislation, internal procedures, policies and technologies to ensure secure data handling - help ensure your team remain compliant by identifying and addressing current and potential data compliance and ethical issues - guide and support others in addressing data compliance issues					
Data engineer	Senior data engineer	7	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	practitioner	3	You can: - lead the implementation of complex or large-scale data solutions - apply appropriate technology and techniques to ensure data solutions are secure and scalable - identify and implement continuous improvement to the operation and performance of data solutions					
Data engineer	Senior data engineer	7	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	working	2	You can: - experiment with unfamiliar and emerging technologies, or familiar technologies in new data contexts, with guidance - share what you learn with the team, explaining potential benefits, risks, and practical considerations - identify opportunities to apply technology to improve data processes or outcomes in an operational setting or the wider organisation					
Data engineer	Senior data engineer	7	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	practitioner	3	You can: - select the most appropriate techniques for different integration scenarios - evaluate and lead the implementation of integration using varied approaches that ensure security, efficiency and compliance					
Data engineer	Senior data engineer	7	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	practitioner	3	You can: - produce relevant data models across multiple subject areas - explain which models to use for which purpose - understand industry-recognised data modelling patterns and standards, and when to apply them - compare and align different data models					
Data engineer	Senior data engineer	7	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	practitioner	3	You can: - design an appropriate metadata repository - suggest changes to improve current metadata repositories - understand a range of tools for storing and working with metadata - advise less experienced members of the team about metadata management					
Data engineer	Senior data engineer	7	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	working	2	You can: - initiate and monitor actions to investigate patterns and trends to resolve problems - effectively consult specialists where required - determine the appropriate resolution and assist with its implementation - determine preventative measures					
Data engineer	Senior data engineer	7	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	practitioner	3	You can: - lead the design, code, testing and deployment of secure, resilient and maintainable solutions - continuously improve the codebase and reliability of solutions - create automation to improve the software development life cycle - work with others to implement standards and good practice to ensure security, testability and maintainability of solutions					
Data engineer	Senior data 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 					
Data engineer	Senior data 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	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 					
Data engineer	Senior data 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	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 					
Data engineer	Senior data engineer	7	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	working	2	You can: - find and use the right codes for a data item or form - use terminology browsers and reference sets 					
Data engineer	Senior data engineer	7	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	practitioner	3	You can: - design pseudonymisation and linkage methods that keep identifiers separate from analysis data - assess the re-identification risk of a data set or publication and choose suitable controls - advise teams on safe settings, such as trusted research environments 					
Data engineer	Senior data 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