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
Analytics engineer	Analytics 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	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					
Analytics engineer	Analytics 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					
Analytics engineer	Analytics 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					
Analytics engineer	Analytics engineer	6	Data modelling, cleansing and enrichment	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/50b100ea-74fd-4706-99db-3e4ca55e51b8; http://data.europa.eu/esco/skill/07889c08-7220-47c8-96f7-6068fbea00dc	working	2	You can: - produce data models and understand where to use different types of data models - understand different tools and can compare different data models - reverse-engineer a data model from a live system - understand industry-recognised data modelling patterns and standards					
Analytics engineer	Analytics 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					
Analytics engineer	Analytics 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					
Analytics engineer	Analytics 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					
Analytics engineer	Analytics engineer	6	Testing	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/913e7e83-b8f8-4574-b1ca-1b38f3fd974a; http://data.europa.eu/esco/skill/85f46538-ae70-498a-bfbc-b8ddafe96c7d; http://data.europa.eu/esco/skill/ce354460-500e-4eaa-8e95-8f243fcea3db	awareness	1	You can: - correctly execute test scripts under supervision - understand the role of testing and how it works					
Analytics engineer	Analytics engineer	6	Turning business problems into data design	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/07e51c60-763a-4335-b4ec-70a15f66d328; http://data.europa.eu/esco/skill/fbafa41f-cd05-4109-a649-8b44d306d779; http://data.europa.eu/esco/skill/b04f377b-ee80-4b38-aca1-19d266a23b17	working	2	You can: - design data architecture by dealing with specific business problems and aligning it to enterprise-wide standards and principles - work within the context of well understood architecture, and identify appropriate patterns					
Analytics engineer	Analytics 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 					
Analytics engineer	Analytics 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 					
Analytics engineer	Analytics engineer	6	Data quality management	this reference		http://data.europa.eu/esco/skill/713fb616-118e-40bc-9366-4a69879a49d5; http://data.europa.eu/esco/skill/54c9c155-9293-4329-8ed2-2e76e8b519d4; http://data.europa.eu/esco/skill/cc7370dd-69fa-4c67-a96f-d4d135d38700	working	2	You can: - run data quality checks and correct errors - explain data quality reports to colleagues 					
Analytics engineer	Analytics 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	working	2	You can: - find and use the right codes for a data item or form - use terminology browsers and reference sets 					
Analytics engineer	Analytics 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	awareness	1	You can: - explain the difference between identifiable, pseudonymised, and anonymised data - follow the organisation's rules for suppressing small numbers in outputs