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	Head of analytics engineering	8c	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					
Analytics engineer	Head of analytics engineering	8c	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	practitioner	3	You can: - understand and help teams to apply a range of techniques for data profiling - source system analysis from a complex single source - bring multiple data sources together in a conformed model for analysis					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - advocate for adoption of unfamiliar and emerging technologies, or familiar technologies in new data contexts, ensuring organisation objectives, user needs, and operational constraints inform decisions - develop organisational capability in data innovation through leadership - anticipate future technology changes and advise how to take advantage of them to realise value from data					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - understand different ways to model data to maximise its use and value - ensure data is modelled appropriately, and modelling standards exist and are complied with - understand a number of data integration tools and patterns, and ensure your teams have the support and training needed to use the most appropriate methods - build relationships with other senior data professionals (in fields such as data architecture, data engineering and data science) to share best practice and continually improve data modelling and integration processes and standards					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - identify how metadata repositories can support different areas of the organisation - communicate the value of metadata repositories - set up robust governance processes to keep repositories up to date					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - anticipate problems and defend against them at the right time - understand how a problem fits into the larger picture - identify and describe problems, and help others to describe them - build problem-solving capabilities in others					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - set standards for programming tools and techniques - select appropriate development methods for a problem - advise on the application of standards and methods that ensure security, maintainability and compliance - take technical responsibility for all stages of a software development project, providing technical advice and guidance to stakeholders					
Analytics engineer	Head of analytics engineering	8c	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	working	2	You can: - review requirements and specifications, and define test conditions - identify issues and risks associated with work - analyse and report test activities and results					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - design data architecture that deals with problems across the enterprise - work across all organisational subject areas and internal and external programmes					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - shape organisational strategy using a deep understanding of the health and care system - represent the organisation with health and care partners and leaders - anticipate how policy and service changes will affect digital services and care 					
Analytics engineer	Head of analytics engineering	8c	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 					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - set data quality standards for the organisation and its partners - lead data quality improvement programmes 					
Analytics engineer	Head of analytics engineering	8c	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	practitioner	3	You can: - design data models and reference sets using clinical terminologies - map between terminologies and classifications, and explain the limits of a mapping - advise teams on terminology use in products and analytics 					
Analytics engineer	Head of analytics engineering	8c	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	expert	4	You can: - lead managers and shape the culture of a large area - design workforce plans and organisational change - coach leaders and resolve complex people issues 					
Analytics engineer	Head of analytics engineering	8c	Budget management	this reference		http://data.europa.eu/esco/skill/21c5790c-0930-4d74-b3b0-84caf5af12ea; http://data.europa.eu/esco/skill/74688c5d-2af1-4f7a-9d1c-00e808eaa1e6	practitioner	3	You can: - hold and manage a budget, forecasting and explaining variances - build a business case with costs and benefits