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 analyst	Senior data analyst	7	Applying statistical and analytical tools and techniques	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/c95c29fe-3971-46b7-80e9-1f7e75ba99b3	practitioner	3	You can: - lead the development of valuable statistical insights and reports - identify and apply a range of statistical and analytical techniques and tools, and support others in applying them - quality assure statistical techniques and analytical outputs across a team - engage with stakeholders and share statistical and analytical techniques to increase understanding and trust					
Data analyst	Senior data analyst	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	practitioner	3	You can: - listen to and interpret the needs of technical and non-technical stakeholders, and manage their expectations - manage active and reactive communication - support or host difficult discussions within the team or with diverse senior stakeholders					
Data analyst	Senior data analyst	7	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					
Data analyst	Senior data analyst	7	Data management	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/9ff9db9d-d14b-426e-83f3-e7449af6c79f; http://data.europa.eu/esco/skill/03a74eee-2dc6-4147-8667-5cdeb65f122d; http://data.europa.eu/esco/skill/f2fdd2db-8755-4540-8af8-b46f2c0de95f	practitioner	3	You can: - advocate for effective data governance and data management policies and guidelines within your team and across your organisation - monitor and improve data management practices in your team - help define, develop and support the use of data management tools, procedures and methods in compliance with data governance policies					
Data analyst	Senior data analyst	7	Data preparation and linkage	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/1b70a55d-b8a4-49fc-96c6-15ab4cff2522; http://data.europa.eu/esco/skill/50b100ea-74fd-4706-99db-3e4ca55e51b8; http://data.europa.eu/esco/skill/46ec0033-3c71-415e-bcff-b065675ba2dc	practitioner	3	You can: - plan the framework of an analytical data model based on appropriate data sources - support the implementation of data models using appropriate tools and systems - ensure your team understands the importance of data quality and modelling					
Data analyst	Senior data analyst	7	Data visualisation	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/c3e36d05-8ae8-447f-bb2b-6f9409f85389; http://data.europa.eu/esco/skill/c0326e27-5fa8-4dca-aecb-ed89ab491513; http://data.europa.eu/esco/skill/65e58886-bd1e-4c5b-8ca5-8d9b353c8aa1	practitioner	3	You can: - use a range of data visualisations to simplify a complex story - adapt a story to the needs of multidisciplinary stakeholders - advise and support others in developing inclusive, accessible data visualisations that recognise different user needs - suggest improvements to data visualisation processes and standards to increase efficiency and quality					
Data analyst	Senior data analyst	7	Delivering business impact through data	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/be20d05c-f6b4-4580-9fcf-f00f4baab562; http://data.europa.eu/esco/skill/ee7f90cc-922e-4da7-a7ae-83c2688fed10	practitioner	3	You can: - lead and support others in using data to deliver business impact - define and communicate the scope of the business impact you deliver so the value is clear - identify opportunities to develop data products that deliver business impact - develop and deliver scalable data products that align to organisational priorities and enable decision making					
Data analyst	Senior data analyst	7	Developing code for analysis	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/f9670490-8aa4-4540-b121-d440a8294aab; http://data.europa.eu/esco/skill/51586df8-1c46-4b47-8583-773cb63bf00b; http://data.europa.eu/esco/skill/ccd0a1d9-afda-43d9-b901-96344886e14d	practitioner	3	You can: - design and implement the analytical approach, including code, using appropriate standards and tests - lead collaboration to review and improve analytical approaches, including shared code - guide others in producing analytical approach documentation, identifying improvements					
Data analyst	Senior data analyst	7	Managing a data project	UK GDaD PCF	https://understand-digital-data-roles-skills.service.gov.uk/skills/	http://data.europa.eu/esco/skill/3c76296d-4bbd-44ba-8eaa-95bf275f79b7; http://data.europa.eu/esco/skill/cd5efa8c-e44d-4cbc-91c6-796018dbed68	practitioner	3	You can: - identify and define a problem statement - apply and share project management methodologies, including tools and techniques - plan and implement different stages of the data project life cycle - communicate progress of data projects with stakeholders - adapt teams' ways of working to deliver different project outcomes and requirements					
Data analyst	Senior data analyst	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	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 					
Data analyst	Senior data analyst	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 analyst	Senior data analyst	7	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	practitioner	3	You can: - define data quality rules and measures - work with data providers to fix the root causes of poor quality 					
Data analyst	Senior data analyst	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 analyst	Senior data analyst	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 analyst	Senior data analyst	7	Equality, diversity, and inclusion	this reference		http://data.europa.eu/esco/skill/f0b45409-42ca-42bc-a701-041e594d0657; http://data.europa.eu/esco/skill/b55f61a4-5f9e-4741-ba95-9ac04b64119b	working	2	You can: - recognise and challenge behaviour that excludes others - consider different needs when you plan your work