Data engineering
Data engineering involves ensuring the correct systems are available to enable the collection, analysis and extrapolation of data.
المستويات
- 1. إلمام
You can:
- explain why you need engineering support to design and provide products for the organisation
- explain why you need to cleanse and prepare data for use in data science products
- explain different architectures, including cloud and on-premise, and data manipulation and transformation tools
- 2. ممارسة
You can:
- identify the appropriate engineering support to design and provide products for the organisation
- recognise the processes and tools for cleansing and preparing data, and put reusable processes and checks in place
- use different architectures, including cloud and on-premise
- use data manipulation and transformation tools
- 3. تمكّن
You can:
- work with data engineers and data scientists to design and provide products for the organisation
- 4. خبرة
You can:
- help to identify the data engineering requirements for any data science product, while working with data engineers and data scientists to design and deliver those products into the organisation effectively
- understand the need to cleanse and prepare data before including it in data science products and can put reusable processes and checks in place
- understand a broad range of architectures, including cloud and on-premise, and data manipulation and transformation tools deployed within the organisation, and can use these tools appropriately and help others use them
Contains public sector information from the UK Government Digital and Data Profession Capability Framework (https://understand-digital-data-roles-skills.service.gov.uk/), licensed under the Open Government Licence v3.0. © Crown copyright.
أقرب مهارات ESCO
Contains ESCO v1.2.1 data (https://esco.ec.europa.eu/). © European Union. Reuse authorised under Commission Decision 2011/833/EU.
مستويات الأدوار التي تتوقع هذه المهارة
| مستوى الدور | الدور | الفئة | المستوى المتوقع |
|---|---|---|---|
| عالم بيانات متدرب | عالم بيانات | 4 | إلمام |
| عالم بيانات مشارك | عالم بيانات | 5 | ممارسة |
| عالم بيانات | عالم بيانات | 6 | تمكّن |
| عالم بيانات رئيسي | عالم بيانات | 7 | خبرة |
| عالم بيانات قائد | عالم بيانات | 8a | خبرة |
| رئيس علم البيانات | عالم بيانات | 8b | تمكّن |