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Data Skills for Work
Teach Data Science? Free resources for educators
Teach Data Science? Free resources for educators

This Data Lab funded project involved the Data Skills Gateway and Bayes Centre at the University of Edinburgh. The team worked with Effini to deliver a set of training materials around the learning outcomes of two national qualifications. They are designed to support online, in person, and self-directed learning that is short-term, flexible and modularised.

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ResourcesAnna Ashton Scott17 May 2024Data worker, Data literacy, Data citizen
Interpreting data
Interpreting data

This involves looking at different types (qualitative/quantitative) and features of data, such as accuracy, completeness and sample size, helping to assess its quality, spot errors, and interpret it into meaningful findings.

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FrameworkAnna Ashton Scott21 November 2022Analysis skills, Data citizen, Data worker, Skills
Driving value from data
Driving value from data

Many organisations are at an early stage of their data journey. Before they can truly embark on this, they first need to gain an understanding of how data can transform their organisation or sector.

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FrameworkGuest User21 November 2022Data leader, Data leadership skills, Skills
Data ethics
Data ethics

Learners will be able to assess the ethical implications of using data to drive decision making, including an understanding of bias/prejudice and what impact this can have on data science work.

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FrameworkGuest User21 November 2022Data citizen, Data leader, Data professional, Data worker, Data management skills, Skills
Analytical tools and visuals
Analytical tools and visuals

Using data analysis tools to explore and take meaning from data, make calculations (from taking averages to advanced analytical models) and select suitable visualisations, using commonly used platforms (particularly Excel at Citizen and Worker level).

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FrameworkAnna Ashton Scott21 November 2022Analysis skills, Data citizen, Data worker, Data professional, Skills
The use of data in society
The use of data in society

After gaining this skill, learners will have an understanding of why data is becoming more important, its impact, common sources of data, and how it is used (and misused) by individuals, organisations and across society.

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FrameworkAnna Ashton Scott1 November 2022Core skills, Data citizen, Data leader, Skills
Data concepts and roles
Data concepts and roles

This will ntroduce learners to the vocabulary used in data science and analytics and give them an understanding of the different data roles in an organisation.

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FrameworkAnna Ashton Scott30 September 2022Core skills, Data citizen, Data leader, Skills
Data systems and architecture
Data systems and architecture

Data architects work to specify organisational requirements and design and develop data systems that respond to them. They therefore have a detailed knowledge of the data flow and data processes in an organisation, and can utilise this to support improvements.

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FrameworkGuest User29 September 2022Data professional, Data engineering skills, Skills
Data protection and legislation
Data protection and legislation

An awareness of relevant legislation is important for everyone producing and handling data, particularly personal data. This includes national and international regulations, what data can be shared/published, and approaches to ensuring data is held securely.

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FrameworkGuest User29 September 2022Data citizen, Data worker, Data professional, Data leader, Skills
Data visualisation
Data visualisation

Visualising data to provide insight and tell stories through data. At Data Professional level, this would involve looking at more advanced techniques and specialist platforms.

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FrameworkGuest User29 September 2022Data worker, Data professional, Analysis skills, Skills
Geospatial mapping
Geospatial mapping

Using a geographical information system (GIS) to import, edit, manipulate and present data.

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FrameworkGuest User29 September 2022Data worker, Data professional, Analysis skills, Skills
Introduction to programming for data
Introduction to programming for data

An introduction to data science programming languages (the research indicates Python and SQL are in highest demand), and the fundamentals of using programming for data engineering and analysis.

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FrameworkGuest User29 September 2022Data worker, Analysis skills, Skills
Programming for data and advanced analytics
Programming for data and advanced analytics

Data Professionals often require an ability to take analytics a step further, using programming skills. This competency builds on existing programming skills, with an ability to use these for data collection, analysis, quality checking, and modelling in a wide variety of contexts.

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FrameworkGuest User29 September 2022Data professional, Analysis skills, Skills
Explainer: What is data literacy?
Explainer: What is data literacy?

All this talk about data literacy, but what does this actually mean? Find out how we define data literacy and why it is important for everyone to improve this skill-set.

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ExplainerAnna Ashton Scott30 March 2022Data literacy
Explainer: Why do we need data skills?
Explainer: Why do we need data skills?

Find out why the importance of data skills is being recognised in a large number, and diverse range, of job roles, and which roles are changing or disappearing.

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ExplainerAnna Ashton Scott30 March 2022
Framework: Data personas
Framework: Data personas

We define our framework across four data personas, which align with levels of data literacy. Personas are designed to help identify the skills you might need as an individual, or as an employer.

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FrameworkAnna Ashton Scott29 March 2022
Framework: Themes
Framework: Themes

Each skill or competency in the framework has been categorised according to its broad theme within the data ecosystem.

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FrameworkAnna Ashton Scott28 March 2022Themes
Data management skills
Data management skills

To make the most of data in an organisation, effective data management is crucial.

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FrameworkAnna Ashton Scott26 March 2022Data management skills, Themes
Analysis skills
Analysis skills

Analytical skills are at the heart of data science – interpreting, manipulating and driving meaning from data.

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FrameworkAnna Ashton Scott26 March 2022Analysis skills, Themes
Core skills
Core skills

Everyone can become a Data Citizen. But to do so, it’s essential to have a basic level of data literacy.

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FrameworkAnna Ashton Scott26 March 2022Core skills, Themes
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Data Skills for Work
The Data Lab
Bayes Centre
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Edinburgh
EH8 9BT

Email: skills@thedatalab.com

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