Category: Save/Destroy

New

• Is aware of relevant data classifications and coding protocols, and their proper application to data in general.
• Knows who to consult for expert knowledge.

Proficient

• Has a comprehensive knowledge of data classifications and coding protocols.
• Knows where to obtain expert advice about coding and classifications as needed.

Expert

• Is consulted regularly by others about data classifications and coding protocols.
• Can employ conceptual frameworks in support of data classification and coding.

New

• Can identify a successful process/system/ product.
• Can identify deficiencies in current processes/systems/ products.    

Proficient

• Can identify deficiencies in current processes/systems/ products, gain the required approval to make changes, and lead the implementation of those changes.

Expert

• Thinks strategically to assess current processes/systems/ products across a broad context.
• Develops improvements where needed and encourages others to think critically about processes/systems/products relevant to them.
• Advises those leading changes to processes/ systems/products, measures resultant benefits, and makes recommendations.

New

• Can formulate research questions with guidance and consider the appropriate approaches and measures to resolve those questions.

Proficient

• Can identify and structure relevant research questions for specific needs, and develop the approach and specific measures to resolve those questions.

Expert

• Uses a range of techniques to assess data needs and identify gaps, towards the formulation of appropriate research questions.
• Can communicate research questions to a range of audiences.
• Can collaborate with stakeholders and users to develop approaches to resolve those questions.

New

• Is aware of data governance frameworks and policies.
• Knows where to obtain advice on governance as required.

Proficient

• Can contribute to the creation of internal policies in support of data governance.
• Can educate others in the importance of good data governance practice.

Expert

• Is consulted regularly about data governance.
• Can formulate and advise on data governance policies and contribute to the structure of organisational data governance frameworks.
• Can provide data governance thought leadership across broader data use contexts.

New

• Is familiar with organisational data assets relevant to their work.
• Understands how those assets contribute value to the organisation.

Proficient

• Has extensive knowledge of the organisation's data assets, including a comprehensive understanding of how their fitness for purpose translates to value for the organisation.

Expert

• Has a comprehensive understanding of the data assets available to the organisation and understands how those assets contribute strategic value.
• Looks for new ways to obtain value from those assets.
• Can advise on how organisational data assets contribute value in broader data contexts.

New

• Is familiar with statistical methodologies relevant for their work.
• Maintains a basic understanding of the concepts underpinning those methodologies.

Proficient

• Has a comprehensive understanding of a wide range of statistical concepts, methodologies, and their appropriate application.
• Can explain their proper use to others.

Expert

• Is consulted regularly by others for their understanding of statistical concepts and their advice on the proper use of statistical methods.
• Leads efforts to apply good statistical practice.
• Can develop statistical training for others.

New

• Understands that the data they work with can be used more widely.
• Is familiar with basic open data measures to support the re-use of their data by others.

Proficient

• Understands and can articulate the value of data in terms of use and re-use.
• Implements a variety of techniques to ensure data is open and can be used beyond the specific purpose for which it was collected.
• Can advise others on approaches to make data re-usable.

Expert

• Is consulted regularly as a leading strategic adviser on the use of organisational data assets.
• Is consulted on the design and management of those assets as open data, to promote re-use and ongoing value across wider contexts.

New

• Can access data and information management principles and associated guidelines.
• Knows where to obtain advice on the application of good data and information management practice.

Proficient

• Has a comprehensive knowledge of the organisation's data and information management principles and guidelines and can apply them to support good data practice.
• Can advise others on the proper application of data and information management concepts.

Expert

• Is an expert resource for implementing and shaping the organisation's strategic use of data and information management good practice, and can advise others
• Represents a point of contact for data and information management leads in other organisations.