10  Resources

Important

This version of the AQuA book is a preliminary ALPHA draft. It is still in development, and we are still working to ensure that it meets user needs.

The draft currently has no official status. It is a work in progress and is subject to further revision and reconfiguration (possibly substantial change) before it is finalised.

10.1 Written resources

The key additional resources referred to in the AQuA Book:

10.1.1 Guidance and advice for performing analysis

10.1.2 Guidance and advice for performing assurance

  • The Department for Education’s Quality Assurance Maturity Model (hyperlink required) helps to evaluate organisational strengths and weaknesses in Quality Assurance related to analysis.
  • The National Audit Office Framework to review models provides a structured approach to review models which organisations can use to determine whether the modelling outputs they produce are reasonable, robust and have a minimal likelihood of errors being made.
  • Department for Energy Security and Net Zero modelling tools and QA guidance provides resources to help quality assure new and existing models, including those developed by third parties.
  • Introduction to AI assurance outlines considerations for the design and assurance of AI models, including risk assessment, bias audits and considering the ongoing ‘health’ of the model.
  • The Duck Book provides guidance on assuring code.

10.1.3 Guidance and advice for communicating analysis

10.2 External sources of quality assurance

The Government Actuary’s Department (GAD) can provide expert quality assurance reviews of models across the public sector. GAD are a team of financial risk professionals and are experts in reviewing models on all modern platforms, including Excel, R, and Python. As a non-ministerial department, GAD can offer unique support from within government.