• The extent to which an output makes an important and innovative contribution to understanding and knowledge in the field. For software this might include, but is not limited to: 

    • Implementation of a novel algorithm
    • Development of innovative research methods
    • A solution to a problem that has not been solved before in practice
    • Interpretation of or engagement with novel forms or scales of data
    • Improvement in the scale, resolution or accuracy at which research can be performed
  • The extent to which the work has influenced, or has the capacity to influence, knowledge and scholarly thought, or the development and understanding of policy and/or practice. For software this might include, but is not limited to: 

    • Enabling or accelerating significant research advances
    • Enabling research or thinking that was not previously possible
    • Influencing policy, practice or users/audiences
    • Being used by a large number of researchers, or within a diverse range of disciplines
  • Rigour is the extent to which the work demonstrates intellectual coherence and integrity, and adopts robust and appropriate concepts, analyses, sources, theories and/or methodologies. For software this might include, but is not limited to: 

    • Being used to produce peer-reviewed research outputs
    • Clear documentation that explains: 
      • The software purpose and intended users, including the research context
      • How the software works, including the research process it enables
      • Architecture and design rationale, to provide confidence in the appropriateness of the approach
    • Practices to improve reproducibility of results, e.g. automation, recording of provenance, use of standard data formats
    • A clear strategy for internal software quality assurance, e.g. a unit test suite to provide confidence in research results, and consistent coding standards to ensure readability of code
    • Formal verification
    • Adoption of community-accepted standards
    • Certification
    • Code and documentation held in version control
    • Regular releases
    • Structured end-user evaluation
    • Quality-based peer review (e.g. publishing a software paper in a specialist software journal, or receiving an ACM artefact badge)

Visit www.software.ac.uk/REF2021guidance for more info.