Some description about the framework.
| Plan and design | Plan stewardship and sharing of FAIR outputs |
| Model data structures and define database needs | |
| Specifying metadata and persistent id. standards | |
| Analyse requirements for services or software | |
| Appraise and select repositories for FAIR sharing | |
| Capture and process | Reuse data from existing sources |
| Manage databases | |
| Software prototyping | |
| Set up and document workflows | |
| File naming and organisation | |
| Data cleaning, processing and software versioning | |
| Integrate and analyse | Use or develop open research tools/services |
| Critical thinking and theory building | |
| Creative problem solving, flexibility | |
| Math and statistical knowledge application | |
| Data transformation and integration | |
| Data mining, querying, interpretation | |
| Predictive modelling and analytics | |
| Machine learning methods | |
| Appraise and preserve | Prepare and document for FAIR outputs |
| Data quality assurance using open standards | |
| Assess FAIRness and check policy compliance | |
| Data transfer and long-term storage | |
| Format and media migration | |
| Software review and preservation | |
| Publish and release | Publish FAIR outputs on recommended repositories |
| Access control and management | |
| Ethical application of patents, licenses | |
| Open access publishing and self-archiving | |
| Documentation for public use, lay understanding | |
| Engaging in open innovation beyond academia | |
| Expose and discover | Recognise, cite and acknowledge contributions |
| Metadata and persistent id. exposure | |
| Visualisation and presentation of results | |
| Evaluation of repository and publishing platforms | |
| Searching repositories and scientific databases | |
| Vocabulary/ ontology application | |
| Govern and assess | Develop open research strategy and vision |
| Apply policies to comply legal requirements, ethical & FAIR principles | |
| Research integrity, attribution, impact awareness | |
| Information security and risk management | |
| Data governance, handling third-party data | |
| Storage security management | |
| Contributing to quality assessment or peer review | |
| Scope and resource | Secure funding for open science /support |
| Perseverance delivering diverse open research projects | |
| Service level management | |
| Change management | |
| Workflow set-up and provenance information mgmt | |
| Cloud environment and storage management | |
| Authentication and authorisation (AAI) management | |
| Costing of data management and preservation | |
| Advise and enable | Lead good practice by example |
| Engaging with research users and stakeholders | |
| Developing a profile of open research | |
| Training in open methods, services | |
| Contributing to education, professional development | |
| Contributing to open research, networks, standards bodies | |
| Building open inter-disciplinary collaborations |