AgriFutures growᴬᴳ⋅ is the platform for Australian and global agrifood innovation. Explore research, technology, and commercialisation opportunities in one place. Connect with a diverse ecosystem including researchers, investors, and startups and discover funding avenues, list projects, and engage with over 400 organisations.

Agricultural research is vital for ensuring food security, sustainable farming practices, and rural development. AgriFutures growAG. involves collaboration between the Department of Agriculture Fisheries and Forestry (DAFF) and Australia’s 15 Research & Development Corporations (RDCs), collating details on the vast rural RDC investment landscape. Collation of project details on growᴬᴳ is currently a manual, keyword-based tagging system that suffers from limitations:
- Limited Semantic Understanding: Keywords often fail to capture the nuanced relationships between projects, leading to fragmented information retrieval.
- Scalability Issues: Manual tagging is time-consuming and prone to inconsistencies, hindering efficient data management as the database grows.
- Lack of Interoperability: The current system lacks the ability to seamlessly integrate with other agricultural datasets and knowledge bases.
This project proposes to develop an AI-driven solution for semantically linking agricultural research projects, enabling more accurate and comprehensive project navigation and knowledge discovery. By leveraging Natural Language Processing (NLP) and knowledge graph technologies, we aim to transform the current keyword-based system into a dynamic and interconnected knowledge repository.

The objective of this foundational work is to collaborate with industry to produce a Fishing and Aquaculture Workforce Capability Framework. The Framework will be used by fishing and aquaculture sectors / communities for workforce planning and career mapping. It will support a more strategic and consistent approach to workforce planning. This in turn, will enable industry to build its capacity through better understanding of capability needs.

In addition to the universal challenges associated with a tight labour market (e.g. attracting people, barriers to entry, addressing skills needs), the industry is operating in a changing environment. Other challenges and opportunities for the fishing and aquaculture sectors include:
• Adapting to climate change
• Biosecurity
• Managing resources efficiently
• Meeting sustainability standards / social license to operate
• Moving to a circular economy
• Managing global supply chains (developing traceability, addressing counterfeit)
• Competing with other proteins
• New markets through free trade agreements
• Adopting digital technology, and;
• Attracting and retaining people to drive responses to changes that impact on the F&A community.

The AgriFood Supply Chain Resilience report (KPMG, 2022) identified ‘labour supply, wellbeing and succession’ as one of the significant stresses for seafood supply chains. Other significant stresses were weather and climate change, cold chain and freight space availability, sustainability and social licence, pests and disease and market access.

Fish Forever (2030 vision for Australia’s fishing and aquaculture community) highlights opportunities for the F&A community and contains outcomes under each of the following missions:
1. Growth for enduring prosperity
2. Best practices and production systems
3. A culture that is inclusive and forward thinking
4. Equitable and secure resource access
5. Society and consumers trust, respect and value.

This project will identify the capability needs (current and future) to address these challenges and opportunities. Further, it will support industry, to attract and retain people and to provide pathways to build capability. Sectors will be better informed as to how to address capability needs.

Addressing these needs will ensure industry is better equipped to respond to changes, challenges and opportunities that impact the fishing and aquaculture communities. The fishing and aquaculture map (FRDC website) highlights the “complex systems behind Indigenous, commercial and recreational fishing and aquaculture in Australia and how the elements are connected”. It also highlights how issues or events in one part of the system can have impacts on other sectors. Therefore, industry needs to be prepared for changes.

This project will engage with all key F&A sectors to ensure the capability framework is industry-driven and collectively owned. In addition, the project approach is designed to utilise existing sector/industry plans and not replace existing frameworks. RMCG will work collaboratively with industry.