Module 5: Current Research & Future Tech
Discover how data can help you achieve your individual goals, overcome obstacles to using data and technology, combine knowledge, and explore the future of farming.

Data for the future of farming
The agricultural industry is quickly evolving, creating an opportunity to combine digital data with traditional farming practices. This module will explore the future of farming, and the ways in which individual and collective use of data can contribute to environmental and economic sustainability in a rapidly changing world.
Learning Outcomes
By the end of this module you will be able to:
- Appreciate how data can be used in every farm or livestock system, regardless of animal species, location, management approach, or level of financial investment
- Understand ways to overcome the various barriers to the use of data in livestock systems
- Explain how the agricultural industry as a whole can benefit from "good data"
- Understand how the ongoing development of advanced technologies can contribute to improved farmed animal welfare
Overcoming barriers to data use
Though the use of data by farmers and others in the livestock sector comes with many benefits, it is important to acknowledge the barriers to its use. In the following video, our experts discuss reasons why people may hesitate to integrate data into their farming systems, as well as practical solutions to overcoming these challenges.
- Video: Module 5: What are the barriers with data? And how can you overcome them?
- Interviews for 'The Power of Data in Farm Animal Practice' Course
Customised data for individual needs
Case study: Sm@RT tech- Solutions based on need
Every farm, and every farmer, is unique. Therefore, the ways in which people incorporate data into their farming system needs to be individualised to their needs. Dr Claire Morgan-Davies discusses Sm@RT Tech, an EU-funded project that aims to help farmers identify their unique needs, matching them with the data and technology that will be most useful to them.
Find out more about the Sm@RT project.
- Video: Module 5 Discussion: Weigh data for the future
- by Claire Morgan-Davies | SRUC Hills and Mountain Research Centre DataLab 'The Power of Data' Course
Data for farm vets
Data is not only important to farmers. Other livestock professionals, such as veterinarians, can benefit from well-managed data. In this video, veterinarian and Senior Lecturer in Farm Animal Health and Production, Professor Alastair Macrae, discusses how data can be used by farm vets.
- Video: Module 5: Data for Farm Vets
- Lecture by Alastair Macrae | Royal (Dick) School of Veterinary Studies at the University of Edinburgh from 'The Power of Data in Farm Animal Practice'
Collective data for the greater good
Uses of collective data: An industry overview
"Good" data can benefit the livestock sector as a whole, as well as the individual farm/farmer. In this video, Professor Alastair Macrae discusses how the industry as a whole is evolving, and the role of data in both driving the changes, and ensuring farmers can also progress with the times.
- Video: The uses of collective data: An industry overview
- Lecture of The uses of collective data: An industry overview
Global industry overview
Data plays an important role in managing livestock around the globe, as discussed by Senior Data Analyst, Dr Louise Donnison, from SEBI-Livestock, who works with animal keepers around the globe to collate their individual datasets to contribute towards the collective good.
- Video: Module 5: Global industry overview
- Lecture by Dr Louise Donnison | SEBI Livestock For "The Power of Data in Farm Animal Practice"
The future of farming
3D cameras and machine vision to detect behavioural changes
Current research efforts are aimed at developing advanced technology that can be used to provide farmers and farm professionals with precise information about their livestock. In the following videos, Animal Welfare Professor Rick D'Eath discusses two such research projects, funded by Innovate UK. These projects focused on using 3D cameras and machine vision to detect behavioural changes that precede tail biting in pigs.
In time, technologies such as these ones will become more widely available and can be brought onto commercial farms to help contribute to improved information for the farmer, and therefore better welfare for the livestock.
- Video: 3D Pig Tails Case Study 1
- Lecture by Prof Rick D'Eath | for 'The power of data for farm animal practice' course
- Video: Tail Tech Case Study 2
- Lecture by Prof Rick D'Eath | for 'The power of data for farm animal practice' course
Course conclusion and next steps
Congratulations on completing The Power of Data in Farm Animal Practice!
We hope that you have found the course informative and interesting, and that you feel ready to integrate data into your own farming practices in ways that will benefit your individual circumstances.
Revisit the course materials as often as you like, to refresh your memory and delve deeper into each module. We encourage you to review the Data Tutorials and Learning Activities, as practice is key to developing data skills.
Please take a few minutes to complete our post-course questionnaire - even if you have not taken the full course - to let us know how the course has impacted you, and what you would like to see us offer in the future. Upon completion of the questionnaire you can request a personalised Digital Badge to recognise your participation in the course.
Keep in touch
Stay informed of Global Academy of Agriculture and Food Systems and our latest news, including new course offerings:
Thank you for joining us, as we discover the Power of Data.
Additional Material
- Agriculture and Horticulture Development Board (AHDB) | Knowledge Library: This page contains links to numerous dairy, sheep, pig and beef resources.
- Farmers Weekly webinar | FW at New Scientist Live: Why do we need sustainable current and future agricultural tech? (28 min): Join Chris Wiltshire as he explores how current and future tech, along with sustainable practices, can address resource exploitation in agriculture, highlighting the emerging trend of tech-supported sustainable farming.
- Agri-EPI webinar | Barriers to Innovation - what solutions are available? (1h15min): The webinar addresses key challenges in agriculture technology such as digital skills, testing sites, IP protection delays, and capital limitations, offering valuable insights and solutions.
Back to Module 4 Go to feedback form
When you are finished engaging with the course, please take a moment to fill out this post-course questionnaire to provide feedback and be awarded your digital badge: