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Master of Artificial Intelligence for Land Use
Why Study / Key Benefits
The Master of Artificial Intelligence for Land Use at Lincoln University is a specialised taught master's designed to combine advanced artificial intelligence and machine learning with land-based applications. Lincoln describes it as a practical programme focused on solving real-world problems across agriculture, forestry, environmental management, land planning and related sectors.
Key benefits for international students include:
- Learn advanced AI and machine learning techniques and apply them specifically to land-use contexts.
- Develop practical skills to design, code, test, document and improve AI solutions.
- Work with current AI tools and technologies, including deep learning and generative AI.
- Develop knowledge of ethical, cultural and policy issues surrounding AI and data.
- Complete an industry project or, for eligible students, a research dissertation.
- Gain experience applying AI to agriculture, forestry, environmental management and other land-based industries.
- Develop skills relevant to emerging AI and data-driven careers.
- Study at Lincoln's Centre for Geospatial and Computing Technologies, which brings together expertise in AI, machine learning, GIS, visualisation, software engineering and complex systems modelling.
Programme Structure and Subjects / Topics
The programme consists of 140 credits of compulsory coursework plus a 40-credit Industry Project or Dissertation.
Semester 1:
- COMP 648 Machine Learning – 40 credits.
- COMP 649 Ethics, Policy and Cultural Intelligence in Artificial Intelligence Design – 20 credits.
Semester 2:
- COMP 661 Deep Learning – 20 credits.
- COMP 662 Generative Artificial Intelligence – 20 credits.
- COMP 663 Artificial Intelligence Optimisation Techniques – 20 credits.
Summer:
- COMP 6AA Advanced Topics in Artificial Intelligence for Land Use – 20 credits.
- COMP 660 Dissertation – 40 credits, or
- COMP 693 Industry Project – 40 credits.
Disciplines / Specialisations
The programme does not list separate formal majors or specialisations. Instead, the entire qualification is specialised around the application of AI to land use.
Major application areas include:
- Agriculture and agri-tech.
- Forestry.
- Environmental management.
- Land management.
- Sustainable land use.
- Climate-change resilience.
- Urban planning.
- Water stewardship.
- Conservation.
- Geospatial and GIS applications.
- Maori land and food-and-fibre contexts.
- Data-driven land-use decision-making.
Programme Highlights
- 180-credit Level 9 taught master's.
- Minimum duration of 12 months.
- Three-semester structure.
- 140 credits of compulsory coursework.
- 40-credit Industry Project or Dissertation.
- Focus on AI and machine learning for land-based applications.
- Practical and project-oriented learning.
- Training in machine learning, deep learning, generative AI and optimisation.
- Dedicated study of AI ethics, policy and cultural intelligence.
- Industry project opportunities with external organisations.
- Potential research pathway through the dissertation option.
- Strong connection with agriculture, environmental management, forestry, land use and geospatial technologies.
- Programme developed to address emerging AI skills needs in land-based industries.
Career Outcomes
Lincoln identifies a wide range of potential career roles, including:
- Environmental data scientist.
- Iwi/Indigenous environmental or technology innovation consultant.
- Agricultural data analyst.
- Remote sensing specialist.
- GIS specialist.
- Climate change analyst.
- Land management consultant.
The programme can also prepare graduates for broader AI and data roles across:
- Agriculture.
- Forestry.
- Environmental management.
- Land-use planning.
- Agri-tech.
- Conservation.
- Geospatial technology.
- Technology innovation.
- Sustainability and climate-related sectors.
International Student Visa Requirements
International students must hold a current, valid New Zealand visa allowing them to study at Lincoln University.
For a new international student, Lincoln states that the visa application normally requires:
- Offer of Place from Lincoln University.
- Evidence that tuition fees have been paid, normally a fee receipt.
- Passport.
- Digital photograph.
- Proof of funds of NZ$20,000 per year for living expenses.
- Evidence of funds for travel to the student's home country at the end of study, or an air ticket.
- Visa application fee.
Depending on the student's circumstances, Immigration New Zealand may also request:
- Medical certificates or a chest X-ray.
- Police Certificate.
- Additional information for students who will be under 18.


