Orlando Timmerman

PhD Researcher

Research Focus

Early-career researcher with the AI for Environmental Risk CDT at the University of Cambridge. I explore the opportunity for large ocean datasets to inform us about the future of marine ecosystems. In pursuit of interpretable, robust, and ultimately useful research outputs to guide policy and conservation interventions.

Education

PhD Researcher

2023 - Present

University of Cambridge

Supervisor: Dr Oscar Branson

Quantitative meta-analysis of calcification rates under climate change; habitat and species distribution modelling using global climatologies; cutting-edge remote sensing of shallow-water ecosystems; data accessibility and campaigning for FAIR practices.

MRes AI for Environmental Risk

2022 - 2023

University of Cambridge

First Class Honours with Distinction

Predicting hurricane damage using multimodal machine learning; pilot project of learning relationship between environmental data and distribution of coral reefs of the eastern coast of Australia.

BSc Physics

2018 - 2021

University of Bristol

First Class Honours with Distinction • 86% Average • Norman Thompson Project Prize for best final-year project in the cohort

Professional Experience

AAUS Scientific Diver

Summer 2024

Bermuda Institute of Ocean Sciences

  • • Fully-qualified American Academy of Underwater Sciences (AAUS) Scientific Diver

Research Internship

Summer 2024

Bermuda Institute of Ocean Sciences

  • • Applied physical and machine learning models to map fractional cover of shallow-water benthic ecosystems
  • • Utilized high-resolution hyperspectral aerial imagery for ecosystem mapping
  • • Developed novel approaches for marine habitat classification

Machine Learning Internship

Summer 2022

Oxehealth

  • • Improved machine learning classification and localisation capability through data augmentation
  • • Conducted analysis of product performance across the company's clients
  • • Investigated edge cases and model robustness in healthcare applications

PADI Divemaster

Blue Season Bali Career Development Centre

  • • Organised and led diving expeditions as a qualified PADI Divemaster
  • • Gained hands-on experience with marine ecosystems and conservation
  • • Developed leadership and safety management skills

Teaching Experience

Academic Tutor

Downing College Cambridge

Teaching planetary physics and climate change for ages 15-18

Supervision

University of Cambridge

Leading small group sessions (up to 3 students) for Quantitative Environmental Science (second-year undergraduate) and Data Science and Advanced Machine Learning (MRes)

Demonstration

University of Cambridge

Part II Computing for Earth Sciences (third-year undergraduate) and Quantitative Environmental Science. Facilitating coding improvement and translating physical concepts into code

Technical Skills

Fluent

GitPythonXarrayPandasDaskPyTorchGoogle Earth Engine

Experienced

UNIX ShellHPCJavaScriptHTML & CSSCreative CloudAffinity

Leadership & Service

Writer for Reefbites

International Coral Reef Society's early career science communication blog

2025 - Present

Virtual Experience Project Lead

Climate Informatics 2024 - Programme Committee and submission reviewer

2023 - 2024

Club Captain

University of Cambridge Triathlon Club

2023 - 2024

President

Chaos - Award-winning Departmental Physics society (~1000 members)

2020 - 2021

Recent Publications

"Persistence of coral reef structures into the 21st century"

C. Cornwall, O. Timmerman et al. (2025)

In review: Review paper and quantitative meta-analysis, Nature Reviews Earth & Environment

"Exploring Multimodal AI beyond vision and language"

Journal article co-authorship (2024)

In review: Review and horizon scan, Nature Machine Intelligence

Best Poster Award

Reef Conservation UK, London (Dec 2024)

"Past, present, and predicted environmental suitability of the world's reefs"

Interests

Environmental Leadership: Founded environmental group, led university-wide climate action assembly, removed single-use plastics from catering

Science Communication: Activities at Cambridge Festival 2024, Reefbites writer

Outdoor Activities: Wild swimming, bike-packing, freediving, triathlon

Languages: French (B2)

Innovation: Entrepreneurship, co-ran student-led minimal waste food co-operative