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Dr Md Anwar Hossain
Quantitative Ecology | Artificial Intelligence | Environmental Data Science | Machine Learning, University of Melbourne
anwar.wildlife.du3@gmail.com

I am a quantitative ecologist and data scientist with expertise in ecology, climate change, spatial modelling, and artificial intelligence. My research focuses on developing advanced analytical methods to address complex environmental challenges and improve evidence-based decision-making in ecology, conservation, and natural resource management. I work at the intersection of ecological science, data science, machine learning, and quantitative modelling to understand how organisms and ecosystems respond to environmental change across spatial and temporal scales.

My research spans a diverse range of topics, from large-scale biodiversity and climate change analyses to field and laboratory studies of vertebrates and invertebrates across marine, freshwater, and terrestrial ecosystems. I am particularly interested in species distribution modelling, macroecology, uncertainty quantification, quantitative risk assessment, and the application of artificial intelligence to ecological and environmental research. My technical expertise includes R, Python, ArcGIS, SQL databases, high-performance computing, machine learning, deep learning, and reproducible scientific workflows.

Throughout my academic career, I have investigated a broad range of ecological systems and taxa, including marine elasmobranchs, freshwater crayfish, and Australian grasshoppers. My MSc research examined the conservation status of sawfish in Bangladesh. During my MPhil, I investigated the impacts of global climate change on freshwater crayfish and evaluated how uncertainty in climate projections influences vulnerability assessments. My PhD research explored the distribution patterns and adaptive strategies of Australian grasshoppers under changing environmental conditions, while also leading the digitisation and curation of more than five decades of historic grasshopper survey data to create one of Australia’s most comprehensive occurrence databases for the group.

In addition to my research background, I recently completed a Graduate Certificate in Artificial Intelligence with High Distinction, expanding my expertise in machine learning, deep learning, natural language processing, and modern AI methodologies. I am passionate about integrating artificial intelligence with ecological and environmental sciences to develop innovative solutions for biodiversity conservation, climate adaptation, and sustainable environmental management.

I have worked with leading research groups at the University of Melbourne, including the Climatic and Metabolic Ecology Lab and the Quantitative and Applied Ecology Group, and have contributed to numerous peer-reviewed publications in ecology and conservation science. I am currently seeking opportunities in academia, government, and industry where I can apply my interdisciplinary expertise in quantitative ecology, data science, and artificial intelligence to solve real-world environmental challenges and contribute to impactful research and innovation.

If you are interested in collaboration, discussing research opportunities, or obtaining a copy of any of my publications, please feel free to get in touch.

Interests

  • Quantitative Ecology & Spatial Modeling
  • Artificial Intelligence & Machine Learning
  • Conservation & Biogeography
  • Data Science
  • Research Impact

Academia

Victoria University
2026 - 2026
Graduate Certificate Artificial Intelligence
University of Melbourne
2018 - 2023
Ph.D. Ecological Modeling
University of Melbourne
2016 - 2018
M.Phil. Climate Change and Ecology - 90% marks
University of Dhaka
2011 - 2012
M.Sc. Zoology (Wildlife) - Gold Medal
University of Dhaka
2007 - 2011
B.Sc. (Hons) Zoology - Dean's Award

Publications

See my Google Scholar for the latest list and associated citations
Phylogenetically-Informed Crayfish Conservation in the Face of Climate Change, 2026, Animal Conservation
Sebastian Pipins , Monika Böhm , Lucie Bland , Keith A. Crandall , Md Anwar Hossain , James Rosindell , Rikki Gumbs
Leveraging historical field notebooks to uncover continental-scale patterns in the diversity of Australian grasshoppers, 2024, Insect Conservation and Diversity
Md Anwar Hossain , José J. Lahoz-Monfort , Michael R. Kearney
Conflict Tiger Management Guidelines for the Sundarbans', 2023, Bangladesh Forest Department, WildTeam
Christina J Greenwood , Md. Mahbubul Alam , Adam CD Barlow , Md. Anwarul Islam , Md. Abdul Aziz , Md Anwar Hossain
Data for the article 'Developing a database of Australian grasshopper occurrences from historic field survey notebooks spanning 54 years (Orthoptera: Acrididae, Morabidae, Pyrgomorphidae, Tetrigidae)', 2023, Dryad, Dataset
Md Anwar Hossain , José J. Lahoz-Monfort , Michael R. Kearney
Developing a database of Australian grasshopper occurrences from historic field survey notebooks spanning 54 years (Orthoptera: Acrididae, Morabidae, Pyrgomorphidae, Tetrigidae), 2023, Austral Entomology
Md Anwar Hossain , José J. Lahoz-Monfort , Michael R. Kearney
Understanding the patterns of distribution and environmental responses in Australian grasshoppers based on historic field survey notebooks, 2023, PhD thesis, School of BioSciences; University of Melbourne
Md Anwar Hossain
Rapid assessment of the biodiversity impacts of the 2019–2020 Australian megafires to guide urgent management intervention and recovery and lessons for other regions, 2021, Diversity and Distributions
Sarah Legge , John C. Z. Woinarski , Ben C. Scheele , Stephen T. Garnett , Mark Lintermans , Dale G. Nimmo , Nick S. Whiterod , Darren M. Southwell , Glenn Ehmke , Anne Buchan , Jenny Gray , Dan J. Metcalfe , Manda Page , Libby Rumpff , Stephen van Leeuwen , Dick Williams , Shane T. Ahyong , David G. Chapple , Mitch Cowan , Md Anwar Hossain , Mark Kennard , Stewart Macdonald , Harry Moore , Jessica Marsh , Robert B. McCormack , Damian Michael , Nicola Mitchell , David Newell , Tarmo A. Raadik , Reid Tingley
Grasshopper country before and after: a resurvey of Ken Key's collecting expeditions in New South Wales, Australia, 70 years on, 2021, Austral Entomology
Michael R. Kearney , Md Anwar Hossain , Steve J. Sinclair , Hojun Song
Assessing the impacts of uncertainty in climate change vulnerability assessments, 2019, Diversity and Distributions
Md Anwar Hossain , Heini Kujala , Lucie M. Bland , Mark Burgman , José J. Lahoz-Monfort
Assessing the vulnerability of freshwater crayfish to climate change, 2018, Diversity and Distributions
Md Anwar Hossain , José J. Lahoz-Monfort , Mark Burgman , Heini Kujala , Lucie M. Bland
Evaluating uncertainty when applying the trait-based protocol for climate-change vulnerability in freshwater crayfish, 2018, MPhil thesis, School of BioSciences; University of Melbourne
Md Anwar Hossain
Sawfish exploitation and status in Bangladesh, 2014, Aquatic Conservation: Marine and Freshwater Ecosystems
Md Anwar Hossain , Benjamin S. Thompson , Gawsia Wahudunnessa Chowdhury , Samiul Mohsanin , Zubaer Husni Fahad , Heather J. Koldewey , Md Anwarul Islam