ARC Training Centre in Data Analytics for Resources & Environments (DARE)

What ARC Training Centre in Data Analytics for Resources & Environments (DARE) does

DARE is a non-profit Industrial Transformation Training Centre established in 2019/2020 under the Australian Research Council (ARC) Industrial Transformation Research Program. It is operated as a consortium led by the University of Sydney in collaboration with four other Australian universities (University of New South Wales, University of Melbourne, University of Western Australia, and Monash University), with the explicit mission of training a new generation of PhD data scientists possessing combined expertise in mathematics/statistics, computer science, and three applied environmental domains: water, minerals, and biodiversity. The centre delivers a multidisciplinary doctoral training program, hosts collaborative research projects with industry and government partners, and produces methodological outputs spanning Bayesian inference, machine learning, simulation modelling, and computer vision.

Its technical and platform outputs include the Shared Environmental Analytics Facility (SEAF) — a computing platform intended to be shared across the partner network — and several research artefacts including Hy-NET (a hybrid neural-network/Bayesian hydrological model), a domain-tuned generative AI/DARWIN LLM applied to environmental compliance monitoring, computer vision pipelines for species identification and environmental feature extraction, and Bayesian decision-support systems. Funded primarily through ARC government grants with supplementary contributions from industry partners (Newcrest Mining, McKinsey & Company, Minderoo Foundation) and government partners (Geoscience Australia, WaterNSW, NSW Smart Sensing Network, Department of Climate Change, Energy, the Environment and Water), the centre does not operate a commercial revenue model. Its business model is effectively a five-year grant-funded academic training entity (concluded February 2025), with PhD candidates, partner organisations, and the Australian public as its primary beneficiaries.

Name

ARC Training Centre in Data Analytics for Resources & Environments (DARE)

Legal name

ARC Training Centre in Data Analytics for Resources and Environments

Website

https://darecentre.org.au

Company type

Private

Founded year

2020

Operating status

Operating

Headcount range

11–50 employees

Short description

DARE is a non-profit ARC Industrial Transformation Training Centre, led by the University of Sydney with four partner Australian universities, that trains PhD data scientists combining statistics, machine learning and applied expertise in water, minerals and biodiversity.

Ownership category

akta.pro rank

Product category

Academic Research Training Services

NAICS

Scientific Research and Development Services (5417), Professional and Management Development Training (611430)

SIC

Services-Educational Services (8200), Services-Commercial Physical & Biological Research (8731)

akta.pro primary industry

Research & Science Grantmaking Foundations (BPAGAKAI)

Keywords

• Data science training
• Environmental data analytics
• Mineral resources research
• Biodiversity data science
• Hydrological modelling

Headquarters

HQ city

City Of Sydney

HQ country

Australia

HQ region

Oceania

Offices1 record

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Technology or R&D, Operations, Marketing or Sales

Revenue model

1. Australian Government ARC Funding: Funded by the Australian Government through the Australian Research Council Industrial Transformation Research Program, providing core operational and research funding
2. Industry Partnership Contributions: Funding and research collaboration from industry partners including mining companies, consulting firms, and government agencies

Go-to-market motion1 record

Distribution channels1 record

Marketing channels4 records

Core offering

DARE is a multidisciplinary ARC Industrial Transformation Training Centre that trains PhD candidates in data science methodologies applied to the domains of water, minerals, and biodiversity. The centre runs a five-year collaborative PhD training program delivered jointly across five Australian universities (University of Sydney, UNSW, UWA, Macquarie, ANU) and conducts research projects with industry and government partners to develop data-driven solutions for natural resource management.

Product overview

The DARE Centre is a multidisciplinary research and training center that does not offer commercial software products but instead provides PhD training programs in data science with applied domain expertise in water, minerals, and biodiversity. The center operates through collaborative research projects with industry and government partners, delivering data science methodologies and solutions for environmental and resource management challenges. Core offerings include the PhD training program across five universities, the DARE Seminar Series featuring expert presentations, the Annual Symposium showcasing research outcomes, and the Shared Environmental Analytics Facility (SEAF) platform enabling environmental data sharing and predictive modeling.

Differentiator

Problem solved

Functional benefit

Products and services

• DARE PhD Training Program Multidisciplinary PhD training program in data science with applied domain knowledge in water, minerals, and biodiversity, conducted across five Australian universities with industry and government partner collaboration.
• DARE Seminar Series Fortnightly seminar series featuring expert presentations on statistical and data science applications in water, minerals, and biodiversity domains.
• DARE Annual Symposium Annual symposium showcasing PhD candidate research on data science methodologies applied to mineral resource estimation, hydrological modeling, species occurrence prediction, and environmental challenges.
• Shared Environmental Analytics Facility (SEAF) Environmental analytics platform developed with the Western Australian Biodiversity Science Institute (WABSI) and Western Australian Marine Science Institution (WAMSI) that enables trusted data sharing, predictive modeling, and forecasting tools for environmental impact assessments.
• Collaborative Research Projects Collaborative research projects with industry and government partners applying data science methodologies (machine learning, Bayesian inference, simulation modelling) to natural resource and environmental challenges.

Named customers2 records

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability12 records

Feature1 record

Partnerships

14 partnerships are on record, tiered lead institution, core, government partner, industry partner and research partner.

• University of Sydneylead institutionStrategic or Co-development PartnerLead university partner, housing DARE headquarters and providing overall program leadership. Director Willem Vervoort is based at University of Sydney.
• University of New South WalescoreStrategic or Co-development PartnerPartner university contributing expertise in statistics and data science. Robert Kohn and David Warton are key academics from UNSW.
• University of Western AustraliacoreStrategic or Co-development PartnerPartner university contributing expertise in minerals, mathematics and statistics. Mark Lindsay, Mark Jessell, and Edward Cripps are key academics from UWA.
• Macquarie UniversitycoreStrategic or Co-development PartnerPartner university contributing expertise in environmental science. Lucy Marshall (Deputy Director) is based at Macquarie.
• Australian National UniversitycoreStrategic or Co-development PartnerPartner university contributing to the multidisciplinary data science training network.
• Geoscience Australiagovernment partnerStrategic or Co-development PartnerGovernment partner providing collaboration on spatial data and geological analytics for natural resource management.
• WaterNSWgovernment partnerStrategic or Co-development PartnerGovernment partner in water management research and data analytics applications.
• NSW Smart Sensing Networkgovernment partnerStrategic or Co-development PartnerPartner network for smart sensing technologies applicable to environmental monitoring.
• Department of Climate Change, Energy, the Environment and Watergovernment partnerStrategic or Co-development PartnerFederal government department supporting policy-relevant research in environmental management.
• Western Australian Biodiversity Science Institutegovernment partnerStrategic or Co-development PartnerWA-based institute leading the Shared Environmental Analytics Facility (SEAF) initiative with DARE involvement.
• McKinsey & Companyindustry partnerStrategic or Co-development PartnerIndustry partner providing consulting expertise and potential research collaboration in data analytics for resources.
• Minderoo Foundationindustry partnerStrategic or Co-development PartnerPhilanthropic foundation supporting research in natural resources and environment.
• Newcrest Miningindustry partnerStrategic or Co-development PartnerMining company partner providing industry perspective and research challenges in minerals data analytics.
• The Alan Turing Instituteresearch partnerTechnology or IntegrationUK-based institute collaborating on data science research methodologies and talent development.

Scale indicators2 records

Recent moves6 records

Expansion highlights4 records

Direct peers

• CSIRO Data61: Australia's national data science and AI research group within CSIRO. Operates a similar applied data-science research and PhD-style training model across natural resources, environment, and other domains; DARE's founder Sally Cripps was formerly Research Director at Data61.
• FrontierSI (formerly CRCSI): Australian collaborative research centre focused on spatial data analytics with applications in natural resources, environment, and infrastructure. Operates the same industry–academic–government consortium model as DARE with shared data and applied research outputs.
• Australian Institute of Machine Learning (AIML): Adelaide-based machine learning research institute that trains PhD students with industry partnerships across health, environment, and resources. Comparable in applying AI/ML research to natural-resource and environmental problems through an industry-academic training model.
• Australian Research Data Commons (ARDC): Australian national research data infrastructure that supports data-driven research across multiple domains, including environmental and resources. Comparable as national research data infrastructure enabling analytics for natural-resource applications.
• ARC Centre of Excellence for Mathematical and Statistical Frontiers (ACEMS): ARC-funded multi-university consortium that trains graduate researchers in mathematical and statistical sciences with industry applications. Highly similar structure to DARE: multiple universities, government-funded, applied data-science focus with industry partners.

Broad incumbents

• The Alan Turing Institute: UK's national institute for data science and AI research. Already a DARE research partner; larger scale and broader portfolio but the closest international counterpart with a similar research-and-talent-development mandate.

Regional players

• Integrated Marine Observing System (IMOS): Australian marine observing system providing sustained environmental data infrastructure and analytics. Comparable for environmental data analytics applied to a major natural-resource domain, with regional Australian focus.
• Terrestrial Ecosystem Research Network (TERN): Australia's national terrestrial ecosystem monitoring and data infrastructure. Comparable as a regional environmental-data platform with research, modelling, and analytics outputs supporting biodiversity and land-management decisions.

Emerging players

• Australian Institute of Marine Science (AIMS): Australia's tropical marine science agency conducting research and data analytics on marine ecosystems. Comparable research-and-applied-science model with similar Australian regional focus and biodiversity/marine overlap with DARE's domains.
• Monash Sustainable Development Institute: Monash University research institute focused on sustainability and environmental challenges. Comparable in applying interdisciplinary research to environmental management and aligning with Australian resource priorities.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks5 records

Key highlights1 record

Customer concentration

• YouTubeyoutube.com/@darecentresydney
• LinkedInlinkedin.com/company/arc-training-centre-in-data-analytics-for-resources-environments

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

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M&A

Investments

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Frequently asked questions about ARC Training Centre in Data Analytics for Resources & Environments (DARE)