Scientific research within the Australian Marine Parks (AMPs) is critical to support the aims of the management plans, including improving knowledge, understanding of conservation values and the pressures on those values. In order to help Parks Australia consider the impacts and risks of different types of scientific sampling within Australian Marine Parks, a project team at CSIRO created a col
The evidence base, not the vibes.
A direct AI-vs-human cost comparison for identical public-service tasks isn't published as a single dataset on data.gov.au. Instead, this page shows the real underlying inputs: AI/automation datasets from government, plus APS and public-sector workforce data. Combine them to build honest comparisons.
AI & automation in Australian government
Parks Australia commissioned the CSIRO to undertake a survey of selected marine and terrestrial environmental values at Ashmore Reef Marine Park. The field work was undertaken on two trips, 1– 6 May and 14- 22 June 2019. This report presents the findings of that work. For the terrestrial component, the required elements were to quantify the diversity and abundance of native and non-native plant
This collection includes conductivity-temperature-depth (CTD) profiles obtained at the National Reference Stations (NRS) as part of the water sampling program. The instruments used also measure dissolved oxygen, fluorescence, and turbidity. The collection also includes practical salinity, water density and artificial chlorophyll concentration, as computed from the measured properties. The data are
The data describes number of vessels, engine power, gross tonnage and fishing effort by year (1950-2017), targeted functional group, and fishing gear. Fishing effort estimates were derived from country-level fishing fleet capacity data publicly available, following the method described in Rousseau et al (2019; https://doi.org/10.1073/pnas.1820344116) and methods improvement reported in Rousseau et
This dataset was developed to support the training and validation of colony-level artificial intelligence (AI) models for assessing coral bleaching severity on the Great Barrier Reef (GBR). The research is important because it enables automated, standardized estimation of bleaching impacts while maintaining compatibility with historic in-water coral bleaching survey methods. The data were collecte
This dataset supports the co-development of culturally informed and scientifically robust Indigenous-led coral reef monitoring in Kemer Kemer Meriam Nation, eastern Torres Strait, Australia. The data were collected to establish baseline information on coral reef habitat condition, compare the effectiveness of emerging image-based monitoring technologies, and identify monitoring approaches that ali
This record provides an overview of the NESP Marine and Coastal Hub small-scale study - "Towards a consolidated and open-science framework for restoration monitoring". No data outputs were generated by this project. Coastal habitat restoration is scaling up rapidly in Australia and covers a range of diverse ecosystems including oyster reefs, seagrass meadows, mangrove forests, kelp forests, and s
Larval fishes are a useful metric of marine ecosystem state and change, as well as species-specific patterns in phenology. This information sheds light on larval distribution and spawning for fisheries management needs. This dataset includes larval fish abundances collected from 12 voyages around Australia since 1983, as well as more recent data from the Marine National Facility (MNF). The backbon
A total of 111 estuaries of moderate or large size were recognised around Tasmania and associated Bass Strait islands. The catchments of these estuaries were mapped using GIS, and available data on geomorphology, geology, hydrology and rainfall collated for each estuary and catchment area. Tasmanian estuaries were classified into nine groups on the basis of physical attributes that included salini
This collection includes conductivity-temperature-depth (CTD) profiles obtained at the National Reference Stations (NRS) as part of the water sampling program. The instruments used also measure dissolved oxygen, fluorescence, and turbidity. The collection also includes practical salinity, water density and artificial chlorophyll concentration, as computed from the measured properties. The data are
The most recent field study of the Little Swanport estuary, Tasmania carried out by Crawford et al. (2006) collected monthly samples at sites throughout the estuary between January 2004 and January 2005. Measurements included water column nutrients, chlorophyll-a, dissolved oxygen, salinity, phytoplankton, zooplankton and oyster growth. This work demonstrated that freshwater flows had a significan
The last stream within the NESP 5.5 project was related to the conduct of an online survey to get aesthetic ratings of additional 3500 images downloaded from Flickr to improve the Artificial Intelligence (AI)-based system recognising and assessing the beauty of natural scenes, which had been developed in the previous NESP 3.2.3 project. Despite some earlier investment into this research area, ther
This record provides an overview of the NESP Marine and Coastal Hub small-scale study - Project 3.10 – A partnership approach to filling key knowledge gaps on dugongs in northern Australia using novel technologies. For specific data outputs from this project, please see child records associated with this metadata. In Australia, the dugong is protected under the EPBC Act 1999 as a listed migratory
This record provides an overview of the NESP Marine and Coastal Hub small-scale study - Project 3.10 – A partnership approach to filling key knowledge gaps on dugongs in northern Australia using novel technologies. For specific data outputs from this project, please see child records associated with this metadata. In Australia, the dugong is protected under the EPBC Act 1999 as a listed migratory
The last stream within the NESP 5.5 project was related to the conduct of an online survey to get aesthetic ratings of additional 3500 images downloaded from Flickr to improve the Artificial Intelligence (AI)-based system recognising and assessing the beauty of natural scenes, which had been developed in the previous NESP 3.2.3 project. Despite some earlier investment into this research area, ther
This project addresses the urgent need to understand and monitor the aesthetic value of the Great Barrier Reef. Focusing on the fast-changing underwater systems of the Reef, this research will use advanced technology (including eye tracking and heart rate measurement) to elicit what environmental and experiential attributes contribute to aesthetic value. A Big Data platform using artificial intell
This dataset resulted from two inter-linked research streams. The first stream was related to the application of eye-tracking technology and an online survey in studying natural beauty. The second stream is related to the development of an Artificial Intelligence (AI)-based system recognising and assessing the beauty of natural scenes. Due to differences in data collection and data analysis, detai
This record provides an overview of the NESP Marine and Coastal Hub small-scale study - Project 3.10 – A partnership approach to filling key knowledge gaps on dugongs in northern Australia using novel technologies. For specific data outputs from this project, please see child records associated with this metadata. In Australia, the dugong is protected under the EPBC Act 1999 as a listed migratory
The last stream within the NESP 5.5 project was related to the conduct of an online survey to get aesthetic ratings of additional 3500 images downloaded from Flickr to improve the Artificial Intelligence (AI)-based system recognising and assessing the beauty of natural scenes, which had been developed in the previous NESP 3.2.3 project. Despite some earlier investment into this research area, ther
This dataset consists of a review of case studies and descriptions of coral restoration methods from four sources: 1) the primary literature (i.e. published peer-reviewed scientific literature), 2) grey literature (e.g. scientific reports and technical summaries from experts in the field), 3) online descriptions (e.g. blogs and online videos describing projects), and 4) an online survey target
Aesthetic condition and trend of the Great Barrier Reef (GBR) are critical to monitor for the Reef 2050 Integrated Monitoring and Reporting Program (RIMReP), and World Heritage Area reporting. This research project designed and implemented an aesthetics long term monitoring program (ALTMP) for the GBR. It included a strong research component that identified how to convert a subjective measurement
A key criteria for inscription of the Great Barrier Reef as a World Heritage Area is Criteria (VII) – exceptional natural beauty & aesthetic importance. Our project will work across social and ecological disciplines to identify, for the first time, indicators that will enable managers to measure and monitor aesthetic values for the GBRWHA. The outcomes will enable managers to predict and minim
This dataset consists of three data folders for the eye-tracking experiment conducted within the NESP 3.2.3 project (Tropical Water Quality Hub): Folder (1) The folder of Eye-tracking videos contains 66 Tobii recordings of participants’ eye movements on screen, Folder (2) The Heatmaps folder includes 21 heatmaps created by Tobii eye-tracking software on the basis of 66 participants’ data and Folde
This dataset contains the code for the Android application “COTS Control Centre Decision Support Tool” (CCC-DST). The CCC-DST is one part of the “COTS Control Centre Decision Support System” (CCC-DSS) which is a hardware and software solution, comprising 32 Samsung Galaxy Tab Active2 tablets. The tablets run a kiosk operating system and provide three data collection apps, developed for GBRMPA by T
Public-sector workforce
No notes provided <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>Royal Alexandra Hospital for Children</li> </ul>
No notes provided <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>Australian Museum</li> </ul>
Department of Attorney General and Justice Annual Report 2012-2013 <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>Department of Justice [II]</li> </ul>
No notes provided <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>Attorney General's Department [III]</li> </ul>
This report builds on the earlier work by addressing a number of critical questions about effective approaches to coordination of injury prevention initiatives. Drawing on comparable systems nationally and internationally, as well as expert stakeholder interviews throughout 2016, the report identifies strategic directions for coordination of initiatives in NSW. Key themes identified are the need
No notes provided <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>Board of Studies</li> </ul>
Annual Report includes the performance report, financial statements and compliance report for 2015 calendar year. <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>The University of Newcastle</li> </ul>
No notes provided <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>Office of the Director of Public Prosecutions</li> </ul>
No notes provided <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>NSWbusinesslink [I]</li> </ul>
The inaugural State of the NSW Public Sector Report, which was released in November 2012, is the first major statement by the Public Service Commissioner on approaches to address the challenges facing the NSW public sector and his assessment of its performance. The report details both the identified issues and the Commissionerâ??s response to those issues. <strong>Note:</strong> This resource was
No notes provided <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>New South Wales Ombudsman</li> </ul>
NSW Parliament <strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au <strong>Agency</strong> <ul> <li>Department of the Legislative Assembly</li> </ul>