Both the Australian Research Council (ARC) and the National Health and Medical Research Council (NHMRC) have clear and specific requirements for data management and transparency, especially for research involving Artificial Intelligence (AI).
While the exact requirements may vary based on the specific funding scheme, the expectation is that researchers handle data responsibly, maintain transparency, and adhere to ethical standards.
For AI-based research, both agencies require a Data Management Plan (DMP) to clearly outline how data will be managed throughout the research lifecycle.
Sources: Clearly state where the data will come from (e.g., surveys, experiments, or third-party datasets). If AI tools generate data, it should be documented.
Ethical Considerations: Detail how data collection complies with ethical guidelines and privacy laws, such as the Privacy Act 1988. Consideration of ethical AI use is also critical, particularly when the data involves human participants or sensitive health information.
Bias Detection: Outline techniques for identifying bias in training data or AI outputs.
Bias Mitigation: Describe steps to reduce or eliminate biases to ensure fairness and prevent discriminatory outcomes in AI models.
Equitable Research Design: Show how AI tools and the research design will lead to fair and inclusive outcomes.
Transparency: Ensure that the AI models and their decision-making processes are interpretable and clear to both researchers and anyone else involved or interested in the research.
Accountability: Researchers must take responsibility for how AI tools are applied and ensure they align with ethical standards and funding guidelines.
For more specific and up-to-date requirements, please check guidelines from the ARC or NHMRC:
Australian Research Council (ARC):
Policy on Use of Generative Artificial Intelligence in the ARC’s grants programs
National Health and Medical Research Council (NHMRC):
Policy on Use of Generative Artificial Intelligence in Grant Applications and Peer Review
Edith Cowan University acknowledges and respects the Nyoongar people, who are
the traditional custodians of the land upon which its campuses stand and its programs
operate.
In particular ECU pays its respects to the Elders, past and present, of the Nyoongar
people, and embrace their culture, wisdom and knowledge.