ethics

The ethics skill provides comprehensive guidance on research ethics, participant protection, and data privacy compliance. It addresses the challenges researchers face in designing and executing studies that involve human participants, ensuring that ethical standards are met and regulatory requirements are properly addressed. By offering structured analysis and expert evaluation, this skill helps prevent ethical oversights and potential compliance issues, which are critical for studies requiring IRB approval or adherence to privacy regulations such as GDPR, HIPAA, or CCPA.

Key features of this skill include human subjects review, where it evaluates potential risks to participants and examines informed consent procedures. It also provides detailed data privacy analysis, assessing anonymization, storage, and data lifecycle management. Additionally, it identifies possible biases or algorithmic harms in research design, and supports researchers in structuring proposals for regulatory compliance. The evaluation framework considers participant welfare, data privacy standards, power dynamics, algorithmic fairness, and compatibility with relevant regulations.

This skill is particularly useful for academic researchers, data scientists, and project managers who work with human subjects or sensitive data. Use cases include preparing IRB applications, evaluating study designs for ethical concerns, auditing data handling practices, and ensuring algorithmic fairness in experimental setups. It is ideal for users who need rigorous ethical review and structured guidance to meet compliance requirements while safeguarding participant welfare.