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Research transparency is a major aspect of scientific research. It covers a variety of scientific principles and practices: reproducibility, data and code sharing, citation standards or verifiability. The definitions and norms of research transparency significantly differ depending on the disciplines and fields of research.
Accountability in Research is devoted to the examination and critical analysis of practices and systems for promoting integrity in the conduct of research. It provides an interdisciplinary, international forum for the development of ethics, procedures, standards, policies, and concepts to encourage the ethical conduct of research and to enhance the validity of research results.
[22] Open data experts have nuanced the impact that opening government data may have on government transparency and accountability. In a widely cited paper, scholars David Robinson and Harlan Yu contend that governments may project a veneer of transparency by publishing machine-readable data that does not actually make government more ...
Analytic methods transparency (3) Research materials transparency (4) with all the relevant data, code and research materials stored on a "trusted repository" and all analysis being already reproduced independently prior to publication. [56] Design and analysis transparency (5) with dedicated standards for "review and publication". [56]
The research from the ACM FAccT conference has greatly influenced both public rules and how companies operate. Governments and organizations have used ideas from the conference to create guidelines and policies. For example, studies on bias in algorithms have helped change hiring methods at big tech companies, making them fairer.
Transparency implies openness, communication, and accountability. Transparency is practiced in companies, organizations, administrations, and communities. [1] For example, in a business relation, fees are clarified at the outset by a transparent agent, so there are no surprises later.
Researcher accountability implies that researchers are cognizant of, and take some responsibility for, the potential impact of their ways of doing research – and of writing it up – on the social fields of which the research is part. Accountability is linked to considering carefully, and being open to challenge in relation to, one's choices ...
Corporate transparency describes the extent to which a corporation's actions are observable by outsiders. This is a consequence of regulation, local norms, and the set of information, privacy, and business policies concerning corporate decision-making and operations openness to employees, stakeholders , shareholders and the general public.