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Guides on implementing FAIR data practices state that the cost of a data management plan in compliance with FAIR data practices should be 5% of the total research budget. [14] In 2019 the Global Indigenous Data Alliance (GIDA) released the CARE Principles for Indigenous Data Governance as a complementary guide. [15]
Consisting of ten concise principles, along with a description for each, the Leiden Manifesto aims to reconstruct the way that research evaluations by academic publishers and scientific institutions are done. Its emphasis lies in detailed and close evaluation of research, rather than the excessive use of quantitative data in evaluations.
The Personnel Evaluation Standards (2nd edition) was published in 1988 and updated in 2008, The Program Evaluation Standards (2nd edition) was published in 1994 (the third edition of which is in draft form as of 2008), and The Student Evaluation Standards was published in 2003. The Joint Committee is a private nonprofit organization.
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The Five Safes is a framework for helping make decisions about making effective use of data which is confidential or sensitive. It is mainly used to describe or design research access to statistical data held by government and health agencies, and by data archives such as the UK Data Service. [1]
The Organisation for Economic Co-operation and Development (OECD) and European Union, among others, have adopted more comprehensive approaches to fair information practices. The OECD principles provide added protections via the Individual Participation principle where specific requirements are made for access and modification of personally ...
Empirical studies of data practices in research have "highlighted the need for organizations to offer more formal training and assistance in data management to scientists" [132] In a 2017-2018 international survey of 1372 scientist, most requests for help and formalization were associated with data management plan: "creating data management ...
Based on specific theories, realist evaluation provides an alternative lens to empiricist evaluation techniques for the study and understanding of programmes and policies. This technique assumes that knowledge is a social and historical product, thus the social and political context as well as theoretical mechanisms, need consideration in ...