Changing the culture of data science | The Alan Turing Institute

“The crisis of reproducibility in science is well known. The combination of ‘publish or perish’ incentives, secrecy around data and the drive for novelty at all costs can result in fragile advances and lots of wasted time and money. Even in data science, when a paper is published there is generally no way for an outsider to verify its results, because the data from which the findings were derived are not available for scrutiny. Such science cannot be built upon very easily: siloed science is slow science.

That’s one of the reasons funders and publishers are beginning to require that publications include access to the underlying data and analysis code. It’s clear that this new era of data science needs a new cultural and practical approach, one which embraces openness and collaboration more than ever before. To this end, a group of Turing researchers have created The Turing Way – an evolving online “handbook” on how to conduct world-leading, reproducible research in data science and artificial intelligence….”

Guidelines on the development of open educational resources policies – UNESCO Digital Library

“UNESCO believes that universal access to high-quality education is key to the building of peace, sustainable social and economic development, and intercultural dialogue. In 2015, the framework for action for the Sustainable Development Goal focused on education (SDG 4) was adopted with a vision to ‘ensure inclusive and equitable quality education and promote lifelong learning opportunities for all.’ …

These guidelines for policy-makers and other stakeholders lay out steps to review, analyse, develop, implement and measure a context-relevant OER policy. They guide but do not determine what governments and involved actors should do in a specific set of circumstances. Instead, they provide a comprehensive framework for governments and institutions to set out their vision and the scope of their policy, then develop a policy masterplan and launch it….”

Transforming the culture of data science | The Alan Turing Institute

“The crisis of reproducibility in science is well known. The combination of ‘publish or perish’ incentives, secrecy around data and the drive for novelty at all costs can result in fragile advances and lots of wasted time and money. Even in data science, when a paper is published there is generally no way for an outsider to verify its results, because the data from which the findings were derived are not available for scrutiny. Such science cannot be built upon very easily: siloed science is slow science.

That’s one of the reasons funders and publishers are beginning to require that publications include access to the underlying data and analysis code. It’s clear that this new era of data science needs a new cultural and practical approach, one which embraces openness and collaboration more than ever before. To this end, a group of Turing researchers have created The Turing Way – an evolving online “handbook” on how to conduct world-leading, reproducible research in data science and artificial intelligence….”

OpenAIRE Guidelines — OpenAIRE Guidelines documentation

“Welcome to the OpenAIRE Guidelines. The intention of this is to provide a public space to share OpenAIREs work on interoperability and to engage with the community. The OpenAIRE Guidelines helps repository managers expose publications, datasets and CRIS metadata via the OAI-PMH protocol in order to integrate with OpenAIRE infrastructure.

OpenAIRE Guidelines have been released for publication repositories, data archives, CRIS systems, software repositories and repositories of other research products respectively: …”

Guidelines for open peer review implementation | Research Integrity and Peer Review | Full Text

Abstract:  Open peer review (OPR) is moving into the mainstream, but it is often poorly understood and surveys of researcher attitudes show important barriers to implementation. As more journals move to implement and experiment with the myriad of innovations covered by this term, there is a clear need for best practice guidelines to guide implementation. This brief article aims to address this knowledge gap, reporting work based on an interactive stakeholder workshop to create best-practice guidelines for editors and journals who wish to transition to OPR. Although the advice is aimed mainly at editors and publishers of scientific journals, since this is the area in which OPR is at its most mature, many of the principles may also be applicable for the implementation of OPR in other areas (e.g., books, conference submissions).

Transitioning journals to open access: Guidance from and for the field – Office of Scholarly Communication

One key objective of University of California’s Office of Scholarly Communication (OSC) is to coordinate and offer educational resources related to scholarly publishing. On the OSC website, authors can find guides to copyright, open access (OA), research impact, peer review, and more. In real life, OSC members are also “out in the field” at our respective libraries and university presses, offering consultations and support for UC scholars and authors on a multitude of publishing issues.

Over the past two years, we have engaged in an increasing number of discussions with journal editors interested in transitioning their journals to open access. We have also learned a few lessons in the process–particularly regarding the specific issues that any OA-aspiring journal must address, e.g., choosing publishing platforms, funding models, copyright and licensing policies, and communications strategies.

Given OSC’s mission to make educational materials about publishing more widely available, we are excited to have distilled these recent experiences into a practical toolkit aimed at supporting journal editors and publishers and the organizations or libraries that work with them. This toolkit, which you can find on our new OSC page Transitioning Journals to OA, includes a variety of resources for those interested in the OA transitioning process…”

Checklist for Consultations About Transitioning Journals to OA

“Scholarly society and journal editorial boards interested in transitioning their journals from subscription-based to open access (OA) publishing may need community support in identifying their needs, understanding publishing options, and planning next steps. We developed this checklist for libraries and institutions who engage in consultations with journal boards and editors about these issues. The checklist should help facilitate conversations about journal operations, finances, and strategies—so that journal boards and editors can come away from the conversation with a clearer understanding of how to proceed with an OA transition….”

Guide to Transitioning Journals to Open Access Publishing

“Open access (OA) journal publishing — whereby articles in a given journal are made immediately and freely available online without any financial, legal, or technical barriers — can dramatically increase the reach and visibility of scholarship, facilitate sharing and reuse, and position authors to retain copyright in their works. If OA fits your journal’s mission, because you would like your published content to reach its maximum audience and achieve its greatest potential impact, with time and attention you can find the right business model to make this possible. UC’s Office of Scholarly Communication would like to support your efforts to transitioning your journal to OA. That’s why we have developed this guide. This guide is aimed at anyone, but it is specifically designed for scholars (faculty, students, professional researchers) from all disciplines who are involved in editing or managing journals and are considering transitioning their affiliated journals to OA, by either: (a) Converting (sometimes called “flipping”) an existing subscription journal to OA, or (b) Stepping away from responsibilities at an existing subscription journal to create a new, open access journal in its place….”