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mmd-block-pt-1"> <div class="container mx-auto"> <div class="mmd-flex d-flex flex-wrap justify-start items-start "> <div class="mmd-flex-item col-left"> <div class="mmd-editor mmd-editor--tab"> </div> <div class="mmd-editor"> <h1 class="mmd-hero-title font-bold">Good Data Practices</h1> <div class="mmd-editor--content"> <p>Good data practices mean researchers and institutions can meet obligations to funders, improve the efficiency of research, and ensure data is findable, accessible, interoperable, and reusable (FAIR). Doing data right is a joint responsibility between researchers and institutions.</p> <p>The ARDC has collated the following best-practice guidance to help you manage your research data in the most effective way possible.</p> <h2 class="wp-block-heading">Your Guide to Good Data Practices</h2> <p><strong>FAIR data principles</strong> are designed to support knowledge discovery and innovation both by humans and machines. <a href="https://ardc.edu.au/resource/fair-data/">Learn about FAIR data principles</a>.</p> <p><strong>Sensitive data</strong> can include identifiable personal and health/medical data, indigenous data, ecological data about vulnerable species, and commercial-in-confidence data. <a href="https://ardc.edu.au/resource-hub/working-with-sensitive-data/">Find out more.</a></p> <p><strong>Metadata</strong> are used to facilitate and support resource discovery, identification, the organisation of resources, and interoperability. <a href="https://ardc.edu.au/resource/metadata/">Learn about metadata</a></p> <p><strong>Data citation and identifiers</strong> are essential to the future of research. <a href="https://ardc.edu.au/resource-hub/ardc-persistent-identifier-services/">Find out more</a></p> <p><strong>Data governance</strong> defines who can use what actions, on what data, in what situations, and using which methods. <a href="https://ardc.edu.au/resource-hub/data-governance/" data-type="link" data-id="https://ardc.edu.au/resource-hub/data-governance/">Find out more</a></p> <p><strong>Data provenance</strong> means documenting where a piece of data comes from and methodology by which it is produced. <a href="https://ardc.edu.au/resource/data-provenance/">Learn about data provenance</a></p> <p><strong>Data versioning</strong> involves a new version of a dataset being created when an existing dataset is reprocessed, corrected or appended with additional data. It can help track changes associated with ‘dynamic’ data over time. <a href="https://ardc.edu.au/resource/data-versioning/">Learn about data versioning</a></p> <p><strong>Data reuse, licensing and copyright</strong> can help maximise your data. <a href="https://ardc.edu.au/resource/research-data-rights-management-guide/">Read our guide</a></p> <p><strong>Data management plans (DMPs)</strong> typically outline what research data will be created during a project, plans for sharing and preserving the data, and any restrictions that may need to be applied. <a href="https://ardc.edu.au/resource/data-management-plans/">Learn about data management plans (DMPs)</a></p> <p><strong>Institutional frameworks</strong> should outline the basic elements required to support effective data management. The ARDC provides <a href="https://ardc.edu.au/tools-and-services/advisory-services/rise-workshop/">workshops</a> to self assess your institution’s current framework and its maturity.</p> <p><strong>Institutional policies and procedures</strong> are fundamental to good research data management and address the ownership of research materials and data, their storage, their retention after a project, and access by others later. <a href="https://ardc.edu.au/resource/institutional-research-data-management-policies-and-procedures/">View our guide</a>.</p> <p><strong>File wrangling</strong> means putting careful thought into files at the beginning of a research project to save yourself time, resources and money down the track. <a href="https://ardc.edu.au/resource/community-endorsed-data-standards/">Check out these guides</a>, which include file formats and naming conventions.</p> <p><strong><a href="https://documentation.ardc.edu.au/cpg/scholix" data-type="link" data-id="https://documentation.ardc.edu.au/cpg/scholix">Linking data with Scholix</a></strong>, the Scholarly Link Exchange, can improve links between literature and research data.</p> <p><strong>Journals</strong> have data policies regarding the sharing or publication of data underlying journal manuscripts. <a href="https://datascience.codata.org/article/10.5334/dsj-2020-005/" target="_blank" rel="noopener">Journal research data policies</a> | <a href="https://www.rd-alliance.org/groups/data-policy-standardisation-and-implementation-ig" target="_blank" rel="noopener">Research Data Alliance Interest Group</a></p> <p><strong><a rel="noreferrer noopener" href="https://au-research.github.io/ARDC-23-things/researchdata/reuse" target="_blank">Training resources</a> and guides</strong>, including ARDC courses, can equip you with services and tools to manage data. <a href="https://ardc.edu.au/resource/fair-data-training-resources/">FAIR data training</a> | <a href="https://au-research.github.io/ARDC-23-things/researchdata/reuse" data-type="URL" data-id="https://au-research.github.io/ARDC-23-things/researchdata/reuse" target="_blank" rel="noreferrer noopener">10 and 23 Things Training resources</a></p> </div>  </div>  <div class="mmdl-block mmdl-bg-white mmdl-mt-40"> <div class="container max-w-1280 mx-auto"> <div class="mmdl-feature"> <h2 class="mmdl-feature--title text-uppercase">You may also be interested in</h2> <div class="mmdl-feature--grid mmdl-mt-20 two-cols d-flex flex-wrap justify-start items-stretch"> <article role="article" aria-labelledby="post-title-169000" class="mmdl-feature--grid---item" data-phase="" data-topics="All" > <a class="mmdl-card mmdl-card--normal post-type--resource mmdl-card--focus d-block h-full bg-light-gray" href="https://ardc.edu.au/resource/ardc-digital-research-capabilities-and-skills-framework/" target="_self"> <div class="mmdl-card--group f-clear"> <div class="mmdl-card---icon-external-link f-right 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class="mmdl-feature--grid---item" data-phase="" data-topics="All" > <a class="mmdl-card mmdl-card--normal post-type--resource d-block h-full bg-light-gray" href="https://ardc.edu.au/resource/running-rise-workshops-for-research-data-management-an-organisations-guide/" target="_self"> <div class="mmdl-card--group f-clear"> <div class="mmdl-card---icon-external-link f-right text-center"> </div> <div class="mmdl-card--type mmdl-card--type-tag f-right text-center">Guide</div> </div> <h3 class="mmdl-card--title" id="post-title-90006" > Running RISE Workshops for Research Data Management: An Organisation’s Guide </h3> <div class="mmdl-card--summary">Read this guide to learn how to run the RISE workshop to enhance research data…</div> </a>  </article> <article role="article" aria-labelledby="post-title-97222" class="mmdl-feature--grid---item" data-phase="" data-topics="Medical and Health Sciences" > <a class="mmdl-card mmdl-card--normal post-type--resource mmdl-card--focus d-block h-full bg-light-gray" href="https://ardc.edu.au/resource/resources-for-clinical-trials-data-sharing-and-reuse/" target="_self"> <div class="mmdl-card--group f-clear"> <div class="mmdl-card---icon-external-link f-right text-center"> </div> <div class="mmdl-card--type mmdl-card--type-featured f-right text-center">Featured</div> <div class="mmdl-card--type mmdl-card--type-tag f-right text-center">Dataset, Guide, Tool / Service</div> <div class="mmd-tax-common mmd-tax-common--people font-bold text-uppercase p-relative "> <span class="screen-reader-text">Thematic research data commons is:</span> People </div> </div> <h3 class="mmdl-card--title" id="post-title-97222" > Resources for Clinical Trials Data Sharing and Reuse </h3> <div class="mmdl-card--summary">Explore our resources for sharing and reusing clinical trials data, including Health Data Australia, guides…</div> </a>  </article> <article role="article" aria-labelledby="post-title-13318" class="mmdl-feature--grid---item" data-phase="" 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