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<!DOCTYPE html><html lang="en" dir="ltr"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1,viewport-fit=cover"><link rel="apple-touch-icon" sizes="180x180" href="/static/icons/apple-touch-icon.png"><link rel="icon" type="image/png" sizes="32x32" href="/static/icons/favicon-32x32.png"><link rel="icon" type="image/png" sizes="16x16" href="/static/icons/favicon-16x16.png"><link rel="manifest" href="/static/icons/site.webmanifest"><link rel="mask-icon" href="/static/icons/safari-pinned-tab.svg" color="#f15a24"><link rel="shortcut icon" href="/static/icons/favicon.ico"><meta name="msapplication-TileColor" content="#da532c"><meta name="msapplication-config" content="/static/icons/browserconfig.xml"><meta name="theme-color" content="#ffffff"><meta property="og:site_name" content="Data Stewardship Wizard"><meta property="og:title" content="Data Stewardship"><meta property="og:description" content="Data stewardship focuses on coordination and implementation for establishing data-quality metrics and other requirements regarding good data management."><meta name="description" content="Data stewardship focuses on coordination and implementation for establishing data-quality metrics and other requirements regarding good data management."><meta property="og:image" content="https://ds-wizard.org/static/ogimages/data-stewardship.png"><meta property="og:image:width" content="1200"><meta property="og:image:height" content="627"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:site" content="@dswizard_org"><link rel="canonical" href="https://ds-wizard.org/data-stewardship"><link href="https://fonts.googleapis.com/css?family=Open+Sans:400,600,700&display=swap" rel="stylesheet"><link href="/style.css?e754aec574c248c16e7ef56b9700d423072e93f7" rel="stylesheet"><script async src="https://www.googletagmanager.com/gtag/js?id=UA-120469224-1"></script><script async src="/script.js?e754aec574c248c16e7ef56b9700d423072e93f7"></script><title>Data Stewardship | Data Stewardship Wizard</title></head><body><header class="_16cooldJN5YaK6DRo_T4lB"><div class="_3JYnSDFoyNo1hGOxqYGgf8"><div class="ANkx1UGfTqS8yCzjWhyl-"><a href="/"><img src="/static/dsw-logo-horizontal-color-transparent.svg" alt="DSW"></a></div><nav class="_1_J86Tn-kVAhNs2EvoOGQl"><a class="_116UvZ3yGGMevjp0b7bwts" data-menu="features">Features<i class="_29xnFyds_8cm7JdJwfZJcG vKhbeDQwrYj8Je2Xo28ig"></i></a><a class="_116UvZ3yGGMevjp0b7bwts" data-menu="usecases">Use Cases<i class="_29xnFyds_8cm7JdJwfZJcG vKhbeDQwrYj8Je2Xo28ig"></i></a><a class="_116UvZ3yGGMevjp0b7bwts" data-menu="learn">Learn<i class="_29xnFyds_8cm7JdJwfZJcG vKhbeDQwrYj8Je2Xo28ig"></i></a><a class="_116UvZ3yGGMevjp0b7bwts" href="/about">About</a></nav><a class="_18VZVIBAl9kjgcTrnmvMc6 WneDSunFAr8Iw2oRDXK0w _1_vdCTYM7rdLjCxYugvzE" href="/get-started">Get Started</a><a class="_2IQl9n3zNWiwoDAyXw2Sob" id="mobile-menu-open"><i class="_29xnFyds_8cm7JdJwfZJcG _3shq3icdb8M8CAa2x7y268"></i></a></div><div class="_2yq7so0DdLYmft1_qxAHMJ" id="submenu"><div class="_3Defp0BqLxyMV6kXD8i4tZ" data-submenu="features"><nav><a href="/data-management-plans"><i class="_29xnFyds_8cm7JdJwfZJcG _319DMcJcAk_azxy71YJ5wl"></i><strong>Data Management Plans</strong><span>Create high-quality DMPs in DSW</span></a><a href="/document-templates"><i class="_29xnFyds_8cm7JdJwfZJcG _3rlAMpaZHnSPSv9J3x7qXf"></i><strong>Document Templates</strong><span>Choose or create the perfect DMP template</span></a><a href="/knowledge-models"><i class="_29xnFyds_8cm7JdJwfZJcG _3DI1l3UCthl1K0d4zfsh6C"></i><strong>Knowledge Models</strong><span>Capture the knowledge needed to build DMPs</span></a><a href="/fair"><i class="_29xnFyds_8cm7JdJwfZJcG _3DTz3-W40AdwVnBcHOcGWs"></i><strong>FAIR</strong><span>Get guidance on how to make your data FAIR</span></a><a href="/integrations"><i class="_29xnFyds_8cm7JdJwfZJcG 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Steward</strong><span>Build and manage knowledge models</span></a><a href="/funder"><i class="_29xnFyds_8cm7JdJwfZJcG _1Dru1lWFLyden6mVT9upkD"></i><strong>Funder</strong><span>Effectively guide grant applicants</span></a><a href="/university"><i class="_29xnFyds_8cm7JdJwfZJcG _1tBKndgik7bBxb1FAsk32O"></i><strong>University</strong><span>Support researchers and their projects</span></a><a href="/enterprise"><i class="_29xnFyds_8cm7JdJwfZJcG _1oVVV1CsznnlopHEnSMfKg"></i><strong>Enterprise</strong><span>Plan data management to profit</span></a><a href="/success-stories"><i class="_29xnFyds_8cm7JdJwfZJcG _1Nzi0icYvm46ZMJg05dn62"></i><strong>Success Stories</strong><span>Explore how others use DSW</span></a></nav><nav><a href="/beyond-data-management-plans"><strong>Beyond Data Management Plans</strong><span>Learn how DSW has been used in other domains</span></a></nav></div><div class="_3Defp0BqLxyMV6kXD8i4tZ" data-submenu="learn"><nav><a href="https://guide.ds-wizard.org"><i 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Models</strong><span>Capture the knowledge needed to build DMPs</span></a><a href="/fair"><i class="_29xnFyds_8cm7JdJwfZJcG _3DTz3-W40AdwVnBcHOcGWs"></i><strong>FAIR</strong><span>Get guidance on how to make your data FAIR</span></a><a href="/integrations"><i class="_29xnFyds_8cm7JdJwfZJcG Lyfgd4GmXoGpoZxpRCx88"></i><strong>Integrations</strong><span>Integrate DSW with existing tools and services</span></a><a href="/machine-actionability"><i class="_29xnFyds_8cm7JdJwfZJcG T6jHRtlHrBzIyiuvyEz90"></i><strong>Machine-Actionability</strong><span>Build data management plans for machines</span></a></nav><nav><a href="https://registry.ds-wizard.org" target="_blank"><strong>DSW Registry</strong><span>Browse existing knowledge models and DMP templates</span></a><a href="https://storage-costs-evaluator.ds-wizard.org" target="_blank"><strong>Storage Costs Evaluator</strong><span>Simple estimation of storage costs based on your needs</span></a></nav></div><a data-menu-mobile="usecases">Use Cases<i class="_29xnFyds_8cm7JdJwfZJcG vKhbeDQwrYj8Je2Xo28ig"></i></a><div class="_1CzfQ_ia3JL__Ju4Wj-1S2" data-submenu-mobile="usecases"><nav><a href="/researcher"><i class="_29xnFyds_8cm7JdJwfZJcG Arp6k0myjnM2QLJ2Y_Bci"></i><strong>Researcher</strong><span>Collaborate on data management plans</span></a><a href="/data-steward"><i class="_29xnFyds_8cm7JdJwfZJcG owJofgqyDn-xxgU-5T_IT"></i><strong>Data Steward</strong><span>Build and manage knowledge models</span></a><a href="/funder"><i class="_29xnFyds_8cm7JdJwfZJcG _1Dru1lWFLyden6mVT9upkD"></i><strong>Funder</strong><span>Effectively guide grant applicants</span></a><a href="/university"><i class="_29xnFyds_8cm7JdJwfZJcG _1tBKndgik7bBxb1FAsk32O"></i><strong>University</strong><span>Support researchers and their projects</span></a><a href="/enterprise"><i class="_29xnFyds_8cm7JdJwfZJcG _1oVVV1CsznnlopHEnSMfKg"></i><strong>Enterprise</strong><span>Plan data management to profit</span></a><a href="/success-stories"><i class="_29xnFyds_8cm7JdJwfZJcG _1Nzi0icYvm46ZMJg05dn62"></i><strong>Success Stories</strong><span>Explore how others use DSW</span></a></nav><nav><a href="/beyond-data-management-plans"><strong>Beyond Data Management Plans</strong><span>Learn how DSW has been used in other domains</span></a></nav></div><a data-menu-mobile="learn">Learn<i class="_29xnFyds_8cm7JdJwfZJcG vKhbeDQwrYj8Je2Xo28ig"></i></a><div class="_1CzfQ_ia3JL__Ju4Wj-1S2" data-submenu-mobile="learn"><nav><a href="https://guide.ds-wizard.org"><i class="_29xnFyds_8cm7JdJwfZJcG _271BS8BP1VRoQ6hUle8qo1"></i><strong>User Guide</strong><span>All you need to know about how to use DSW</span></a><a href="/video-tutorials"><i class="_29xnFyds_8cm7JdJwfZJcG _2ED4JI0dD-kwlUMl5RaaCE"></i><strong>Video Tutorials</strong><span>Learn about DSW by watching videos</span></a><a href="/resources"><i class="_29xnFyds_8cm7JdJwfZJcG _2P4nESJoGlcSsbcjWcfNb-"></i><strong>Resources</strong><span>Learn about DSW by reading publications</span></a></nav><nav><a href="/data-stewardship"><strong>What is Data Stewardship</strong><span>And how DSW can help with that</span></a><a href="/comparison"><strong>DSW Compared to Other Tools</strong><span>Features you might miss in other tools</span></a><a href="/dmponline-alternative"><strong>Switch from DMPonline</strong><span>Differences between DSW and DMPonline</span></a></nav></div><a href="/about">About</a></nav><a class="_16hc5mbEoiyyt9FEx63net WneDSunFAr8Iw2oRDXK0w _1_vdCTYM7rdLjCxYugvzE" href="/get-started">Get Started</a></div></div></header><div class="_2S1OSuXOnap7cHvP1hVEeA"><div class="ZxTlqLqAEP7SAQs_N0Ydy"><div><h1>Data Stewardship</h1><p>Data stewardship focuses on tactical coordination and implementation responsible for establishing data-quality metrics and other requirements regarding good data management. The <strong>ultimate goal is to provide high-quality data that is easily accessible in a consistent manner</strong>.</p></div><div class="_1jX7pxI3tUWhKXr2D2ZoF4"><img src="/static/undraw/undraw_data.svg" alt="Data Stewardship Illustration"></div></div></div><div class="_1flhr9bAiw8sT7utrCndBy"><div class="_1hotXjvup7ogBMnYKO5ItS _3Q637QQIM1fJjhzKjz0v0A _11vn0haVawRGVCMBNuzSPQ"><div class="_1jETFER71cnIQYvAUgouaq"><h2>Who Should Practice Data Stewardship?</h2><p>Everyone who collects, views, stores, exchanges, aggregates, analyzes, and / or uses electronic data should practice data stewardship.</p></div></div><div class="_1hotXjvup7ogBMnYKO5ItS _11vn0haVawRGVCMBNuzSPQ _3gHg1pj_yjo54D_ughPnWN"><div class="_1jETFER71cnIQYvAUgouaq"><h2>How Is Data Stewardship Done?</h2><p>Data stewardship is a very complex discipline responsible mainly for <strong>defining the data, creating processes and procedures, maintaining the quality of the data, optimizing workflows, monitoring data usage to assist teams, ensuring compliance and security of the data</strong>.</p></div></div><div class="_1hotXjvup7ogBMnYKO5ItS _3Q637QQIM1fJjhzKjz0v0A _11vn0haVawRGVCMBNuzSPQ"><div class="_1jETFER71cnIQYvAUgouaq"><h2>How DSW Helps?</h2><p>Does data stewardship sound complicated? The <strong>Data Stewardship Wizard</strong> will <strong>effortlessly guide you through the creation of your data management plan</strong> by e.g. giving you hints about good data management practice, checking the FAIRness of your plan, or asking and following only questions relevant to your project.</p></div></div><div class="_1hotXjvup7ogBMnYKO5ItS _11vn0haVawRGVCMBNuzSPQ _3gHg1pj_yjo54D_ughPnWN"><div class="_1jETFER71cnIQYvAUgouaq"><h2>Learn More About Data Stewardship</h2><ul><li><a href="https://www.taylorfrancis.com/books/mono/10.1201/9781315380711/data-stewardship-open-science-barend-mons" target="_blank" rel="noopener">Data Stewardship for Open Science</a></li><li><a href="http://data-intelligence-journal.org/p/49/" target="_blank" rel="noopener">Data Management Planning: How Requirements and Solutions are Beginning to Converge</a></li><li><a href="https://datascience.codata.org/articles/10.5334/dsj-2019-059/" target="_blank" rel="noopener">"Data Stewardship Wizard": A Tool Bringing Together Researchers, Data Stewards, and Data Experts around Data Management Planning</a></li></ul></div></div></div><footer class="_2n2Xbjb6dPKYUI1Cpehxtk"><div class="mAi78YlxEj6UkK9i9Sm7R"><div class="F7SbKzq6dxwhB_mTK9ygI"><div class="_2ED-yrfUn1-bOPd_bdbAy_"><form class="TTzM6IkzVAAEqg645GkwS" action="https://ds-wizard.us18.list-manage.com/subscribe/post?u=84367d74c182d3f7399b45374&id=6359974798" method="post" name="mc-embedded-subscribe-form" target="_blank" rel="noopener" novalidate=""><div class="_1C6_KL8-UAm8LFffz7FRqK"><label for="mce-EMAIL">Subscribe to our Mailing List</label><span>And get the latest updates about the Data Stewardship Wizard</span></div><div style="position: absolute; 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