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## Data Collaboration: an emerging practice Data collaboration for data practitioners is an active, iterative, and transformative process. In fact, data collaboration can become an **organizational practice** focused on better outcomes for the entire business. Each organization must decide and then live the practice. Similar to DevOps, data collaboration is about the symphony that happens between the people, the processes, the tools, and the culture involved. Companies need a new way to thrive in this new world! A **new generation of data tools is needed** that allow each of the cross-functional experts within the data practitioner umbrella, to maximize their effectiveness and seamlessly progress from ideas and data analysis to insights and communication in one space, without tool hopping or hitting a wall with their colleagues. The most empowering part of data collaboration is that each organization can determine its own practices and processes, since it’s not a static deliverable or tied to glueing together disparate tools. 3d:[{"id":"c2dc3041d60fc6b5eeec2b88ffa5bbd758108d5baf31e0a6cd069f704608809f9258d31ed688d0b788c54952ff50da6c4fa84699ecd08ee01d19ca51a3f3387e","href":"https://static.observableusercontent.com/files/c2dc3041d60fc6b5eeec2b88ffa5bbd758108d5baf31e0a6cd069f704608809f9258d31ed688d0b788c54952ff50da6c4fa84699ecd08ee01d19ca51a3f3387e","name":"180 tools for data workflow.png","type":"image/png","lastModified":1637370065225.757,"size":590548},{"id":"521cd8cdb20b8ab83aefc92a48f4217b9c4ee39443b6f480f73446e0777e86b094414a1c0fc8a8f8b8c21f7f0bf90cd65b4253e55d1d120fbb4bef42bbea9fdc","href":"https://static.observableusercontent.com/files/521cd8cdb20b8ab83aefc92a48f4217b9c4ee39443b6f480f73446e0777e86b094414a1c0fc8a8f8b8c21f7f0bf90cd65b4253e55d1d120fbb4bef42bbea9fdc","name":"Complex data workflow@1.png","type":"image/png","lastModified":1638216225101.498,"size":1456424},{"id":"4708c96a039c6d05bd4507c7e80ee7ba89d754c36c75f2ea1b9d30c1ce23172ed58678d2ef724286c865bf57f5b597d6ba79886bf5221b8c00caffe83cc9fcbe","href":"https://static.observableusercontent.com/files/4708c96a039c6d05bd4507c7e80ee7ba89d754c36c75f2ea1b9d30c1ce23172ed58678d2ef724286c865bf57f5b597d6ba79886bf5221b8c00caffe83cc9fcbe","name":"One Space for Data Practitioners.png","type":"image/png","lastModified":1637370065225.757,"size":199606},{"id":"3f4eb250bdb85cb53ba6d55cf0f0f83f7b9a2eaca0a2b13efd147f71bc75abe67b2c5f350d3301af4219c0674c643729f912992e2ba749a6be866e05e5643957","href":"https://static.observableusercontent.com/files/3f4eb250bdb85cb53ba6d55cf0f0f83f7b9a2eaca0a2b13efd147f71bc75abe67b2c5f350d3301af4219c0674c643729f912992e2ba749a6be866e05e5643957","name":"Simple data workflow with Observable@1.png","type":"image/png","lastModified":1638216263623.717,"size":1500341}] 3a:{"id":"6698a2ee0c574d96","slug":"future-of-data-work-empowering-data-practitioners-in-one-place","title":"Future of Data Work: Empowering Data Practitioners in One Place","thumbnail":"3947ae977f11a670861442e7298af400fc8ba50fa2ddea56ab3531f31563af09","access_level":"public","create_time":"$D2026-08-17T19:24:39.334Z","update_time":"$D2026-08-17T19:24:46.016Z","view_time":null,"first_public_time":"$D2026-08-17T19:24:48.030Z","has_unpublished_edits":null,"fork":{"id":"6e8285a927cf730d","slug":"future-of-data-work-empowering-data-practitioners","title":"Future of Data Work: Empowering Data Practitioners in One Place","owner":{"id":"f35c755083683fe5","login":"observablehq","name":"Observable"}},"stars":1,"starred":false,"owner":{"type":"team","id":"0d89ff0d43911832","login":"a-kyselova","name":"a-k","avatar_url":"https://avatars-next.observableusercontent.com/c17731a6346b5dfce53e427b1b871e127393f84a1789e18931f02dc51f940fcc","tier":"starter_2024","bio":"","following":false},"version":222,"publish_version":222,"role":null,"authored":false,"authors":[{"type":"individual","id":"4abdd3c5ac6f602a","login":"akyselova","name":"Anastasiia","avatar_url":"https://avatars-next.observableusercontent.com/f400c814810bb16bc0121a8537885d2f84ff777dc43a704664ad27987b43d9df","tier":null,"bio":"","following":false}],"members":[{"type":"team","id":"0d89ff0d43911832","login":"a-kyselova","name":"a-k","avatar_url":"https://avatars-next.observableusercontent.com/c17731a6346b5dfce53e427b1b871e127393f84a1789e18931f02dc51f940fcc","tier":"starter_2024","role":"editor"}],"comments":[],"custom_thumbnail":true,"trashed":false,"lapsed":null,"subscribed":null,"forks":0,"collection":null,"type":"notebook","body":{"titling":"auto","title":"Future of Data Work: Empowering Data Practitioners in One Place","cells":[{"id":0,"value":"# Future of Data Work: Empowering Data Practitioners in One Place","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":11,"value":"---","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":6,"value":"## The Challenge with Data ... \n\nOver the last decade, the growth in online technologies and tech-based services has resulted in an explosive growth in data. I saw this first hand, building high performance databases at Oracle, and then building petabyte-scale storage and database services at Google. As the volume of data being generated continues to increase, with the availability of these scalable infrastructure solutions, data storage and retrieval are no longer the biggest challenge*s*. \n\n\n**The biggest challenge facing our connected world today is making sense of this data with ever-increasing data complexity.** For businesses, there is an urgent need for cross-functional teams to quickly discover data-driven insights to inform business decisions. An organization’s success is often tied to the quality and velocity of this decision-making. \n\n
","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":16,"value":"## Complexity: the status quo doesn’t work for people or businesses \n\nIt’s not just that the data itself is complex, and is scattered across different parts of the organization. The end-to-end data journey to inform decision-making is also complex, involving multiple steps: from data gathering to visualization and finally, communication of insights. ","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":20,"value":"
\n

\n \n

Current data workflows for decision-making are complex, error-prone and brittle, impacting decision-making velocity

\n \n

Different folks with diferent expertise use different tools to get their work done

\n","pinned":false,"hidden":false,"mode":"html","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":36,"value":"
\nIt is painfully obvious that the current data exploration, analysis, and visualization ecosystem forces users to hop between tools and creates barriers between people who play critical roles in data-driven decision-making. This error-prone and often brittle process slows down organizational velocity. ** No one feels empowered to make decisions with high confidence because each person (or sub-team) has only a piece of the entire data puzzle.**\n\n
","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":40,"value":"## Data Practitioners: the collaborative collective\n\n\nOrganizations can’t simply rely on separate data science or analyst teams to independently be the single source of fast data analysis and insights. Everyone in a team, irrespective of role or expertise, needs to be able to work together to make sense of their data. \n\nWe’ve noticed through our user research, customer stories, and market analysis, that the following roles sitting in their own departments, *along with their collaborators such as product managers, team leads, and business owners*, need to work together as a collective, to gain insights for better data-based decisions:\n* Data scientists\n* Data engineers\n* Data architects\n* Business and financial analysts\n* Data visualization (dataviz) developers\n* Business Intelligence / Operational dashboard developers\n\nObservable uses the term **data practitioners as an inclusive identity** covering all of these people who work together on data.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":54,"value":"
\n

\n \n

The Data Practitioner umbrella includes multi-disciplinary roles coming together to get their work done

\n \n

Observable Data Canvas simplifies workflows and enables data practitioners to be effective in one space

\n\n","pinned":false,"hidden":false,"mode":"html","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":81,"value":"
\n**This is the future of data collaboration**, and Observable is building this future! If you identify as a data practitioner, [join your community on Observable](https://observablehq.com/product?utm_medium=blog&utm_campaign=future_of_data&utm_source=), and help us build this future together. \n
","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":216,"value":"What are *your* thoughts on the future of data work? Let us know with the hashtag **#FutureOfDataWork** on Twitter, or drop a comment below.\n","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":87,"value":"\nIf you’re interested in following along with the latest updates on the community, you can subscribe [here](https://observablehq.com/@observablehq/blog-subscribe).\n\nIf you have used Observable in a way that you think would help other data practitioners, we’d love to hear from you! You can reach us at [community@observablehq.com](community@observablehq.com) or join us at one of our upcoming [Meetups](https://www.meetup.com/observablehq).\n","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":210,"value":"banner(\"Interested in learning more about collaborating with data?\", \"Sign up for free\", \"https://observablehq.com/product\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":212,"value":"import {banner} from \"@observablehq/brand-assets\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W3d","stdlib":"2"}} 3b:"$3a:body"