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Step 1. Slow Down - Data Management THEN Data Science.
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Step 2. Recognize that "Data" means different things to different people.
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Step 3. Identify and organize around well-established Data Domains that make sense to YOU
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Step 4. Understand how Data Domains relate to each other and the interactions through their lifespan.
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Step 5. Leverage a purpose-designed Data Management Platform day 1 to bring your data together using your business designs as easy-to-manage rules (not code!) 
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Step 6. Establish dedicated "Data Management" experts and roles to look after your data content as it grows.