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Ray Givler Ray Givler is an Influencer

📈 Data → Decisions✔ | Balancing Design and Pragmatism in Tableau | 2024 Tableau Social Ambassador

✔️ So you loaded your data into your viz tool.   🤔 Now, how do you start your analysis?   🪜 The 1st (and often skipped) step is to verify that the data arrived unscathed.   🧩 You may have had lots of joins across disparate sources that caused an issue.   🔧 Or maybe someone implemented a "fix" and didn't inform you.   Basic checks include: ✔️Number of Records of entire data source ✔️Universe of values within subsets of major dimensions (i.e. group by).    Same check within sub-dimensions ✔️Number of Records within subsets of major dimensions against known values in another tool (Excel, Python, R, SQL in database connection)    Same check within sub-dimensions (possibly as a crosstab) ✔️Validate at least a couple measures within dimensions - sums, means, ratios ✔️Trends include entire expected time range ✔️General scan for unexpected nulls   You don't have to do all of these every time, but simply forging ahead without any validation of whether the data arrived properly is guaranteed to bite you.   ⌛ It's just a matter of time.   ⛵ Happy Exploring!   🏗→🧠 Build to Learn!   💭🚶♀️🚶♂️ Follow for more.   #tableau #data #analytics #VizoftheRay

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Nisar Ahmed

Lead Decision Scientist at CVS | Tableau Ambassador | YouTube & The Data Nerd Podcast @BizNisIntelligence | Instructor

6mo

The end users/stakeholders pack quite a bite too! Your image is very timely given it's race season.

Andy Holt

Data Visualisation Specialist; formerly Tableau: Desktop Certified Professional, Certified Associate Consultant, Server Certified Professional & Accredited Trainer

6mo

Something I am always at pains to explain to less experienced analysts is the value of exploring and understanding your data before you start any serious analysis or chart/dashboard building

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