Machine Learning
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Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.

Admin: @HusseinSheikho || @Hussein_Sheikho
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๐Ÿ“Œ Data Culture Is the Symptom, Not the Solution

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-11-10 | โฑ๏ธ Read time: 22 min read

Your data investments are failing, and the common advice to "build a better data culture" might be wrong. This article posits that a flawed data culture is not the root cause but a symptom of a more fundamental, often overlooked issue. To achieve real ROI from data initiatives, organizations must look beyond cultural fixes and address the hidden problems that truly undermine success.

#DataCulture #DataStrategy #DataAnalytics #DataROI
๐Ÿ“Œ Metric Deception: When Your Best KPIs Hide Your Worst Failures

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-11-29 | โฑ๏ธ Read time: 7 min read

Your best-performing KPIs could be hiding your worst failures. This article explores 'metric deception,' where trusted legacy metrics become misleading and mask underlying problems. The most dangerous KPIs aren't the ones that are obviously broken, but those that are trusted long after they've lost their strategic relevance. It's a critical reminder for leaders and data teams to continuously audit their metrics to ensure they drive correct business decisions and reflect true performance.

#KPI #DataAnalytics #BusinessIntelligence #Metrics #DataStrategy
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