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Data Analyst Roadmap Like if it helps ❤️

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⌨️ MongoDB Cheat Sheet

MongoDB is a flexible, document-orientated, NoSQL database program that can scale to any enterprise volume without compromising search performance.

This Post includes a MongoDB cheat sheet to make it easy for our followers to work with MongoDB. Working with databases Working with rows Working with Documents Querying data from documents Modifying data in documents Searching

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Data Science vs. Data Analytics

Skills a data analyst needs: 1. Technical skills 📍 SQL 📍 Excel 📍 Data viz (Power BI/Tableau) 2. Soft skills 📍 Problem solving 📍 Communication 📍 Thinking (critical + analytical)

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I’m a data analyst. I clean and prepare data daily for my job. This is how I would learn data cleaning for 2025: ✅Learn how to handle missing values ✅Learn data normalization and standardization ✅Learn to remove duplicates ✅Learn how to handle outliers ✅Learn how to merge and join datasets ✅Learn to identify and correct data inconsistencies Data cleaning is an essential step to make your analysis meaningful.

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