Ultimate Roadmap to Becoming a Data Analyst in 2025 📊

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In today's video I am sharing Data Analyst Roadmap with 6 steps. I would recommend watching the video in its entirety as each step builds on top of the other.

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# COURSES & CERTIFICATES
🌍 ALL COURSES 👉🏼 https://kit.co/SundasKhalid

# Data Scientist
📊 Data Science Certificate 👉🏼 https://imp.i384100.net/DataScienceCert
🏅 Data Science Bootcamp 👉🏼 http://datacamp.pxf.io/DS
🌍 Data Scientist Bootcamp 👉🏼 https://bit.ly/data-scientist-bootcamp

# Data Analyst
1️⃣ Google Data Analytics Certificate 👉🏼 https://imp.i384100.net/GoogleDataCert
2️⃣ Google Advanced Data Analytics Certificate 👉🏼 https://imp.i384100.net/advanced-data-analyst
📈 Data Analyst Certification 👉🏼 http://datacamp.pxf.io/data-analyst_cert
⚡ IBM Data Analytics Certificate 👉🏼 https://imp.i384100.net/ibm-data-analyst
📊 Microsoft BI Data Analyst Certificate 👉🏼 https://imp.i384100.net/msft-dataanalyst

# Product Manager
⚡ AI Product Manager Certification by OpenAI PM (25% off) 👉🏼 https://maven.com/product-faculty/ai-product-management-certification?promoCode=SUNDAS25YT

# Data Engineer
🏅 Data Engineer Certificate 👉🏼 http://datacamp.pxf.io/DE
📊 Meta Data Engineer Certificate 👉🏼 http://imp.i384100.net/meta-dataengineer
⚡ IBM Data Engineer 👉🏼 http://imp.i384100.net/data-engineer

# Python
🐍 Python for Everybody 👉🏼 https://imp.i384100.net/PythonSpec
⚡ Intro to Python I 👉🏼 https://datacamp.pxf.io/Python_1
💻 Intro to Python II 👉🏼 https://datacamp.pxf.io/PythonII
🤖 Python for Machine Learning 👉🏼 https://datacamp.pxf.io/ML101

# SQL
✨ SQL 101 👉🏼 https://datacamp.pxf.io/SQL101
⚡ SQL Basics for Data Science 👉🏼 https://imp.i384100.net/SQLforDS
📊 SQL Associate Certificate 👉🏼 http://datacamp.pxf.io/SQL-cert
🏅 SQL Bootcamp 👉🏼 https://bit.ly/sql-bootcamps

# Machine Learning
🏅 Machine Learning Bootcamp 👉🏼 https://bit.ly/machine-learning-atoz
⚙️ Machine Learning Specialization 👉🏼 https://imp.i384100.net/ML
⚡ Deep Learning 👉🏼 https://imp.i384100.net/deeplearning
⚙️ AI Engineer Certificate https://imp.i384100.net/AI

# Statistics
⚙️ Intro to Stats for Data Science 👉🏼 https://datacamp.pxf.io/Stats101
📑 Intro to Statistics 👉🏼 https://imp.i384100.net/Stats

# EXCEL
🎨 Excel for Data Analysis 👉🏼 https://imp.i384100.net/Excel
✍️ Excel 101 👉🏼 https://datacamp.pxf.io/Excel101

# MY FAVORITE TOOLS
🏅 Practice Coding Interviews 👉🏼 https://www.stratascratch.com/?via=sundas
✍️ Coursera Plus 7 day free trial 👉🏼 https://imp.i384100.net/CourseraPlus
🏅 Julius AI for data analysis 👉🏼 https://julius.ai/?via=Sundas
🤖 Datacamp AI Datalab 👉🏼 datacamp.pxf.io/datalabs

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