#Data Analyst Road Map

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#Data Analyst Road Map Reel by @fitwit_krish (verified account) - Ep44- Stop learning everything!! Are you learning everything in data analytics?? that'sthe biggest mistake and the reason people stay stuck with out
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@fitwit_krish
Ep44- Stop learning everything!! Are you learning everything in data analytics?? that’sthe biggest mistake and the reason people stay stuck with out getting a job. Interviews don’t test random topics. They test specific skills. Right tools and project scenario based knowledge. As an experienced data analyst with over 8 years of experience i have created a detailed pdf from my data analyst journey on which topics needs to be covered. Which needs to be ignored. How to prepare your own project based portfolio. Answer questions with right tools and skill. Below are the details included in pdf. ✔️ What to learn (and what to skip) ✔️ Skills interviewers actually ask ✔️ Role-wise roadmap (Fresher → Job ready) ✔️ Project clarity + interview direction This is only for serious learners. Hence i made it as a paid one which costs a minimal fee. Follow and comment EP-44. I’ll send you the link directly. [data analytics, journey, road map, data analyst, jobs] #dataanalyst #journey #roadmap #skills #growth
#Data Analyst Road Map Reel by @onseventhsky (verified account) - Data Analytics Road map (6-9 months) https://drive.google.com/drive/folders/17KOCp6F1JGqOCwIdryzcDykNCSu93Ltc?usp=sharing Built from my personal int
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@onseventhsky
Data Analytics Road map (6-9 months) https://drive.google.com/drive/folders/17KOCp6F1JGqOCwIdryzcDykNCSu93Ltc?usp=sharing Built from my personal interview experiences(Interviews given - 5+) Duration - 1-2 Months - Basics Learn basic - intermediate SQL(joins) from youtube/udemy Basic Python from youtube/udemy/Leetcode Basic Excel Duration 2-3 Months - Intermediate Practice intermediate to advanced SQL on Data Lemur/Leetcode/WiseOwl Practice easy-intermediate python questions on Leetcode/Hackerrank Start BI - Power BI tutorial from youtube/udemy Duration 3-4 Months - Advanced Learn Pandas/pyspark, practice EDA on csv files from Kaggle datasets on jupyter notebook/colab Practice advanced SQL questions(window functions) Build BI projects from kaggle datasets/Datacamp Github profile to showcase your projects + LinkedIn Theoretical knowledge on ETL pipelines/ Data warehousing concepts(Chat GPT) Resources SQL - Theory - W3Schools(free)/Udemy(paid), Practice - Leetcode/Data Lemur Python - Theory - Youtube/Udemy, Practice - Leetcode(easy to medium) Data Warehousing+ETL - Tutorials Point/Udemy, Datacamp/Chat GPT Power BI/Tableau - Datacamp, wiseowl Pandas/Pyspark - Datacamp, Leetcode, Kaggle Basic Excel . . . . . . #big4 #fyp #data #analytics #ootd #grwm
#Data Analyst Road Map Reel by @sundaskhalidd (verified account) - Repost to share with friends ♻️ Here's how to become a data analyst in 2026 and beyond? 📈 The original video was 5 minutes long and I had to cut it d
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@sundaskhalidd
Repost to share with friends ♻️ Here’s how to become a data analyst in 2026 and beyond? 📈 The original video was 5 minutes long and I had to cut it down to 3 minutes because instagram. One part that got cut off was the job market. Should I post a part 2? what are other skills that would you add to the list?? #dataanalysis #dataanalyst #sql #python
#Data Analyst Road Map Reel by @the.datascience.gal (verified account) - Here's a roadmap to help you go from a software engineer to a data scientist 👩‍💻 👇 If you're tired of writing vanilla apps and want to build ML sy
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@the.datascience.gal
Here’s a roadmap to help you go from a software engineer to a data scientist 👩‍💻 👇 If you’re tired of writing vanilla apps and want to build ML systems instead, this one’s for you. Step 1 – Learn Python and SQL (not Java, C++, or JavaScript). → Focus on pandas, numpy, scikit-learn, matplotlib → For SQL: use LeetCode or StrataScratch to practice real-world queries → Don’t just write code—learn to think in data Step 2 – Build your foundation in statistics + math. → Start with Practical Statistics for Data Scientists → Learn: probability, hypothesis testing, confidence intervals, distributions → Brush up on linear algebra (vectors, dot products) and calculus (gradients, chain rule) Step 3 – Learn ML the right way. → Do Andrew Ng’s ML course (Deeplearning.ai) → Master the full pipeline: cleaning → feature engineering → modeling → evaluation → Read Elements of Statistical Learning or Sutton & Barto if you want to go deeper Step 4 – Build 2–3 real, messy projects. → Don’t follow toy tutorials → Use APIs or scrape data, build full pipelines, and deploy using Streamlit or Gradio → Upload everything to GitHub with a clear README Step 5 – Become a storyteller with data. → Read Storytelling with Data by Cole Knaflic → Learn to explain your findings to non-technical teams → Practice communicating precision/recall/F1 in simple language Step 6 – Stay current. Never stop learning. → Follow PapersWithCode (it's now sun-setted, use huggingface.co/papers/trending, ArXiv Sanity, and follow ML practitioners on LinkedIn → Join communities, follow researchers, and keep shipping new experiments ------- Save this for later. Tag a friend who’s trying to make the switch. [software engineer to data scientist, ML career roadmap, python for data science, SQL for ML, statistics for ML, data science career guide, ML project ideas, data storytelling, becoming a data scientist, ML learning path 2025]
#Data Analyst Road Map Reel by @marytheanalyst - I won't be mad if you copy this entire roadmap… #dataanalyst #dataanalysis #dataanalytics #data #analyst #techjobs #breakintotech #wfh #workfromhome
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@marytheanalyst
I won’t be mad if you copy this entire roadmap… #dataanalyst #dataanalysis #dataanalytics #data #analyst #techjobs #breakintotech #wfh #workfromhome #wfhjobs #remotejobs #remotework #excel #sql #tableau #python
#Data Analyst Road Map Reel by @rebellionrider - 🚀 2-Month Roadmap to Data Analyst Mastery 📊 👉 SAVE THIS to become data Pro! 👈 Otherwise, you'll miss out on learning how to become an SQL Expert!
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@rebellionrider
🚀 2-Month Roadmap to Data Analyst Mastery 📊 👉 SAVE THIS to become data Pro! 👈 Otherwise, you’ll miss out on learning how to become an SQL Expert! Month 1: Week 1-2: 📚 Foundation Building: • Master the basics of statistics, SQL, and Python/R through online courses and tutorials. Focus on understanding data structures and manipulation. Week 3-4: 🔍 Dive into Data Exploration: • Practice data analysis techniques using datasets from platforms like Kaggle. Learn to clean, preprocess, and visualize data to extract meaningful insights. Month 2: Week 1-2: 💼 Real-world Applications: • Engage in hands-on projects or internships to apply your skills to real business problems. Collaborate with peers and seek feedback to refine your approach. Week 3-4: 📈 Advanced Techniques: • Explore advanced topics such as machine learning algorithms, predictive modeling, and data storytelling. Experiment with different tools and techniques to enhance your analytical capabilities. 🎓 Congratulations! You’ve completed your 2-month journey to becoming a proficient data analyst. Remember to stay curious, keep learning, and embrace challenges as opportunities for growth. #DataAnalyst #CareerGrowth #DataSkills 🌟 #sqldatabase #sqlite #datascientist #datasciences #sqltraining #sqlinterview #dataanalystics #dataanalysis
#Data Analyst Road Map Reel by @unq_coder_ (verified account) - Data analyst full roadmap Data Scientist Roadmap in Telugu - master the path from zero to hero How to Become Data Scientist in 2025 - step-by-step + f
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@unq_coder_
Data analyst full roadmap Data Scientist Roadmap in Telugu - master the path from zero to hero How to Become Data Scientist in 2025 - step-by-step + free resources Free Tools & Resources for Data Science - no investment needed [datascientist, datascience, data, ai, machinelearning, python, dataanalytics, analytics, deeplearning, datavisualization, Free resources, Telugu, roadmap, Data analytics, Jobs, Internships] [hiring, google, hiringnow, data analyst, internship] #google #hiring #hiringalert #hiringjobs #dataanalyst
#Data Analyst Road Map Reel by @vee_daily19 - DATA SCIENCE ROADMAP FROM GOOGLE DATA SCIENTISTS . . . #datascience #google #nodaysoff #AI #sql #python #roadmap #cheatsheet
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@vee_daily19
DATA SCIENCE ROADMAP FROM GOOGLE DATA SCIENTISTS . . . #datascience #google #nodaysoff #AI #sql #python #roadmap #cheatsheet
#Data Analyst Road Map Reel by @datawithsai (verified account) - 5 Data Analyst Projects That Can Get You Hired (With Tutorials) Most portfolios are filled with the same boring projects everyone else does. These fi
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@datawithsai
5 Data Analyst Projects That Can Get You Hired (With Tutorials) Most portfolios are filled with the same boring projects everyone else does. These five stand out because they solve real business problems and show recruiters you can think, not just code. Here are the 5 projects: 1. Sales Data Dashboard Build an interactive dashboard analyzing sales trends, revenue by region, and product performance using Excel, Power BI, or Tableau 📎 Tutorial: https://www.youtube.com/watch?v=fZn83JRt4Nk 2. Customer Segmentation Analysis Use Python and K-means clustering to segment customers based on behavior and create targeted marketing strategies 📎 Tutorial: https://365datascience.com/tutorials/python-tutorials/build-customer-segmentation-models/ 3. SQL Database Analysis Query and analyze customer purchase patterns, retention rates, and lifetime value using SQL 📎 Tutorial: https://www.geeksforgeeks.org/sql/customer-behavior-analysis-in-sql/ 4. Time Series Forecasting Predict future sales or trends using Python with ARIMA or Prophet models to demonstrate forecasting skills 📎 Tutorial: https://www.digitalocean.com/community/tutorials/a-guide-to-time-series-forecasting-with-prophet-in-python-3 5. A/B Testing Framework Design and analyze an A/B test to optimize website conversions or marketing campaigns using statistical testing 📎 Tutorial: https://www.kdnuggets.com/a-complete-guide-to-a-b-testing-in-python These aren't just tutorials you follow. They're projects that demonstrate real business impact, clean code, and the ability to communicate insights. Recruiters check GitHub. Make sure yours has well-documented projects that show practical impact, not just technical skills. Save this and start building. [dataanalyst, data, analyst, analytics, portfolio, projects, SQL, python, powerbi, tableau, excel, dashboard, visualization, forecasting, machinelearning, career, job, hired, beginner, tutorial, github, skills, business, insights, statistics, segmentation, testing, resume] #dataanalyst #dataanalysis #portfolio #projects
#Data Analyst Road Map Reel by @aanooook - Here's thing i wish i knew before becoming a data analyst 📊 1. SQL is your best friend - it gets you through 80% of the work. 2. Excel isn't basic -
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@aanooook
Here’s thing i wish i knew before becoming a data analyst 📊 1. SQL is your best friend — it gets you through 80% of the work. 2. Excel isn’t basic — pivot tables & formulas are used daily. 3. Visualization tools (Tableau/Power BI) make you stand out. 4. Communication > technical sometimes — if you can’t explain insights, they don’t matter. 5. You don’t need 100 certifications — projects & practice speak louder. 6. Most of your time is data cleaning — not fancy dashboards. 7. Business understanding is key — knowing why the data matters is more valuable than just coding. 8. Networking gets you jobs faster than applications — LinkedIn visibility + projects > sending 500 resumes [data analytics,data analyst, corporate, data]
#Data Analyst Road Map Reel by @prernaa.py (verified account) - DATA ANALYTICS ROADMAP (0 → Job Ready) Reality check: You don't need coding mastery, fancy degrees, or 10 tools. You need strong basics + projects + s
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@prernaa.py
DATA ANALYTICS ROADMAP (0 → Job Ready) Reality check: You don’t need coding mastery, fancy degrees, or 10 tools. You need strong basics + projects + storytelling + consistency. PHASE 0: Mindset & Setup (1 Week) What to understand first Data Analytics ≠ Data Science Your job is to answer business questions using data Tools are secondary, thinking is primary Setup Laptop Google account Install: Excel / Google Sheets MySQL / PostgreSQL VS Code or Jupyter Notebook Power BI (free version) PHASE 1: EXCEL (Foundation Tool) – 2 to 3 Weeks 80% companies still test Excel in interviews What to learn (IN THIS ORDER) Basics Rows, columns, formatting Functions SUM, AVERAGE, COUNT IF, AND, OR VLOOKUP / XLOOKUP INDEX + MATCH Data Cleaning Remove duplicates Text to columns TRIM, CLEAN Pivot Tables Grouping Filters Charts Bar, Line, Pie Mini Project 👉 Sales Analysis Dashboard in Excel Monthly sales Top products Region-wise revenue 📌 This becomes Project 1 PHASE 2: SQL (MOST IMPORTANT) – 3 to 4 Weeks SQL is a job gatekeeper. No SQL = No shortlist. What to learn Basics SELECT, WHERE, ORDER BY Filtering AND, OR, IN, BETWEEN, LIKE Aggregations COUNT, SUM, AVG GROUP BY, HAVING Joins INNER LEFT RIGHT Subqueries Window Functions ROW_NUMBER RANK DENSE_RANK Practice Write daily 5–10 queries Explain your logic in words Project 👉 E-commerce Database Analysis Top customers Repeat orders Revenue trends 📌 Project 2 PHASE 3: PYTHON (Only What You Need) – 3 Weeks You are not becoming a Python developer What to learn Basics Variables Loops Conditions Libraries NumPy Pandas Matplotlib / Seaborn Data Tasks Read CSV Handle missing values Filter & sort data Simple EDA Project 👉 Diwali Sales / Zomato / Netflix Data Analysis Clean data Insights Visualizations 📌 Project 3 PHASE 4: POWER BI / TABLEAU – 2 Weeks This is where you look job-ready What to learn Data Import Relationships DAX Basics SUM CALCULATE FILTER Dashboards Storytelling Project 👉 Business Performance Dashboard KPIs Trends Insights slide 📌 Project 4 Comment for complete roadmap and resources✨
#Data Analyst Road Map Reel by @soniapandey_ - The most awaited roadmap is finally here 🤍 I've spent weeks researching and building this complete Data Analytics Career Roadmap, a step-by-step gui
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@soniapandey_
The most awaited roadmap is finally here 🤍 I’ve spent weeks researching and building this complete Data Analytics Career Roadmap, a step-by-step guide for anyone who wants to start a career in data analytics despite your undergrads Comment “roadmap” and I’ll DM you the link. Let’s make you Corporate Ready 💼 Follow for more ♥️ #DataAnalytics #CareerRoadmap #DataAnalyst #CorporateReady #soniapandey #AnalyticsJourney #CareerGuide #CampusToCorporate

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