Telegram Group & Telegram Channel
๐Ÿ“Š Data Analyst Roadmap (2025)

Master the Skills That Top Companies Are Hiring For!

๐Ÿ“ 1. Learn Excel / Google Sheets
Basic formulas & formatting
VLOOKUP, Pivot Tables, Charts
Data cleaning & conditional formatting

๐Ÿ“ 2. Master SQL
SELECT, WHERE, ORDER BY
JOINs (INNER, LEFT, RIGHT)
GROUP BY, HAVING, LIMIT
Subqueries, CTEs, Window Functions

๐Ÿ“ 3. Learn Data Visualization Tools
Power BI / Tableau (choose one)
Charts, filters, slicers
Dashboards & storytelling

๐Ÿ“ 4. Get Comfortable with Statistics
Mean, Median, Mode, Std Dev
Probability basics
A/B Testing, Hypothesis Testing
Correlation & Regression

๐Ÿ“ 5. Learn Python for Data Analysis (Optional but Powerful)
Pandas & NumPy for data handling
Seaborn, Matplotlib for visuals
Jupyter Notebooks for analysis

๐Ÿ“ 6. Data Cleaning & Wrangling
Handle missing values
Fix data types, remove duplicates
Text processing & date formatting

๐Ÿ“ 7. Understand Business Metrics
KPIs: Revenue, Churn, CAC, LTV
Think like a business analyst
Deliver actionable insights

๐Ÿ“ 8. Communication & Storytelling
Present insights with clarity
Simplify complex data
Speak the language of stakeholders

๐Ÿ“ 9. Version Control (Git & GitHub)
Track your projects
Build a data portfolio
Collaborate with the community

๐Ÿ“ 10. Interview & Resume Preparation
Excel, SQL, case-based questions
Mock interviews + real projects
Resume with measurable achievements

โœจ React โค๏ธ for more



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๐Ÿ“Š Data Analyst Roadmap (2025)

Master the Skills That Top Companies Are Hiring For!

๐Ÿ“ 1. Learn Excel / Google Sheets
Basic formulas & formatting
VLOOKUP, Pivot Tables, Charts
Data cleaning & conditional formatting

๐Ÿ“ 2. Master SQL
SELECT, WHERE, ORDER BY
JOINs (INNER, LEFT, RIGHT)
GROUP BY, HAVING, LIMIT
Subqueries, CTEs, Window Functions

๐Ÿ“ 3. Learn Data Visualization Tools
Power BI / Tableau (choose one)
Charts, filters, slicers
Dashboards & storytelling

๐Ÿ“ 4. Get Comfortable with Statistics
Mean, Median, Mode, Std Dev
Probability basics
A/B Testing, Hypothesis Testing
Correlation & Regression

๐Ÿ“ 5. Learn Python for Data Analysis (Optional but Powerful)
Pandas & NumPy for data handling
Seaborn, Matplotlib for visuals
Jupyter Notebooks for analysis

๐Ÿ“ 6. Data Cleaning & Wrangling
Handle missing values
Fix data types, remove duplicates
Text processing & date formatting

๐Ÿ“ 7. Understand Business Metrics
KPIs: Revenue, Churn, CAC, LTV
Think like a business analyst
Deliver actionable insights

๐Ÿ“ 8. Communication & Storytelling
Present insights with clarity
Simplify complex data
Speak the language of stakeholders

๐Ÿ“ 9. Version Control (Git & GitHub)
Track your projects
Build a data portfolio
Collaborate with the community

๐Ÿ“ 10. Interview & Resume Preparation
Excel, SQL, case-based questions
Mock interviews + real projects
Resume with measurable achievements

โœจ React โค๏ธ for more

BY Python for Data Analysts


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Look for Channels Online

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What Is Bitcoin?

Bitcoin is a decentralized digital currency that you can buy, sell and exchange directly, without an intermediary like a bank. Bitcoinโ€™s creator, Satoshi Nakamoto, originally described the need for โ€œan electronic payment system based on cryptographic proof instead of trust.โ€ Each and every Bitcoin transaction thatโ€™s ever been made exists on a public ledger accessible to everyone, making transactions hard to reverse and difficult to fake. Thatโ€™s by design: Core to their decentralized nature, Bitcoins arenโ€™t backed by the government or any issuing institution, and thereโ€™s nothing to guarantee their value besides the proof baked in the heart of the system. โ€œThe reason why itโ€™s worth money is simply because we, as people, decided it has valueโ€”same as gold,โ€ says Anton Mozgovoy, co-founder & CEO of digital financial service company Holyheld.

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