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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



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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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Why Telegram?

Telegram has no known backdoors and, even though it is come in for criticism for using proprietary encryption methods instead of open-source ones, those have yet to be compromised. While no messaging app can guarantee a 100% impermeable defense against determined attackers, Telegram is vulnerabilities are few and either theoretical or based on spoof files fooling users into actively enabling an attack.

Should You Buy Bitcoin?

In general, many financial experts support their clientsโ€™ desire to buy cryptocurrency, but they donโ€™t recommend it unless clients express interest. โ€œThe biggest concern for us is if someone wants to invest in crypto and the investment they choose doesnโ€™t do well, and then all of a sudden they canโ€™t send their kids to college,โ€ says Ian Harvey, a certified financial planner (CFP) in New York City. โ€œThen it wasnโ€™t worth the risk.โ€ The speculative nature of cryptocurrency leads some planners to recommend it for clientsโ€™ โ€œsideโ€ investments. โ€œSome call it a Vegas account,โ€ says Scott Hammel, a CFP in Dallas. โ€œLetโ€™s keep this away from our real long-term perspective, make sure it doesnโ€™t become too large a portion of your portfolio.โ€ In a very real sense, Bitcoin is like a single stock, and advisors wouldnโ€™t recommend putting a sizable part of your portfolio into any one company. At most, planners suggest putting no more than 1% to 10% into Bitcoin if youโ€™re passionate about it. โ€œIf it was one stock, you would never allocate any significant portion of your portfolio to it,โ€ Hammel says.

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