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Data Analyst

Translate data into actionable insights using analysis, visualization, and business intelligence.

Duration:8-12 months

Key Skills to Learn

SQLData VisualizationStatistical AnalysisExcelBI ToolsCommunicationDomain Knowledge

Learning Path

1

SQL Fundamentals

Master SQL for data querying and analysis.

Duration: 6-8 weeks

SELECT StatementsJOINsAggregationsSubqueries
2

Excel Advanced Skills

Learn advanced Excel techniques for data analysis.

Duration: 3-4 weeks

Pivot TablesVLOOKUP/INDEX-MATCHFormulasData Validation
3

Statistical Analysis

Understand statistics for data-driven decisions.

Duration: 6-8 weeks

Descriptive StatisticsHypothesis TestingA/B TestingCorrelation Analysis
4

Data Visualization

Create compelling visualizations.

Duration: 4-6 weeks

Chart TypesColor TheoryDashboard DesignStorytelling with Data
5

Business Intelligence Tools

Learn Tableau, Power BI, or Looker.

Duration: 6-8 weeks

Data ConnectionDashboard CreationInteractive VisualizationsReport Building
6

Python for Analysis

Learn Python for advanced analysis.

Duration: 6-8 weeks

PandasMatplotlibStatistical LibrariesAutomation
7

Business Acumen

Understand business metrics and KPIs.

Duration: 4-6 weeks

Business MetricsCohort AnalysisRFM AnalysisFunnel Analysis
8

Portfolio Projects

Build projects showcasing your analysis skills.

Duration: 6-10 weeks

End-to-End AnalysisDashboard ProjectsInsight Reports

Tools & Technologies

Databases

  • SQL
  • PostgreSQL
  • MySQL

BI & Visualization

  • Tableau
  • Power BI
  • Looker
  • Google Analytics

Spreadsheets

  • Microsoft Excel
  • Google Sheets

Programming

  • Python
  • R

Analysis

  • Pandas
  • NumPy
  • SciPy
  • Matplotlib
  • Seaborn

Hands-On Projects

Sales Dashboard

Create an interactive sales dashboard using BI tools.

beginner

Customer Segmentation Analysis

Analyze customer segments and identify trends.

intermediate

Cohort Analysis Report

Track user cohorts over time to measure retention and engagement.

intermediate

A/B Testing Analysis

Design and analyze A/B tests with statistical rigor.

advanced

Product Analytics Dashboard

Build comprehensive product metrics and analytics dashboard.

advanced

Learning Resources

Online Courses

  • DataCamp Data Analyst Path
  • Udemy - The Complete Tableau Training
  • Maven Analytics - SQL & Tableau Course

Books

  • Storytelling with Data by Cole Nussbaumer Knaflic
  • SQL Performance Explained by Markus Winand
  • Lean Analytics by Alistair Croll