6-Months Data Analyst Roadmap - Beginner Friendly
Data Analysis
What is data analysis? the process of inspecting, cleansing, transforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision-making.
Why is it important? It is crucial in 2025 and after because it enables businesses to make informed decisions, optimize operations, enhance customer experiences, and stay competitive. In a rapidly changing market, data analysis provides real-time insights, allowing companies to respond to trends and plan for the future. It also helps in identifying inefficiencies, improving productivity, and understanding customer behavior for personalized solutions.
- Strong foundation in Excel, SQL, Power BI/Tableau
- Ability to clean, analyze, and visualize data
- Multiple free certificates (Great Learning, Simplilearn, Sololearn, IBM Cognitive Class)
- Capstone projects & portfolio ready for job applications.
Month 1 –
Foundations (Excel + Statistics + Data Mindset)
Objective: Learn core
statistics and Excel for analysis.
- Week 1:
- Descriptive statistics: mean, median,
mode, variance, standard deviation
- π Resource: Khan Academy – Statistics & Probability
- Week 2:
- Excel basics: formulas, formatting,
sorting/filtering
- π Resource: Excel Basics – Great
Learning ✅ Certificate
- Week 3:
- Pivot tables, charts, conditional
formatting
- π Resource: Excel
for Everyone – freeCodeCamp YouTube
- Week 4:
- Project: Sales data analysis in Excel
- π Dataset: Kaggle – Superstore Sales
Objective: Query,
filter, and aggregate data.
- Week 5:
- SQL basics: SELECT, WHERE
- π Resource: SQL for Data Science – Great Learning ✅ Certificate
- Week 6:
- Aggregations: GROUP BY, HAVING, ORDER BY
- π Resource: Mode SQL Tutorial
- Week 7:
- Joins: INNER, LEFT, RIGHT, subqueries
- π Resource: Sololearn
SQL ✅ Certificate
- Week 8:
- Mini project: E-commerce SQL queries
- π Dataset: Kaggle – E-Commerce Data
Month 3 –
Advanced Excel & Data Analysis Tools
Objective: Go beyond
basics in Excel, learn data cleaning & automation.
- Week 9:
- Advanced Excel formulas (VLOOKUP,
INDEX-MATCH, IF statements)
- π Resource: Excel Advanced Functions – Great
Learning ✅ Certificate
- Week 10:
- Data cleaning & preparation in Excel
- π Resource: Excel Data Cleaning – YouTube
- Week 11:
- Excel automation basics (Macros &
Power Query)
- π Resource: Excel Power Query – Microsoft Docs
- Week 12:
- Mini project: HR analytics dashboard in
Excel
Month 4 – Data
Visualization & BI Tools
Objective: Learn
visualization and dashboarding.
- Week 13:
- Data visualization basics: bar, line,
pie, scatter plots
- π Resource: Fundamentals of Visualization
–
IBM Cognitive Class ✅
Certificate (visualization theory, no Python focus)
- Week 14:
- Tableau basics: importing data, charts,
dashboards
- π Resource: Tableau for Beginners – Great
Learning ✅ Certificate
- Week 15:
- Power BI basics: creating reports,
dashboards
- π Resource: Power BI for Beginners – Simplilearn
✅ Certificate
- Week 16:
- Mini project: COVID-19 Dashboard in
Tableau/Power BI
- π Dataset: Kaggle – COVID-19
Dataset
Month 5 –
Exploratory Data Analysis (EDA) Without Coding
Objective: Apply SQL +
Excel + Visualization for analysis.
- Week 17:
- Cleaning and preparing real-world
datasets (Excel/Power Query)
- Week 18:
- Exploratory analysis with SQL +
dashboards
- Week 19:
- Statistical testing (correlation,
regression basics – conceptual)
- π Resource: Khan Academy – Correlation & Regression
- Week 20:
- Mini project: Netflix dataset dashboard in Power BI
- π Dataset: Kaggle – Netflix Movies & TV Shows
Month 6 –
Capstone Projects & Portfolio
Objective: Apply
everything in real-world scenarios.
- Week 21:
- End-to-end Excel analysis project
(sales/HR/finance dataset)
- Week 22:
- SQL + Visualization project (business
insights dashboard)
- Week 23:
- Capstone project: Choose a domain
(retail, finance, healthcare) and create an analysis report + dashboard
- Week 24:
- Build portfolio in GitHub/Notion + earn
a professional certificate
- π Resource: Google Data Analytics Professional Certificate – Coursera
(audit free, certificate via financial aid and/or paid).
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