Data Analyst

Become a Data Analyst with Ignite's free, expert‑built course.

Transform raw data into strategic insights that drive critical business decisions across organisations and industries.

Content

Data Analysis Fundamentals

Develop fundamental research and analytical capabilities to gather insights and inform decisions. Master core methodologies for understanding problems and identifying solutions.

Introduction to Data Analysis

•What is Data Analysis?
•Role of a Data Analyst
•Data Analysis Workflow

Types of Data

•Structured vs Unstructured Data
•Qualitative vs Quantitative Data
•Data Sources & Collection

Data Quality

•Data Quality Issues
•Data Cleaning Techniques
•Handling Missing Data

Statistics & Analysis

Master statistical methods and analytical techniques to extract meaningful insights from complex datasets. Learn to apply rigorous mathematical approaches to solve real-world business problems.

Descriptive Statistics

•Measures of Central Tendency
•Measures of Dispersion
•Data Distribution Analysis

Probability & Testing

•Probability Fundamentals
•Hypothesis Testing
•Statistical Significance

Inferential Statistics

•Sampling & Estimation
•Confidence Intervals
•Correlation & Regression

SQL & Databases

Develop database querying skills and learn to manipulate, analyze, and extract valuable information from data sources. Master SQL fundamentals to efficiently retrieve and transform data for analysis.

SQL Fundamentals

•SELECT Statements & Filtering
•Joins & Relationships
•Aggregations & GROUP BY

Advanced SQL

•Subqueries & CTEs
•Window Functions
•Query Optimization

Database Concepts

•Database Design & Normalization
•Indexes & Performance
•Data Warehousing Basics

Python for Analysis

Build analytical expertise through data-driven approaches, interpretation techniques, and evidence-based decision frameworks. Develop skills to turn data into actionable insights that drive business value.

Python Basics

•Python Syntax & Data Types
•Functions & Control Flow
•Working with Files

Pandas & NumPy

•DataFrames & Series
•Data Manipulation with Pandas
•NumPy for Numerical Computing

Data Workflows

•End-to-End Analysis Projects
•Reproducible Analysis
•Version Control & Documentation

Data Visualisation

Transform raw data into compelling visual stories that drive informed decision-making and stakeholder engagement. Learn to create clear, impactful charts and dashboards that communicate insights effectively.

Visualisation Principles

•Data Visualisation Theory
•Choosing the Right Chart Type
•Design for Clarity

Visualisation Tools

•Tableau Fundamentals
•Power BI Overview
•Python Visualisation Libraries

Dashboard Design

•Dashboard Purpose & Audience
•Layout & Interaction Design
•Performance Dashboards

Excel & Spreadsheets

Master spreadsheet analysis, formulas, and data manipulation techniques for efficient business intelligence and reporting. Learn advanced Excel features to automate workflows and create powerful analytical tools.

Excel Fundamentals

•Formulas & Functions
•Data Analysis Features
•PivotTables & Charts

Advanced Excel

•VLOOKUP & INDEX-MATCH
•Conditional Formatting
•Data Validation

Excel Best Practices

•Spreadsheet Design
•Error Checking
•Documentation & Collaboration

Business Intelligence

Transform data into actionable business insights using modern BI tools, dashboards, and reporting frameworks. Learn to design and build analytics solutions that drive strategic decision-making.

BI Fundamentals

•Introduction to BI
•BI Strategy & Value
•ETL Processes

Reporting

•Report Structure & Formatting
•Storytelling with Data
•Executive Summaries

BI Tools

•BI Platform Comparison
•Tool Selection Criteria
•Integration with Data Sources

Career Development

Build a compelling professional portfolio that showcases your skills, projects, and value to potential employers. Learn to curate and present your work in ways that demonstrate impact and expertise.

Specialisation Paths

•Business Analyst vs Data Scientist
•Industry-Specific Opportunities
•Emerging Areas (ML, AI)

Portfolio Building

•Portfolio Project Ideas
•Showcasing Technical Skills
•GitHub & Online Presence

Professional Growth

•Certifications & Training
•Continuous Learning
•Professional Networking

FAQs

What is Ignite?

Ignite gives you free, expert-built courses in high-demand careers so you can build the skills that actually get you hired in today's job market. Ignite courses are free with the ability to get additional career tips and support with Ignite Insider.

Who is Ignite for?

Ignite is for anyone ready to level up their career. It is especially useful for young professionals looking to break into competitive fields, people looking to switch careers, re-enter the job market or those looking to gain new skills entirely.

How much does Ignite cost?

All Ignite courses and resources are completely free. In addition, we offer Ignite Insider which offers 1:1 access to industry professionals and curated job opportunity notifications.

What can I learn on Ignite?

We offer comprehensive courses across Product Management, Cyber Security and Marketing, with more fields launching soon. Each course includes interactive lessons, knowledge checks and certification to boost your CV. You can submit a request for a new course if we don't yet offer it.

Can I learn at my own pace?

Absolutely. Ignite courses are self-paced, so you can learn when and where it works best for you. We suggest completing 2 to 4 lessons per week for the best results and maximum knowledge retention.

What makes Ignite different?

Unlike other platforms, Ignite courses are completely free with no hidden costs. We focus on practical, industry-relevant skills that employers actually want, not just theory. Our courses get you job-ready, fast.

Specialism