Data Analytics Syllabus

Data Analytics Path

Practical Data Analytics curriculum focused on Power BI and SQL: extract, transform, model, visualize and share business insights.

Module 1
📊

Introduction to Power BI

Overview Workflow

What is Power BI, components (Desktop, Service, Mobile), real-world BI use cases and end-to-end Power BI workflow: Extract → Transform → Visualize → Share.

Module 2
🧰

Installation and Setup

Setup Interface

System requirements, installing Power BI Desktop and exploring Home, Report, Data and Model views for report development.

Module 3
🔗

Connecting to Data Sources

Excel/CSV SQL/Azure

Connect to Excel, CSV, SQL Server, Web APIs and Azure; Import vs DirectQuery; credentials, data connection management and refresh scheduling.

Module 4
🛠️

Data Transformation (Power Query)

Transforms Merge

Power Query Editor basics: rename/change types, remove duplicates, merge/append queries, pivot/unpivot, handle nulls and advanced transformations.

Module 5
🧮

Data Modelling

Schemas Relationships

Fact vs Dimension tables, star/snowflake schemas, relationships, cardinality, cross-filter direction, calculated columns and measures.

Module 6
📐

Introduction to DAX

Aggregates Time-intel

Basic DAX functions (SUM, AVERAGE, COUNT), logical functions, date/time functions, text and statistical functions, filter functions and time intelligence (TOTALYTD, SAMEPERIODLASTYEAR).

Module 7
📈

Creating Visualizations

Charts Maps

Core visuals (bar, line, pie, table), advanced visuals (treemap, funnel, gauge, maps), custom visuals from AppSource, interactions, slicers and drillthroughs.

Module 8
📋

Designing Reports & Dashboards

Layout Interactivity

Multi-page reports, dashboard design, formatting, themes, color schemes, tooltips, bookmarks, buttons and storytelling with visuals.

Module 9
☁️

Power BI Service

Publish Share

Publish reports to Power BI Service, datasets vs reports vs dashboards, workspaces, sharing, permissions, collaboration and commenting.

Module 10
🧩

End-to-End Power BI Project

Project Publish

Hands-on project: connect to dataset, prepare and clean data, create calculations and visuals, build an interactive dashboard and publish to Power BI Service.

Module 11
🗄️

Introduction to Databases & SQL

RDBMS SQL Server

Database fundamentals, relational models, SQL Server overview, installing SQL Server/SSMS and classification of SQL commands.

Module 12
🔎

Basic SQL Queries

DDL/DML Select

Data types, DDL/DML statements, SELECT queries, type conversion and running basic SQL queries for data retrieval and manipulation.

Module 13
⚖️

Filtering, Sorting & Grouping

WHERE GROUP BY

Filtering using WHERE, ORDER BY sorting, GROUP BY/HAVING for aggregation, and common aggregate functions for analytical queries.

Module 14
🔗

Joins & Relationships

INNER/LEFT Keys

Understand multi-table queries, INNER/LEFT/RIGHT/FULL joins, primary/foreign keys and writing join queries for reporting and analysis.

Module 15
🧠

Subqueries, Transactions & Advanced SQL

Subqueries Transactions

Subqueries, transaction control (SAVE, COMMIT, ROLLBACK), privileges, and advanced queries including window functions and control statements.

Module 16
⚙️

Functions, Stored Procedures, Views & Indexes

SPs Indexes

Create user-defined functions, stored procedures (IN/OUT params), triggers, views for reusable queries, and understand indexes and performance optimization techniques.

Module 17
🔁

Common Table Expressions (CTEs)

CTE Recursive

Write single/multiple CTEs, recursive CTEs, use CTEs with aggregation and joins, and apply SQL functions for transformations.

Module 18
🤖

AI-Powered SQL Tools & Integration

AI Tools Automation

Integrating SQL Server with AI tools, using AI for query generation/optimization, data import/export, and handling noisy or missing data.

Module 19
💡

Capstone Project

Project Dashboard

End-to-end analytics project combining SQL data prep and Power BI reporting: build, publish and present an interactive dashboard with insights.

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