Designing a Complete Sports Analytics Pipeline with IPL Data

4 Scenarios

3 Hours 10 Minutes

Intermediate

Industry

sports

Skills

approach

data-understanding

data-wrangling

data-visualization

Tools

excel

sql

python

power-bi

Learning Objectives

Clean and standardize real IPL datasets using Python and pandas

Design SQL staging tables and aggregation views for sports analytics

Build Power BI dashboards using SQL views as a semantic layer

Implement DAX measures with proper error handling and interaction control

Basic understanding of cricket, IPL data, and sports analytics.
Familiarity with SQL for querying and manipulating data.
Local SQL database setup (SQL Server / PostgreSQL / MySQL)
Experience with data visualization tools like Power BI to present insights clearly.