Data Analysis
Data Analytics Essentials
MyLoginn Learning Team · Free beginner course
Turn raw data into decisions: clean, explore, summarize, query with SQL, visualize, and present insights with Python and Pandas.
Level
Essentials
Modules
8
Topics
55
Duration
8 weeks
Course roadmap
A clear path through the material
Build your understanding one focused lesson at a time, from core ideas to practical programming.
Enroll free to unlock the lessons.
- 01Data Analytics Foundations0/7 topics · 0%
- 1Analytics Intro
- 2Analytics Getting Started
- 3Analytics Types of Analysis
- 4Analytics Project Lifecycle
- 5Analytics Asking Business Questions
- 6Analytics KPIs and Metrics
- 7Analytics Data Types
- 02Python and Pandas for Analysts0/8 topics · 0%
- 8Analytics Python Essentials
- 9Analytics Lists and Dictionaries
- 10Analytics Loading CSV Data
- 11Analytics DataFrame Basics
- 12Analytics Selecting Columns
- 13Analytics Filtering Rows
- 14Analytics Sorting Values
- 15Analytics Calculated Columns
- 03Data Cleaning and Preparation0/7 topics · 0%
- 16Analytics Handling Missing Values
- 17Analytics Removing Duplicates
- 18Analytics Fixing Data Types
- 19Analytics Cleaning Text Columns
- 20Analytics Working with Dates
- 21Analytics Detecting Outliers
- 22Analytics Data Quality Checks
- 04Exploratory Analysis and Statistics0/9 topics · 0%
- 23Analytics Descriptive Statistics
- 24Analytics Mean Median and Mode
- 25Analytics Variability and Standard Deviation
- 26Analytics Percentiles and Quartiles
- 27Analytics Frequency Counts
- 28Analytics Grouping and Aggregation
- 29Analytics Pivot Tables
- 30Analytics Combining Datasets
- 31Analytics Correlation
- 05SQL for Data Analysts0/6 topics · 0%
- 32Analytics SQL SELECT Basics
- 33Analytics SQL WHERE Filters
- 34Analytics SQL GROUP BY
- 35Analytics SQL JOINs
- 36Analytics SQL Subqueries and CTEs
- 37Analytics SQL Window Functions
- 06Visualization and Storytelling0/7 topics · 0%
- 38Analytics Choosing the Right Chart
- 39Analytics Bar Charts
- 40Analytics Line Charts and Trends
- 41Analytics Histograms
- 42Analytics Scatter Plots
- 43Analytics Dashboard Design
- 44Analytics Data Storytelling
- 07Data Analytics Projects and Practice0/8 topics · 0%
- 45Analytics Sales Performance Project
- 46Analytics Customer Churn Project
- 47Analytics Marketing Campaign Project
- 48Analytics Exercises
- 49Analytics Quiz
- 50Analytics Study Plan
- 51Analytics Interview Prep
- 52Analytics Certificate
- 08Data Analytics References0/3 topics · 0%
- 53Analytics Pandas Reference
- 54Analytics Statistics Reference
- 55Analytics Chart Reference