Here are key concepts and components of data analysis

Data Collection

Data Cleaning

Exploratory Data Analysis (EDA)

Descriptive Statistics

Inferential Statistics

Data Visualization

Data Transformation

Feature Engineering

Correlation and Causation

Statistical Model