Step 1

Data Collection

Step 2

Data Cleaning

Step 3

Data Analysis

Step 4

Visualization

๐Ÿ“ฅ Data Collection

Gathering raw data from surveys, systems, and databases.

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๐Ÿงน Data Cleaning

Removing errors, duplicates, and inconsistencies.

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๐Ÿ“Š Data Analysis

Finding patterns, trends, and insights using analytical tools.

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๐Ÿ“ˆ Visualization

Turning insights into charts, dashboards, and visuals.

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๐ŸŽฏ Decision Making

Using insights to guide strategy and actions.