Lesson 1

What Is Data

Data is everywhere. Learn what it actually means, the difference between data and information, and why it matters in everyday life.

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Lesson 2

Structured vs Unstructured Data

Not all data looks like a spreadsheet. Learn the difference between structured, semi-structured, and unstructured data with real examples.

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Lesson 3

The Data Lifecycle

Data has a life — it's created, stored, used, shared, and eventually retired. Understanding this cycle helps you manage data better.

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Lesson 4

What Makes Data Valuable

Not all data is equally useful. Learn what makes data valuable: accuracy, timeliness, completeness, and context.

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Lesson 5

What Is Metadata

Metadata is data about data. It tells you what a dataset contains, where it came from, and how to use it correctly.

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Lesson 6

Data Quality Fundamentals

What does "good data" actually mean? Learn the six dimensions of data quality and why they matter for any data project.

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Lesson 7

Data Standards

Standards make data consistent and shareable. Learn about common data standards and why they matter for interoperability.

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Lesson 8

Data Ethics Basics

Data has real-world consequences. Learn the basics of data ethics: fairness, transparency, accountability, and responsible use.

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