Brilliant course! The flow of information was perfect, and the examples really solidified the concepts. Loved it!
Data Literacy: From Statistics to AI
Learn to think critically about data, evaluate statistical arguments, and grasp the core concepts behind modern artificial intelligence.
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About this course
Course contents
6 modules · 30 lessons · 3h
1
The Foundation of Data
Understand what data is and why it matters in the modern world.
- What is Data, Really?
Data is just recorded observations about the world around us.6 min - Quantitative vs. Qualitative
Understanding the difference between numbers and descriptive categories.6 min - The Data Lifecycle
How data is collected, processed, and turned into information.6 min - From Passive to Active
The mindset shift from accepting data to questioning it.6 min
2
Thinking Statistically
Grasp the core statistical concepts used to describe the world.
- The Three Averages
Mean, median, and mode tell different stories about the same data.6 min - The Danger of Outliers
How one extreme value can distort the entire picture.6 min - Probability and Risk
Probability is the language of uncertainty and likelihood.6 min - Correlation: Moving Together
Identifying patterns where two things change at the same time.6 min - Causation: The 'Why'
Proving that one thing actually causes another is a high bar.6 min - The Golden Rule
Correlation does not equal causation, and why we often confuse them.6 min
3
The Art of Skepticism
Learn to spot misleading charts and cognitive biases.
- Visual Literacy Basics
How to read a chart without being overwhelmed by colors and lines.6 min - How Charts Lie
Common tricks like truncated axes and improper scaling.6 min - Selection Bias
If the sample is skewed, the conclusions will be too.6 min - Confirmation Bias
We tend to look for data that proves what we already believe.6 min - Cherry-Picking Data
Ignoring the full dataset to present a specific, misleading narrative.6 min
4
Scientific Reasoning
Apply logical frameworks to evaluate claims and evidence.
- The Scientific Mindset
Using observation and testing to validate ideas.6 min - Evaluating Evidence
Not all evidence is equal; learn to weigh the quality of sources.6 min - The Power of Sample Size
Why 'n=1' is an anecdote, not a scientific proof.6 min - Forming Sound Conclusions
Connecting the dots logically without jumping to conclusions.6 min - The 'Null' Result
Understanding that 'no change' is also an important data point.6 min
5
Demystifying AI & ML
Understand the fundamental principles of how AI works.
- What is AI?
AI is a set of technologies that mimic human-like pattern recognition.6 min - How Machines Learn
ML is about finding patterns in data to make predictions.6 min - Training Data
AI is only as good as the information it is fed.6 min - Algorithms in Plain English
An algorithm is just a set of instructions for solving a problem.6 min - Generative AI Basics
How tools like ChatGPT use probability to create new content.6 min
6
Ethics and the Real World
Navigate the ethical landscape and apply literacy to daily life.
- Data Privacy
Understanding what happens to your digital footprint.6 min - Data Ethics
The responsibility of using data fairly and avoiding algorithmic bias.6 min - Data in the Media
Fact-checking news headlines and viral social media claims.6 min - Data in Business
How companies use data to influence your purchasing decisions.6 min - The Critical Thinker's Toolkit
A final checklist for evaluating any data-driven claim you encounter.6 min
The Data Literacy Audit
Find a recent news article or business report that uses a chart or statistical claim. Perform a 'Data Literacy Audit' by checking for bias, evaluating the evidence, and identifying any misleading visualizations.
What you'll get
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Short & focused
3h of practical content
Certificate of completion
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Frequently asked
What do I need to take this course? +
Just a phone or computer with internet. No installs, no special hardware.
How do I pay? +
By card via Stripe. We don’t store card details — Stripe handles them securely.
Can I get a refund? +
Yes — full refund within 14 days, no questions asked.
How long will I have access? +
Forever. Once you purchase, the course is yours to revisit anytime.
Will I get a certificate? +
Yes. On completion you'll receive a certificate you can add to your LinkedIn profile.
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