Focus Week · Aug 17–23 Eight data and AI paths open free for one week. No credit card required
Dataquest Dataquest
Dataquest Focus Week · August 17–23

AI can generate. Can you verify?

AI can write code, draft queries, build models, and summarize results. But an output is only useful if you can tell whether it makes sense.

That takes foundational data skills — understanding the data, testing the logic, debugging mistakes, explaining the result. Dataquest helps you build them through hands-on practice.

Focus Week gives you seven days of free access. Choose one of eight paths, complete one course, earn a certificate.

One week. No limits.
Free access August 17–23 · No credit card required
Eight paths open Hands-on learning Course certificate Progress saved
Switch to Human verified to see what AI missed.
SQL query
unverified
SELECT region, AVG(revenue)
FROM orders
WHERE status = 'complete'
GROUP BY region;
Query runs successfully.
Python code
unverified
df['churn'] = df.churn.fillna(0)
rate = df.churn.mean()
Output produced.
Model evaluation
unverified
accuracy = 0.97
precision = ?   recall = ?
Metrics look strong.
Chart conclusion
unverified
"Signups doubled after the redesign"
y_axis_start = 40000  # seasonality not controlled
Summary generated.
Understand it.
Test it.
Debug it.
Explain it.

AI can produce the output. Data skills help you decide whether to trust it.

AI tools can make a first draft faster. Reliable work still depends on people who understand how the data was collected, whether the logic is sound, where the result may be wrong, and what the output actually means.

Understand the data

Use analysis, SQL, and data-engineering skills to examine where the data came from, how it is structured, and whether it is ready to use.

Relevant foundations
SQL · Data Analysis · Data Engineering

Test the output

Use analytical and statistical thinking to determine whether the result supports the conclusion.

Relevant foundations
Data Analysis · Statistics · Machine Learning

Debug the work

Use Python, R, SQL, and engineering skills to find problems in code, queries, models, and workflows.

Relevant foundations
Python · R · SQL · Data Engineering

Explain the result

Communicate what the output means, what its limitations are, and what someone should do next.

Relevant foundations
Data Analysis · Data Science · Communication
Dataquest paths give you structured practice in these foundations. Focus Week gives you seven free days to begin with one of them.
Find my starting foundation

What AI changes, and what it does not

What changes

AI changes the speed of the first draft.

Code, queries, analyses, and summaries can now be produced in seconds.

What does not change

It does not remove the need for understanding.

Someone still needs to inspect the data, test the assumptions, correct mistakes, explain limitations, and take responsibility for the result.

You do not need less foundational knowledge because AI exists. You need enough foundational knowledge to know when AI is wrong.

Which foundation do you need for the work you want to do?

You do not need to learn all of AI at once. Start with the part of the workflow you want to understand and own.

Step 1 · Choose a goal
Your Focus Week path
No path chosen yet
Choose a goal, then a path.

Build foundational data skills through hands-on practice.

Depending on your path, you will write and debug code, query source data, analyze results, evaluate a model, or build a reliable data workflow.

Dataquest gives you feedback as you work, helping you understand what went wrong, why the correct approach works, and how to apply it again.

Practise directly in your browser
Receive feedback as you work
Return whenever you are ready
Apply skills through realistic exercises
Track your progress toward completion
Choose my path
Lesson 4 of 12 · Validating query logic
34%
Instructions

This AI-generated query runs without error. Before you use the result, what would you check first?

SELECT region, AVG(revenue) AS avg_revenue
FROM orders
WHERE status = 'complete'
GROUP BY region;

Foundations become valuable when you can apply them.

Dataquest learners have used structured paths, hands-on projects, and consistent practice to build confidence, apply new skills at work, and move into data careers.

Alla Bannikova
Career restart

From no programming experience to data analysis

After time away from work, Alla used a structured path, hands-on projects, and community feedback to build her data-analysis skills and confidence.

"Each step prepares you for the next one."
Path · Data Analyst
Read Alla's story →
Alejandro Giraldo Riveros
Projects to a new role

Turning foundational skills into career progress

Alejandro built his analysis and machine-learning foundations through Dataquest. The projects helped him apply what he learned and supported his move into a data analyst role.

"The projects were really helpful because they provided a way to see how all the things I learned work."
Path · Data Scientist in Python
Read Alejandro's story →
Thorsten Scholl
Learning while working

A complete path in less than four weeks

Thorsten used short, consistent learning sessions to complete the Data Analyst in Python path and apply new Python and analysis skills in his existing role.

"It's easy to get started, and seeing your progress immediately is great."
Path · Data Analyst in Python
Read Thorsten's story →

One free week to start building the foundation.

01

Choose the skill gap that matters to you

Select a path based on whether you want to analyze data, build models, write code, query databases, or create reliable systems.

02

Practise through hands-on lessons

Work with code and data inside Dataquest, receive feedback, and return whenever you are ready.

03

Complete one course

Finish one course during Focus Week and earn a Dataquest certificate marking the milestone.

You will not learn everything about AI in one week. You will finish with a stronger foundation, a completed course, and a clearer next step.

Choose how to structure your Focus Week.

Use shorter sessions across the week or set aside a longer weekend block. Your progress is saved between sessions.

Monday
Choose your path and begin
Tuesday
Return to your next lesson
Wednesday
Check your course progress
Thursday
Continue building momentum
Friday
Review what remains
Saturday
Set aside a focused learning block
Sunday
Finish your course and claim your certificate
Course length varies by path and course.

Finish with evidence, not just exposure.

Complete a course during Focus Week and earn a Dataquest certificate. The certificate marks the milestone. The work behind it matters more: the lessons you completed, the code you wrote, the problems you solved, and the feedback you applied.

Better judgment grows through practice and feedback.

Learning to verify an answer means learning to question assumptions, explain your reasoning, and compare possible solutions. During Focus Week, use the Dataquest community to:

Ask why a query or solution is wrong
Compare different approaches
Explain how you reached a conclusion
Get help when you are stuck
Share the course you completed
Learners across the Dataquest community are working toward a course certificate this week.
Dataquest
Certificate of Completion
presented to
Your Name
in recognition of their successful completion of the
Your completed course
ID MJ8ML475VPXU3FIKOW1C
Issued on August 23, 2026
Vikas Paruchuri
Vikas Paruchuri
Founder, Dataquest

Questions before you start

AI can produce a first draft. Python and SQL knowledge help you understand what it generated, test whether it works, and correct it when it does not.

Want to continue after Focus Week?

Focus Week is free. If you decide to continue after August 23, eligible learners will also have access to a 57% off Dataquest Lifetime offer.

See continuation options

AI can produce the output. Start building the skills to question it.

Choose the foundation most relevant to your goal. Focus Week gives you seven days of free access to practise it, complete one course, and earn a certificate.

Find the foundation I need
Free access August 17–23 · No credit card required · Progress saved
One week. No limits.