The job hunt
Getting ready for interviews?
Passing the SQL interview gets you in the room. The case questions are where most people freeze.
Practice those calls daily, with the reasoning shown after each one.
How a drill works3,000+ drills done by 650+ analysts
Built for data analysts. One real judgment call a day, about five minutes, with the reasoning shown after. AI can run the numbers. What to check first, whether a number is ready, and what it means for the decision are still yours. Free.
Three quick judgment calls from a real situation.
No account needed.
Lucy just messaged you.
She wants to share a big win at Thursday’s all-company meeting. Help her get it right.
The job hunt
Passing the SQL interview gets you in the room. The case questions are where most people freeze.
Practice those calls daily, with the reasoning shown after each one.
How a drill worksThey make me think critically and simulate real-world situations, which helps me build confidence and feel better about my abilities.
The next level
You’re doing good work, but you’re stuck answering requests, and nobody tells you what it takes to reach the next level.
Your skill profile shows which calls you get right and which ones slip, so you know exactly what to work on. Courses go deeper when you’re ready.
See the skill profilethis really hit one of my weak judgement areas
No syntax and no code. A stakeholder’s question, a number that looks off, a launch to call. You decide, say how sure you are, then see the reasoning. Free.
A situation you're likely to meet at work: a metric moved, a stakeholder wants a number, a definition has to hold up. You make the call.
On most drills, rate your confidence before you submit. Being confidently wrong is the expensive mistake, so it's worth calibrating.
Then the full explanation: why the strongest answer holds up, and where your thinking could be sharper.
I've been in analytics for almost a decade now… I love that Analyst Gym doesn't focus on the tools/ technical side of things.
The scenarios feel much closer to the kinds of ambiguous, real-world situations analysts might actually face in an industry setting.
Multiple steps, coached one at a time, corrected as you go.
12 short judgment calls. No clock; you're scored on accuracy, not speed.
Practice spending a limited budget. Commit to the activities you think will resolve the data question the fastest.
One stakeholder, one situation, unfolding over several moves. Each choice changes where you stand with them.
After a few drills, your skill profile shows how often you make the right call on each skill, against an 80% bar. It’s the specific feedback a performance review rarely gives you. Free.
Full-length courses on the topics that help you grow into an analyst everyone trusts. Short videos teach each idea, and interactive exercises let you practice it right away. The first four lessons of each are free; Pro membership opens the rest.
Decide what to hand to AI and what to keep, and catch output that looks right and isn’t.
4 free lessonsStart the coursePick the number that changes a decision, and define it so two people get the same answer.
4 free lessonsStart the courseRead past the words of a request to what the person needs, and know when to ask.
4 free lessonsStart the courseWe add more new courses each month. See all courses
Every course ends with a certificate in your name, with its own page that shows what you practiced.
A sample certificate of completion for Metrics You Can Stand Behind.
One click from a computer, filed under Licenses and certifications.
Its own link and credential ID, showing what you practiced.
Post it, or keep it with your resume.
It stays valid even if you stop paying for Pro.

I’m a Principal Data Analyst with 10+ years in analytics, at startups and at big companies. In the last couple of years, AI has made the technical side of the job much easier. Great SQL and clean dashboards are the new floor.
What sets you apart now is everything around the code: judgment, communication, knowing the business. It’s what makes you a partner to your stakeholders instead of a resource. I author all drills and courses at Analyst Gym so you can practice exactly that.
The short answers. More on the support page.
The drills are. Today's drill, every past drill and your skill profile are free, and every course starts with four free lessons. A Pro membership opens the rest of the course.
It helps with the judgment part: case questions like “a metric dropped, what do you check first?” and explaining a finding to a stakeholder. It won't prepare you for a SQL or Python screen.
About five minutes each.
No, and that's on purpose. There are plenty of great places to learn the code. This is for everything around it: framing the request, picking the metric, judging the evidence, and landing the decision with the people who asked.
Yes, a free one, so your streak and skill profile can follow you. Sign in with Google or a link sent to your email.
No. We don't sell your personal information or share it with anyone for their advertising. You can export your data or delete your account any time from your account settings.
Today’s drill is up, and every past drill is open.
this helps me practice responding to the types of questions I get that I am less confident in completing.