What technologies are taught in the Data Analyst course at Mate academy?

SQL (PostgreSQL, MySQL), Google Sheets, Python (Pandas, NumPy, Matplotlib), Tableau, Power BI, Looker Studio, basic statistics, A/B tests. The stack for 95%+ of junior DA jobs in PL.

Is there demand for Data Analyst juniors in Poland in 2026?

Yes, Data Analyst is one of the fastest-hiring junior tracks in PL. Average time to job: 1–2 months. Record after Mate: 2 weeks.

How much does a Data Analyst junior earn in Poland in 2026?

Junior DA: PLN 4,000–8,500 gross (UoP) or 6,000–10,000 net (B2B). Mid (after 1–2 years): PLN 19,000 — highest among non-technical IT specialties.

Data Analyst vs Business Analyst: which to choose in Poland?

DA — focus on numbers, SQL, dashboards. BA — focus on business processes, requirements, documentation. The PL market often hires DAs under the "Business Analyst" label — read the JD.

Why is SQL the most important skill for a Data Analyst?

SQL is 80% of a DAs daily work — pulling data, joins, aggregations, optimization. Without fluent SQL you will not pass the first junior DA screening.

Why does Mate academy teach Google Sheets, not Excel?

Topic:Sheets vs Excel

Answer:

Excel is paid, Mate does not require buying a license. Google Sheets has the same capabilities — pivot tables, formulas, scripts. After Sheets, moving to Excel takes 1–2 days.

Mate academy as a rule does not require students to buy paid tools (Mate policy). Excel is paid (Microsoft 365 subscription), Excel online is not popular in business environments. Google Sheets gives all needed functions — formulas, pivot tables, visualizations, scripts (Apps Script) — at an "advanced+ user" level sufficient for 99% of junior DA work. That is an advanced user in business terms, "middle" level for a DA. With Google Sheets advanced experience, moving to Excel takes at most 1–2 days (similar interface, similar formulas, most PL work uses spreadsheet-type tools that are interchangeable). Some Polish firms use Excel exclusively (banks, corporations), others Google Workspace (startups, scale-ups). Mate teaches Sheets — you can work in any company after a short ramp-up (source: Mate academy data 2026).

Our career paths

NewNo coding

4+ months

Data analyst

Dig into data to uncover trends and hidden insights, and help businesses make smarter decisions.

Coding

4+ months

QA engineer

Hunts down software bugs before they cause trouble, ensuring every user enjoys a flawless and enjoyable experience.

Coding

4+ months

Python developer

Writes powerful Python code to build apps and automate boring tasks, helping users do a lot more in less time.

Coding

5+ months

Front-end developer

Builds the visible part of websites and apps, ensuring every click and scroll feels smooth and visually impressive.

Coding

4+ months

Java developer

Creates rock-solid Java applications that deliver reliable, high-performance solutions across a variety of industries.

Coding

5+ months

Full-stack developer

Develops both the front and back end of web apps, creating a smooth and high-quality experience that users love.

NewAdvanced

3+ months

Automation QA engineer

Create automated tests to quickly detect bugs and verify software quality.

NewNo coding

3+ months

Performance marketing specialist

Analyzes the audience, launches advertising campaigns, and optimizes traffic to increase brand awareness and drive sales.

Our values

Why people pick Mate?

We don’t sell a dream — yes, it won’t be easy

At Mate, 80% of learning is hands-on

A shared goal — to get you hired in tech

A caring team that’s always got your back

We know what employers expect from juniors

We help you unlock your learning potential

Don’t just take our word for it

Mate academy is trusted and loved by thousands

Find my course

700+

Reviews on Google

Thanks to Mate academy, after a previous unsuccessful attempt to enter the IT industry, I managed to find a job within 30 days of completing the course. A wealth of knowledge, support from mentors and assistance in conducting recruitment interviews are three of the many advantages that Mate academy offers on a new career path

Wojciech Wesołowski

Absolwent Mate

I highly recommend Mate academy. I tried to start working in IT for a long time. Thanks to Mate, I gained skills and confidence that are very important during applications and interviews. Within 2 weeks after the course, I received two job offers, so I can wholeheartedly recommend learning at Mate

Krzysztof G.

Absolwent Mate

What can I say about Mate academy? Theoretical and practical preparation at the highest level. But in my opinion, this is not the main advantage of this course - the advantage of this course are mentors who are convinced of your success and support you at every stage of your activity. Through learning practice, understanding theory, practicing soft skills, support in job search and related aspects.

Kacper Grosicki

Absolwent Mate

I recommend this course to people who want to enter the world of IT and don't know where to start. There is a lot of knowledge on the Internet, which is beneficial, but at the same time it can be confusing for a beginner. At Mate, you get a defined learning path waiting for the motivated student. Additionally, the help of mentors, test tasks and code reviews drive development and allow you to get your first job.

Sylwester Sobczak

Absolwent Mate

I highly recommend Mate academy to everyone who wants to start their programming adventure but doesn't know where to start. The several-month course offered by Mate academy will take you through the basics of programming to more and more advanced and complex projects, which you can later include in your CV, making it much easier to find your first job. I especially appreciate the support of the course mentors, who were available and willing to help not only during the designated course hours!

Hubert Wiktor

Absolwent Mate