This course teaches the basics of data analytics, including data cleaning, analysis, and visualization, using tools like spreadsheets, SQL, and R.
A more advanced course that covers Python, statistics, and machine learning for analyzing and interpreting data.
This course focuses on business analytics, data modeling, ETL processes, dashboards, and reporting.
1. Go to each individual course. The full course consists of 8 individual courses. You can access each one at the bottom of the page.
2. Select "Enroll".
3. Choose the "Audit course" option, which is usually in smaller text.
This way, you gain the knowledge without a certificate. If you need a certificate, you can apply for financial aid from Coursera.
If anything is unclear, I’ve recorded a video with detailed instructions: Video link.
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New internships and job openings from some of the world’s top companies have become available. If you want to start your career in data analytics or advance it, take a look at these opportunities.
Data Analyst Intern (Global E-Commerce-Data Science-AMS Data Science) - Summer 2025 (BS/MS)
Data Analyst Graduate (Global E-Commerce-Data Science-Search and Recommend) - 2025 Start (BS/MS)
Senior Data Analyst - TikTok Shop (US Operations)
Explore more TikTok opportunities: TikTok Careers
Machine Learning Intern, Research (Fall 2024)
Business Analyst, CS Workforce Management
Explore more Netflix opportunities: Netflix Careers
Internship, Data Analyst/Data Engineer, Energy (Winter/Spring 2025)
Digital Performance Analyst, Energy Digital Platforms
Explore more Tesla opportunities: Tesla Careers
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I want to help you find data internships and jobs. Please answer these questions:
🟡 In which country would you like to find internships and jobs?
Anonymous Poll
16%
🇺🇸 United States of America
61%
🇮🇳 India
3%
🇸🇬 Singapore
3%
🇨🇦 Canada
4%
🇩🇪 Germany
4%
Other country (please write in the comments)
8%
It doesn't matter, I want to work remotely
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If you're even a beginner in data, I highly recommend starting a blog. It helps a lot. You don't necessarily have to create a blog on Telegram—you can choose the platform you like best.
But first, check out what I have to say about Telegram channels here 👉 THE VIDEO.
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Stories Difficulty
Duolingo is a language learning platform. When a student is learning a new language, Duolingo wants to recommend increasingly difficult stories to read.
How would you measure the difficulty level of a story based on how users interact with it?
The question and answers from data analysts are here.
If you want to know the questions asked at different companies for a Data Analyst position and prepare for an interview:
- Non-coding questions are here (free).
- Coding questions are here (free).
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As a data analyst, I know how difficult it is to find a data job as a beginner (or even if you're experienced but looking to enter a new market). And I understand your concerns:
I know many people worry they won’t find a job and that all their hard work learning data analytics will be wasted.
That's why I’ve prepared something to help you get an internship or entry-level job and finally start building your career in data analytics.
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I have been living in Thailand for 2 years and can share my experience.
Anonymous Poll
86%
Yes ⛱️
14%
No 👁
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The games are completely free, and you can write SQL queries directly in your browser—no downloads needed.
1. SQL Murder Mystery
This is a murder mystery created by Knight Lab at Northwestern University. You'll need to use your SQL skills to find the killer hiding in SQL City.
2. SQL Island
In this adventure game, you're stranded on SQL Island after a plane crash and need to use your SQL skills to find a way to escape.
3. Lost at SQL
You’re lost in a fantasy world of SQL, and the only way to get home is by solving SQL challenges.
If you like this post, show it some 🔥!
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Duolingo is one of the most popular language learning apps (ranked #1 in app stores). Instead of boring lessons, it feels like a game with progress, levels, rewards, mini-game exercises, and more.
According to the company, around 34 million people use Duolingo every day.
But what’s behind this success?
1. "Test Everything" is a key principle at Duolingo. Constant experiments help the company improve learning and find new ways to grow. At any given moment, Duolingo runs hundreds of A/B tests. They experiment with everything—from small UI changes to major features like leaderboards. They've even built their own A/B testing platform.
2. Duolingo develops its own metrics to help improve the product. One of the most important metrics is "time spent learning well."
3. In 2018, after several years of consistent year-over-year growth, the DAU metric began to stagnate. To address this issue, the Data Science team developed a "Growth Framework," which helped increase DAU fourfold since 2019.
4. Motivation to use the app and learn a language may work for speakers of one language but not for speakers of another. Duolingo developed the Expurrimenter, which helps conduct A/B tests on in-app messages to ensure that the messages motivate all learners equally and feel natural to them.
5. Turning a Free App into a $7.7 Billion Business: video
Working at Duolingo
Duolingo has 700+ employees from 30 countries, with 45% being engineers (including developers and data scientists). Check out their job openings, including internships: careers. Learn about Duolingo’s interview process: article.
If you found this content helpful, hit 🔥!
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Competition in the data industry is tough, and many people, especially beginners, struggle to find a job.
In this series of posts, I’ll share tips to help you find a job faster.
Be proactive. Don’t limit yourself to just one job board. If you're not finding enough relevant opportunities on one platform, explore others to discover more suitable job listings.
1. Explore Platforms Specializing in Tech Jobs
These sites connect you with employers looking for tech talent, giving you more chances to find the right jobs.
- dice.com
- arc.dev
- builtin.com
- monster.com
- otta.com
2. Explore Platforms Specialized in Data Jobs
They provide job postings and resources specifically for data professionals.
- aijobs.net
- womenindata.co.uk
- datayoshi.com
- careersinaudit.com
3. Explore Startup Job boards
Startups offer unique chances for growth and innovation and let you work on exciting projects.
- lemon.io
- workatastartup.com
- wellfound.com
- startup.jobs
4. Dive into Company Websites
Check the websites of companies you admire. You can also search online for lists of companies in any industry and visit their sites. This helps you find potential employers you might not have thought of before.
Many companies post jobs only on their own sites, giving you access to opportunities not found on job boards.
- 53 Data Companies to Know About in 2024
- The complete list of surf brands
- List of eLearning Content Providers
5. Try Growth Job
I built this platform to make your job search easier. We gather the best data jobs from over 100,000 sources and send them straight to your inbox. And here's the cool part – we also catch those hidden vacancies that companies don’t always post on regular job boards.
- growthmindset.dev
6. Explore General Job Boards
These platforms provide a broad range of job listings across various fields, including data.
- linkedin.com
- indeed.com
- glassdoor.com
7. Discover Job Boards for Remote Work
If you’re interested in remote opportunities, specialized remote job boards are a must.
- Remote.co
- flexjobs.com
- remoteok.com
- weworkremotely.com
P.S. In the video, I explore India
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Hey everyone😻 ! I know many of you are interested in making money on Telegram.
Telegram can be a great source of additional income, or even a main one. Imagine writing posts about things you enjoy and earning money from it!
I've created a video just for you: "How to Make Money on Telegram: Step-by-Step Guide (MY EXPERIENCE AND EXAMPLES)"
Check it out here 👉 WATCH.
Telegram can be a great source of additional income, or even a main one. Imagine writing posts about things you enjoy and earning money from it!
I've created a video just for you: "How to Make Money on Telegram: Step-by-Step Guide (MY EXPERIENCE AND EXAMPLES)"
Check it out here 👉 WATCH.
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I've explored
Watch video
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Spotify is the #1 music streaming service in terms of monthly active users (MAU). According to the company, over 515 million people use Spotify each month, and 210 million are premium subscribers.
Users can listen to their favorite music and podcasts with a subnoscription or for free with ads.
What’s behind this success?
1. Experiments. Spotify constantly runs experiments with the app interface, recommendations, and new features to improve the service.
All articles about experiments here
2. Dashboards. In 2023, Spotify created more than 4,900 dashboards in Tableau and Google’s Looker Studio. To ensure quality, they developed a Dashboard Quality Framework — a checklist covering design, usability, insights, and trust.
Article and checklist for dashboard design
3. Data platform. With growing data complexity, Spotify believes a strong data platform is crucial for gaining valuable insights and driving innovation.
About Spotify's data platform - Part 1
About Spotify's data platform - Part 2
4. Machine learning. Spotify heavily uses machine learning to enhance user experience and create personalized music recommendations.
All Spotify articles on machine learning here
Working at Spotify
Spotify has over 9,000 employees worldwide and promotes equality, freedom from judgment and stigmatization, and contributes to addressing climate change.
— More on Spotify’s diversity, equity, and impact
— Current job openings
— How Spotify hires
— Tour of Spotify's office in Milan, Italy
Other
— Spotify’s datasets
— NerdOut@Spotify - a technical podcast by Spotify
— Spotify blog (often posts fresh articles)
— Spotify’s open source projects, including Spotify PostgreSQL Metrics and Chartify.
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How Much YouTube Pays Me as a Small YouTuber (with 9.3K Subscribers)
Hey everyone! Today, I'm sharing the inside details about how much money I actually earn from YouTube, even though my channel isn't very big.
I also share some tips on YouTube monetization.
Watch the video to find out!🟥
I'd really appreciate your like and comment!❤
Hey everyone! Today, I'm sharing the inside details about how much money I actually earn from YouTube, even though my channel isn't very big.
I also share some tips on YouTube monetization.
Watch the video to find out!
I'd really appreciate your like and comment!
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Many companies like LinkedIn, Canva, and Uber openly share their experiences in blogs, explaining how they solve complex problems in analytics and machine learning.
For example:
— How Spotify runs experiments
— How Canva collects 25 billion events per day
— What tools Duolingo uses for data analysis
Why is it useful to read these?
— Learning: You can discover best practices that you can adapt to your own work.
— Inspiration: Real-life case studies can give you new ideas and fresh perspectives on your own tasks.
— Trends: Stay updated on the latest technologies and methods shaping the future of the industry.
Top blogs about data and technology:
1. Canva
2. Netflix
3. Uber
4. LinkedIn
5. Airbnb
6. Spotify
7. Duolingo
8. New York Times
9. Dropbox
10. Skyscanner
11. Lyft
12. Disney
13. Pinterest
14. X (Twitter)
15. Notion
16. Swiggy
17. Google
18. Stripe
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YouTube changed my life, even with small channels (9,500 & 1,269 subs).
Here's what I’ve learned, what works, and my 2025 strategy 👉 https://youtu.be/6Jh4bMWV1cA
Here's what I’ve learned, what works, and my 2025 strategy 👉 https://youtu.be/6Jh4bMWV1cA
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