Analytics and growth mindset ๏ธ
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๐Ÿ”ฅ Free data analytics courses with certificates, hot internships and jobs - everything that needed data analyst.

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๐Ÿ‘จโ€๐Ÿ’ปHow to Find a Job When It Seems Impossible?


Especially relevant for beginners.

Job hunting can be compared to a funnel ๐Ÿ‘†๐Ÿป because the process involves several stages that gradually narrow down from the number of job openings in the market to the number of offers you receive.

You can always manage the funnel at each stage: if you notice problems, adjust your actions.

Few job openings? Expand your search:

๐Ÿ‘‰ Look beyond your usual job sites; explore Telegram channels, other social media, company websites directly, and use networking.
๐Ÿ‘‰ Even if you feel your skills don't perfectly match the job description, apply anywayโ€”sometimes it works out.
๐Ÿ‘‰ Reevaluate your initial criteria. Maybe you need to lower your expectations for now (e.g., location or salary).

Applying to many jobs but getting few interviews? The issue might be your resume:

๐Ÿ‘‰ Tailor your resume to meet the specific job requirements.
๐Ÿ‘‰ If you can't do it on your own, work on your resume with an experienced mentor.

Not getting a second interview after the first one with HR? Analyze your interview:

๐Ÿ‘‰ Review how you answer HR's questions.
๐Ÿ‘‰ Research the company beforehand (how it makes money, who its clients and competitors are); this helps.
๐Ÿ‘‰ Practice on your own or ask a mentor to conduct a mock interview with you.

Failed the technical interview? Analyze the interview:

๐Ÿ‘‰ Identify which topics or tasks were the most challenging.
๐Ÿ‘‰ If possible, ask the employer what specific areas you struggled with during the interview.
๐Ÿ‘‰ Take additional courses or training, and work on practical projects to fill knowledge gaps.
๐Ÿ‘‰ Prepare answers to common questions.
๐Ÿ‘‰ Solve practice problems on free platforms.
๐Ÿ‘‰ Conduct several mock interviews with a mentor.

When job hunting, it's essential to constantly analyze and improve your strategies at each stage. Tracking your conversion rate at each stage can also be helpful.

How does this help?

๐Ÿ‘‰You control the process. You see specific numbers and can influence them (e.g., by improving your resume or changing your job search strategy).
๐Ÿ‘‰Detailing the process helps identify problem areas more effectively.
๐Ÿ‘‰It's easier to track progress at each step, which helps maintain motivation.
๐Ÿ‘‰It helps you realize that rejections are a normal part of the process and that you can influence them.

Useful Resources:
How to Prepare for a Data Analyst Interview?
3 Free Services for Practicing SQL and Python
Free Data Analyst Career Guide and Interview Preparation by IBM
A Day in the Life of a Data Analyst at Accenture: Free Simulator
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๐Ÿ”˜ Free data analytics courses from Google: for beginner and advanced level


๐Ÿ‘‰ Google Data Analytics Professional Certificate for Beginners.

This course teaches the basics of data analytics, including data cleaning, analysis, and visualization, using tools like spreadsheets, SQL, and R.

๐Ÿ‘‰ Google Advanced Data Analytics Professional Certificate for Advanced Level.

A more advanced course that covers Python, statistics, and machine learning for analyzing and interpreting data.

๐Ÿ‘‰ Google Business Intelligence Professional Certificate for Advanced Level.

This course focuses on business analytics, data modeling, ETL processes, dashboards, and reporting.


โ—Important! Instructions to get the course for free:

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, Iโ€™ve recorded a video with detailed instructions: Video link.
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๐Ÿ†• New data internships and jobs at TikTok, Netflix, and Tesla


New internships and job openings from some of the worldโ€™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.


๐Ÿ“ฑTikTok:

Data Analyst Intern (Global E-Commerce-Data Science-AMS Data Science) - Summer 2025 (BS/MS)
๐Ÿ‘‰12-week program starting May/June 2025
๐Ÿ‘‰Hourly rate: $33.25
๐Ÿ‘‰Apply

Data Analyst Graduate (Global E-Commerce-Data Science-Search and Recommend) - 2025 Start (BS/MS)
๐Ÿ‘‰ Base salary: $128,250 - $190,000 annually
๐Ÿ‘‰ Apply

Senior Data Analyst - TikTok Shop (US Operations)
๐Ÿ‘‰Base salary: $101,080 - $220,611 annually
๐Ÿ‘‰Apply

Explore more TikTok opportunities: TikTok Careers


๐Ÿ“ฑNetflix:

Machine Learning Intern, Research (Fall 2024)
๐Ÿ‘‰Hourly range: $40 - $110
๐Ÿ‘‰Apply

Business Analyst, CS Workforce Management
๐Ÿ‘‰Remote work
๐Ÿ‘‰Salary range: $50,000 - $190,000
๐Ÿ‘‰Apply

Explore more Netflix opportunities: Netflix Careers


๐Ÿ”ด Tesla:

Internship, Data Analyst/Data Engineer, Energy (Winter/Spring 2025)
๐Ÿ‘‰Start: January 2025, full-time
๐Ÿ‘‰Salary range: $20.00 - $50.00/hour
๐Ÿ‘‰Apply

Digital Performance Analyst, Energy Digital Platforms
๐Ÿ‘‰Salary range: $68,000 - $234,000 annually
๐Ÿ‘‰Apply

Explore more Tesla opportunities: Tesla Careers
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๐Ÿคฉ๐Ÿคฉ๐ŸคฉHi friends! Remember I promised to tell you about Telegram channels?


๐ŸŸฅ I finally shot a video where I:

โžก๏ธShare how much I earn from Telegram channels
โžก๏ธGive tips based on my 2 years of experience growing Telegram channels

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 Telegramโ€”you can choose the platform you like best.

But first, check out what I have to say about Telegram channels here ๐Ÿ‘‰ THE VIDEO.
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๐Ÿ‘‹ The question from the interview for a Data Analyst position at Duolingo (Difficulty: Medium)โคต๏ธ


โž–โž–โž–โž–

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.


โž–โž–โž–โž–

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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โค๏ธโ€๐Ÿ”ฅ Thank you all, guys, for your answers!

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:

โžก๏ธ The lack of practical experience and confidence that often holds people back.
โžก๏ธ The emotional burnout from constant learning and job searching.
โžก๏ธ The fear of not standing out in a highly competitive job market.

I know many people worry they wonโ€™t find a job and that all their hard work learning data analytics will be wasted.

That's why Iโ€™ve prepared something to help you get an internship or entry-level job and finally start building your career in data analytics.

๐Ÿš€I will launch this in approximately 2 weeks, so stay tuned for updates!
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๐Ÿ‡น๐Ÿ‡ญDo you need a detailed post about remote work from Thailand?

I have been living in Thailand for 2 years and can share my experience.
Anonymous Poll
86%
Yes โ›ฑ๏ธ
14%
No ๐Ÿ‘
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โญ 3 Free SQL Games for Learning and Fun


The games are completely free, and you can write SQL queries directly in your browserโ€”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.

๐Ÿ”—Play SQL Murder Mystery

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.

๐Ÿ”—Play SQL Island

3. Lost at SQL

Youโ€™re lost in a fantasy world of SQL, and the only way to get home is by solving SQL challenges.

๐Ÿ”—Play Lost at SQL


๐ŸŽฎ Learning through games is a trend in education in recent years. Games make the learning process more fun, helping to keep attention and motivation high. And hereโ€™s also a business idea for you: gamify the learning of SQL, Python, etc., and monetize it.


If you like this post, show it some ๐Ÿ”ฅ!
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๐Ÿ‘‹ How Duolingo Succeeded in the Market (And How Analytics Helped)


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 whatโ€™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 everythingโ€”from small UI changes to major features like leaderboards. They've even built their own A/B testing platform.

โžก๏ธLearn about Duolingoโ€™s experiments: article

โžก๏ธExample of an A/B test to build a daily learning habit: article

โžก๏ธTools Duolingo uses for data analysis: article

2. Duolingo develops its own metrics to help improve the product. One of the most important metrics is "time spent learning well."

โžก๏ธHow Duolingo develops its metrics: article

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.

โžก๏ธMore on this case: article

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.

โžก๏ธHow Duolingo adapts in-app messages: article

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 Duolingoโ€™s interview process: article.


If you found this content helpful, hit ๐Ÿ”ฅ!
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๐Ÿ”ฅ 7 best ways to find job in data (FROM BEGINNER TO SENIOR LEVEL)

โžก๏ธโžก๏ธโžก๏ธ WATCH THE NEW VIDEO
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๐Ÿ”ฅHow to Find a Job in the Data Industry (PART 1)


Competition in the data industry is tough, and many people, especially beginners, struggle to find a job.

In this series of posts, Iโ€™ll share tips to help you find a job faster.


โ—The first tip:

Be proactive. Donโ€™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 โ€“ we also catch those hidden vacancies that companies donโ€™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 youโ€™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 India๐Ÿ‡ฎ๐Ÿ‡ณ.
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Hey everyone๐Ÿ˜ป! 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 ๐Ÿ‘‰ WATCH.
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๐Ÿ”ด The best free machine learning courses (I've liked the most)


I've explored๐Ÿ”Ž many machine learning courses, and here are several free ones that I liked the most.


Watch video๐ŸŸฅ
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๐Ÿ“ฑ How did Spotify achieve success in the market, and how does analytics help its growth?


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 subscription or for free with ads.


Whatโ€™s behind this success? ๐Ÿ“ˆ

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 Googleโ€™s Looker Studio. To ensure quality, they developed a Dashboard Quality Framework โ€” 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 Spotify๐Ÿ‘จโ€๐Ÿ’ป

Spotify has over 9,000 employees worldwide and promotes equality, freedom from judgment and stigmatization, and contributes to addressing climate change.

โ€” More on Spotifyโ€™s diversity, equity, and impact
โ€” Current job openings
โ€” How Spotify hires
โ€” Tour of Spotify's office in Milan, Italy


Otherโšก

โ€” Spotifyโ€™s datasets
โ€” NerdOut@Spotify - a technical podcast by Spotify
โ€” Spotify blog (often posts fresh articles)
โ€” Spotifyโ€™s open source projects, including Spotify PostgreSQL Metrics and Chartify.


If you'd like more posts like this, hit ๐Ÿ”ฅ!
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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!๐ŸŸฅ


I'd really appreciate your like and comment!โค
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