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ByteDance Data Scientist Interview Questions
& Process

Real candidates share what happened, how many rounds they had,
and how the experience turned out.

Based on 38 interview experiences · FREE TO READ

2.2 Rounds average
Average Typical difficulty
44.7% Positive experience

Candidate interview experiences

First-hand accounts from people who interviewed at ByteDance.

Showing 3 of 38
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ByteDance

Data Scientist

Analytics · nearly a year ago

Senior Average Neutral experience No offer 1 round
Interview process
Technical screen
Interview formats
Technical Coding Behavioral

First round technical interview with a senior member from the team, 45 mins equally divided into resume questions, 1 sql problem involving window function and ctes, and discussion around statistical concepts/scenarios.

Confirmed questions4 questions
  • Can you explain the reasoning behind choosing a specific metric for a project?
  • Tell me about your past projects based on your resume.
  • Solve a SQL problem that includes window functions and CTEs.
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ByteDance

Data Scientist

Analytics · more than a year ago

Mid Average Positive experience No offer 3 rounds
Interview process
Recruiter call Technical screen Technical screen Technical screen Background check Offer
Interview formats
Behavioral Technical Coding Coding Coding Coding Coding Coding Behavioral Behavioral

The ByteDance technical interview process is a multi-stage experience, covering a variety of topics essential to data science and software engineering roles. It generally consists of three rounds, not including an HR discussion. First Technical Interview: The 60-minute session begins with a 20-minute self-introduction and resume discussion, focusing on a key data project. This is followed by 20 minutes of SQL and algorithmic coding challenges. The remainder is a quick Q&A. Second Technical Interview: This interview further explores your background in data science projects. Algorithmic challenges are still present but slightly more complex, encompassing topics like implementing a sqrt() function and merging sorted lists. The interviewer may also include probability and expectation questions. Third Technical Interview: Conducted by a manager, this round is more of a casual chat, touching on both technical topics like SQL and probability, and your preferences or requirements concerning the job role. An HR interview will follow these technical rounds, focusing on behavioral and cultural fit.

Confirmed questions8 questions
  • Tell me about a data project you worked on that was either the most impactful or the most interesting to you.
  • Regarding SQL, can you determine the count of new invitors within the date range of 2021-06-01 to 2021-06-07?
  • For the given integer array, write an algorithm to return the number of triplets that can form triangles.
ByteDance logo
ByteDance

Data Scientist

Analytics

Entry Average Positive experience No offer 1 round
Interview process
Recruiter call Technical screen
Interview formats
Behavioral Technical

First, you'll introduce yourself for about 2 to 3 minutes. Next, we'll ask about the project you're responsible for, how you approach it, and your responsibilities. If you're a fresh graduate, we'll inquire about any relevant school projects. We'll also discuss how you work in a job, your daily tasks, and performance metrics. Then, we'll delve into your understanding of the current position and assess your knowledge related to it. Finally, you'll have the opportunity to ask any questions you might have.

Confirmed questions1 question
  • Can you discuss A/B testing and any related problems you've encountered?

ByteDance Data Scientist Interview Questions

Quoted word for word from ByteDance interview reports.

Merge three sorted lists into a single sorted list. What would be the time complexity for this operation?

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Implement a function to calculate the square root, ensuring the output is rounded to two decimal places.

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In a game where you have a 1/2 chance of winning each round and need two consecutive wins to end the game, what is the expected number of rounds it will take to finish?

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What are the key hyperparameters for XGBoost, and how do they work?

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What are the advantages and disadvantages of transformer networks compared to other models?

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Can you estimate TikTok's daily advertising revenue if you don't have access to their internal data?

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How would you calculate the 7-day rolling average for the Daily Active Users (DAU) of a specific product?

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Regarding SQL, can you determine the count of new invitors within the date range of 2021-06-01 to 2021-06-07?

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Could you discuss the pros and cons of using LSTM networks?

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Formats, difficulty and experience

Across all 38 ByteDance interview reports.

Interview formats

Technical 39.6%
Coding 28.6%
Behavioral 27.5%
Case 3.3%
Presentation 1.1%

Interview difficulty

Easy 10.5%
Average 76.3%
Difficult 13.2%

Candidate experience

Neutral 36.8%
Positive 44.7%
Negative 18.4%