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Scale Interview Questions
& Process

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

Based on 374 interview experiences · FREE TO READ

3 Rounds average
Average Typical difficulty
38.5% Positive experience

Which role are you interviewing for?

30 roles · 374 reports

Candidate interview experiences

First-hand accounts from people who interviewed at Scale.

Showing 4 of 374
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AI Product Manager

Product · half a year ago

Mid Easy Negative experience No offer 3 rounds
Interview process
Recruiter call Technical screen Take home Onsite
Interview formats
Behavioral Technical Presentation

So there were three stages for this role in the Middle East office. First, a chat with the hiring manager about fit. Then, a panel interview covering how we'd work with engineering and our core values. Finally, a take-home task that needed to be submitted before the last talk. Scheduling was a breeze, super fast responses within 48 hours. But, the panel hadn't really looked at my take-home and didn't seem to know the assignment details. They mixed up big product strategy with small feature ideas, which made talking about the bigger picture tough. They knew basic ML but not much about new GenAI stuff, so discussing modern or different tech choices was hard. They also seemed to have one solution in mind from the start, which made it tricky to explore other options. Oh, and they shot down an idea as new when it was in the company's own case studies, which felt like they didn't know their own success stories. Only go for this if you want to get into AI/ML, not if you're already an experienced AI PM.

Confirmed questions0 questions

No confirmed questions were included in this interview report.

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Engagement Manager

Consulting · nearly a year ago

Mid Average Neutral experience No offer 7 rounds
Interview process
Recruiter call Take home Onsite Presentation Background check Offer
Interview formats
Behavioral Presentation

This was a really long interview process, I think I got through 5 out of 7 rounds. The first few rounds were like 'tell me about yourself' type questions. They also had a take-home assignment which seemed pretty easy, you pick a topic to present on from a few options. Then, the next few rounds were mostly behavioral, focusing on customer service. No major surprises with the behavioral questions.

Confirmed questions2 questions
  • Can you share an experience you had with a difficult customer?
  • Describe a challenging customer interaction you've encountered.
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Instructional Designer

Other · nearly a year ago

Mid Difficult Positive experience Accept offer 5 rounds
Interview process
Recruiter call Technical screen Take home Onsite Panel Presentation Offer
Interview formats
Behavioral Technical Presentation Other

I applied directly on the website. Got a response from the recruiter within a couple of days. The recruiter screening explained the rest of the process: a behavioral interview with the hiring manager, a take-home course design project, and an all-day panel interview. The panel included two behavioral interviews, a discussion about the take-home project and my instructional design approach, and an interview assessing my ability to read and explain technical white papers. After that, there was a surprise final interview with an executive. The whole process felt tough but very structured and clear, and the recruiter prepped me well for each part. We even adjusted the job level based on how I did.

Confirmed questions1 question
  • What metrics would you use to gauge how well your instructional content helps data annotators?
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Operations and Strategy Manager

Operations · a year ago

Mid Average Neutral experience No offer 7 rounds
Interview process
Recruiter call Phone screen Take home Technical screen Presentation Background check Offer
Interview formats
Behavioral Technical Case Presentation

I was first contacted by a recruiter for a 45-minute phone screen, which was basically a chat with some of their questions mixed in. Right after, a coordinator set up a 30-minute call with the hiring manager, and then I got the take-home assignment. It involved looking at raw data, making charts and tables, and then giving a recommendation to leadership, pretty standard if you have a consulting background. You get 5 business days to finish it. If you pass that, you move on to the virtual on-site, which has four 30-minute interviews: one on Scale credos, one on working with other teams, a case study, and a chat with the Director of Delivery and Operations. I didn't make it past the take-home though, because Scale laid off a bunch of people right after I submitted it, which probably affected the role. But, Scale's interview process is really efficient; the recruiter mentioned someone got through all three rounds in just 10 days.

Confirmed questions8 questions
  • What's your reason for choosing Scale AI?
  • What prompts your departure from your current job?
  • Are you currently interviewing elsewhere, and do you have any offers?

Scale Interview Questions

Quoted word for word from Scale interview reports.

Write a function `nucleus(probs: list[float], p: float)` to get the top-p nucleus on a list of probabilities with a given threshold p, returning a list of probabilities where only the top-p probabilities are retained and normalized, all others are set to zero, maintaining the original order.

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Write a function `single_headed_attention(q, k, v)` to perform single-headed multi-headed self attention with masking, given query, key, and value matrices.

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Given a graph, remove a node chosen uniformly at random and verify if it was subsequently reinserted.

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Given ten points uniformly distributed between 0 and 1, what is the distribution for the difference between the 5th and 6th smallest points?

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How would you convert a 3D array to a 4D array for model input?

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Can you write a program to output the characters of a given word sorted by frequency? For example, 'tree' should become 'eert'.

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Could you plot the distribution of the difference between two vectors that were drawn from the same distribution?

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Given ten uniformly distributed numbers between 0 and 1, what can you say about the distribution of the difference between the fifth and sixth numbers? What is this distribution, and why?

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How would you estimate the distance between two variables from sorted samples of a uniform distribution?

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Formats, difficulty and experience

Across all 374 Scale interview reports.

Interview formats

Behavioral 31.9%
Technical 30.4%
Coding 16.5%
Case 8.5%
Presentation 6.3%

Interview difficulty

Easy 16%
Average 57.5%
Difficult 26.5%

Candidate experience

Positive 38.5%
Neutral 28.9%
Negative 32.6%

Reports by job function

Engineering 151
Operations 88
Product 33
HR 22
Other 19
Research 14