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Cohere Health Interview Questions
& Process

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

Based on 111 interview experiences · FREE TO READ

3.2 Rounds average
Average Typical difficulty
49.5% Positive experience

Which role are you interviewing for?

29 roles · 111 reports

Candidate interview experiences

First-hand accounts from people who interviewed at Cohere Health.

Showing 4 of 111
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Data Scientist

Analytics · nearly a year ago

Senior Difficult Negative experience No offer 5 rounds
Interview process
Recruiter call Phone screen Take home Presentation Background check Offer
Interview formats
Technical Presentation Behavioral

The interview process was quite extensive. It started with a screening call, followed by a chat with a more senior team member to get a high-level overview of my experience. Then, I was given a pretty substantial take-home assignment. This involved building a model using provided data sources, detailing my approach to evaluating LLMs, and preparing a presentation. They estimated it would only take a few hours, but to do it well, I realistically spent about 10-15 hours. After submitting it, they decided if it was good enough to proceed to the presentation stage, which I thought was a bit odd considering the time investment. I did move on to present, and the team gave very positive feedback, saying I connected well with them. The next step, which I believe was the final round, was a one-on-one with the hiring manager. My main frustration throughout was the difficulty in getting in touch with anyone for questions or timeline updates. After the final interview, I sent a few follow-ups and eventually got an automated rejection email. I was more bummed about not getting any specific feedback on why I wasn't selected, especially after putting in so much effort on the assignment, than I was about not getting the job itself. Honestly, the whole process felt pretty disappointing and frustrating. They really need to improve their communication and provide actual feedback to candidates. It really soured my initial excitement about the company.

Confirmed questions1 question
  • Build a model and outline your LLM evaluation approach, then make a presentation.
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Machine Learning Engineer

Engineering · nearly a year ago

Mid Average Positive experience Accept offer 4 rounds
Interview process
Recruiter call Phone screen Technical screen Onsite Background check Offer
Interview formats
Technical Coding System Design Behavioral

So first up was a phone screen, then a coding challenge, after that a technical interview where they gave me a problem and I had to give a high-level solution. For that technical part, I had to show I understood traditional ML and newer NN stuff. They asked about model design, data validation, and monitoring performance. Then, I talked with senior management. The coding wasn't super tough, but you do need to know your ML concepts.

Confirmed questions2 questions
  • How could this model be made better, specifically regarding scalability, performance, and handling diverse or complex inputs?
  • Could you suggest improvements to the current model implementation to enhance its scalability, model performance, and ability to support different or more complex inputs?
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Project Manager

Product · a year ago

Mid Average Negative experience No offer 4 rounds
Interview process
Recruiter call Phone screen Panel Presentation
Interview formats
Behavioral Case Presentation

Had an initial HR phone screen, then a video interview with the hiring manager. After that, there was a panel interview which might have included a peer. They also gave me a case study to present to the panel. The people I interviewed with were really dry, like they hated their job. They seemed to care more about the company's revenue than whether you actually enjoyed your work.

Confirmed questions1 question
  • How do you deal with situations where there's a lot of uncertainty or lack of clarity?
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RN Reviewer

Operations · more than a year ago

Mid Average Positive experience Accept offer 2 rounds
Interview process
Recruiter call Phone screen Offer
Interview formats
Behavioral Technical

The interview process was super easy and clear from start to finish. I got an email to set up an interview with a Nurse Leader and could pick from lots of different days and times, which was great for my schedule. The first interview was on Zoom, about 20 minutes long. We talked about my work history, skills, and availability, and they asked some basic questions to see how I handle nursing judgment and problem-solving. The person I spoke with was really friendly and down-to-earth. Within a week, I got an email to schedule a second interview with a Director, again picking a time that worked for me. This one was also on Zoom. The Director was really knowledgeable and direct, but also super easy to talk to and made me feel totally comfortable. It felt more like a real conversation than just a bunch of technical questions. This really set the tone for my experience. I wasn't looking for full-time work because of homeschooling, but the Director was really understanding and flexible, which is rare in healthcare! I was still a bit unsure if I had the job since I hadn't done this specific type of work before, though I had done some Case Management and Nurse Abstraction. UR can be hard to get into without experience. HR didn't make me wait too long. Even though the HR person I was talking to was on vacation, someone else from the department called to tell me I got the job so I wouldn't be left hanging. How cool is that?! I've been really happy here. The people I met during interviews seem to be a good reflection of the company culture. I saw some reviews online and wanted to wait a bit to see if things were really as good as they seemed. I'm happy to say it's a great place to work.

Confirmed questions1 question
  • Can you explain what Utilization Review is?

Cohere Health Interview Questions

Quoted word for word from Cohere Health interview reports.

What is the largest number you can get by removing a '5' from a given number?

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Could you implement the KNN algorithm, finishing the given base class methods?

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Could you describe the difference between the HAVING and WHERE clauses?

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How would you approach topic modeling for unstructured medical data?

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Can you explain the difference between a Star schema and a Snowflake schema?

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Can you define what a product manager is in a sentence or two?

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Did you receive an email on the day of the call stating the position was filled?

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When dealing with a dataset that has missing values and outliers, how would you go about analyzing it to get accurate insights, and what statistical methods or tools would you employ during this process?

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Can you explain your method for dividing data into testing and training sets?

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Formats, difficulty and experience

Across all 111 Cohere Health interview reports.

Interview formats

Behavioral 34.1%
Technical 24%
Coding 14.3%
Presentation 11.6%
Case 7.4%

Interview difficulty

Easy 14.4%
Average 67.6%
Difficult 18%

Candidate experience

Positive 49.5%
Negative 30.6%
Neutral 19.8%

Reports by job function

Engineering 39
Analytics 28
Operations 19
Product 8
Other 6
Sales 5