Data Scientist applicants have rated the interview process at Capital One with 3.2 out of 5 (where 5 is the highest level of difficulty) and assessed their interview experience as 53% positive. To compare, the company-average is 60.7% positive. This is according to Glassdoor user ratings.
Candidates applying for Data Scientist roles take an average of 27 days to get hired, when considering 138 user submitted interviews for this role. To compare, the hiring process at Capital One overall takes an average of 26 days.
Common stages of the interview process at Capital One as a Data Scientist according to 138 Glassdoor interviews include:
Phone interview: 29%
One on one interview: 20%
Presentation: 14%
Skills test: 13%
Background check: 7%
Group panel interview: 5%
IQ intelligence test: 4%
Personality test: 3%
Other: 3%
Drug test: 3%
Here are the most commonly searched roles for interview reports -
I applied through a recruiter. The process took 4 weeks. I interviewed at Capital One (Plano, TX) in Oct 2016
Interview
They contacted me directly on a website. I went straight to the data science programming challenge (based on taxi trips dataset). After that they call me to interview on-site at Plano, TX. The interview was a case interview, then a behavioral interview, a 15 minutes break, and a role interview.
Interview questions [1]
Question 1
Case Interview:
the case is the car finance loan.
- what are revenues and expenses
- given a model that predicts when a customer is good (loan should be approved) or bad (loadn should be decline) find out: 1. the probability that the customer is good given the model predicts good 2. the probability that the customer is bad given the model is good 3. given a pentile graph of # of checked off loans / # of loans what is a better model than the current; what is the best model.
Behavioral interview:
- tell me about a time that you had to deal with changing objectives in your team/project
- tell me about a time that you had to deal with unexpected problems in your project
- tell me about a time that you had to persuase somebody
Role interview:
the case is a report on air company with low percentage of flight on time. Read the report an give an evaluation of it and some reccomendations to your boss. 15 minutes to read the report and remove anything unecessary or spot errors. 20 minutes to present it to your boss. 15 minutes to discuss afterwards from data scientist to data scientist.
Only gone through the initial HR interview process so far. Waiting to go through OA and power day. Applied mid June. Got an answer end of June/ early July. Seemed like just a screening of the resume so far. Nothing substantial yet.
I applied through an employee referral. I interviewed at Capital One (Dallas, TX) in Jan 2026
Interview
I had an interview with the hiring manager, and she started to ask about my CV and went through the details of each project, and also asked additional questions about each project, what would happen if we do this or that
The recruiter call me and after a 30 min meeting with HR they set me up for interview with the manager, but no one showed up and they never responded my email