I applied online. I interviewed at American Express in Oct 2018
Interview
One on-site interview went for about 5 hours. Met with 5 people during that time. The interviewers were very pleasant. They spoke convincingly about the culture at Amex. It got me even more excited about working there.
Interview questions [1]
Question 1
Explain how Gradient Descent and deep learning models
I received a number of quantitative prompts
I was also asked a number of behavioral questions
I applied through a recruiter. I interviewed at American Express (Phoenix, AZ) in Sep 2018
Interview
First a recruiter screen, then phone interview then onsite interview. Those bits were done within 2 weeks. Then they took 2 months after that to get back to me with a job offer. 2 MONTHS!!!! I don't know how they manage to hire anyone at AmEx when they wait 2 months.
Interview questions [1]
Question 1
Classic stuff about your experience and some examples of relevant projects (for the phone interview) maybe a little bit of model stuff like why you chose specific models. They didn't seem happy with my answer of "I choose the easiest thing to implement first" and carried on trying to wrangle a more data scientist-y answer like "A decision tree seemed to mathematically fit the feature space better", which is fine if you want to make sure people understand model basics then ask it directly rather than try to direct them into a weird, non-truthful narrative of what happened on the job.
In person, 3 hour interview all on model specifics. Asked a lot about maths. I think these are all fine, depending on the role you're applying for. Personally, I'm more of a full stack DS person and by focusing so much on the models and the maths behind the models, it was an odd interview for a role that I assume ultimately was applied DS rather than research DS. Or maybe it truly was a research based role and the questions were appropriate. The fact that I still can't tell says a lot about how unclear the role description was and about the confusion from the hiring manager about what they wanted. That's a red flag.
I applied through college or university. I interviewed at American Express
Interview
Interview took place at the Desert Ridge office. Everyone was very welcoming and kind. Two interviewers for the first part, one interviewer for the technical part. Met many other employees as well.
Interview questions [1]
Question 1
Describe the typical workflow of a Data Scientist project from start to finish.