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To add on to this, a take-home assignment should be more than just another filter. The companies I interviewed for with take-home assignments didn't actually discuss the assignments at all in the in-person interview - I spent the time to prepare for and do the assignment, at least pretend it matters.

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That just seems odd. How were they checking that you were the one who completed them?

All of the interview processes I've had recently have checked I did the exercise by either asking me to describe what I built with no aid, asking me to walk through the code with it in front of me, or asking me to conceptually expand on what I built on a whiteboard.

They gave me the standard whiteboard interviews on-site after that. This was for a data scientist position. I did not get offered the job (but I accepted a good job offer a couple of weeks later, so whatever).

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