For those who work in I.T. at college institutions; is an invitation to the interview essentially a guarantee that I’ll get an offer? Especially if it’s scheduled to be 3 hours long?

Is the interview just a formality….

likehelpful
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I was hired at my university (mind you 20 years ago) and had a similar experience, 3-4 hour interview process. I later found out that they were interviewing 4 candidates at the same time, effectively all rotating between each of the candidates. I was the only one that was hired.

So no, I wouldn’t say based on the length of the interview that it is a guaranteed offer.

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In general, I would treat any interview as not guaranteed hire. Probably you don't need to over-prepare though.

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no, they are interviewing you as a potential hire for the team

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I don't think it works that way anywhere. Interviews in tech are getting more and more lengthy and complicated

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