Amy's advice
Remember that they are not always looking for the "best" person on some absolute scale, it's about "fitting into a slot" (that's what my advisor told me once anyway)
Be able to say a few sentences on what you do, why it is interesting from a "bird's eye level."
What is your 5 year plan
What is your 30 year plan
Which grants will you apply for (one of them should be one of the prestigious awards like CAREER)
What will your grant proposal be about
Who will you work with here (distinguish yourself from others -they never want two people doing exactly the same things - but find synergies too)
What lab space will you need (square footage)
What classses will you want to teach (don't say everything)
Have you taught before
Examples of projects for students -undergrads and grads, if applicable
Other jobs you are applying for
In your talk, give lots of general info. One of the purposes of it is to see what your teaching would be like. If you can introduce your research in a little different way that motivates it better, that's good.
Highlight what you did without going into so much detail that you lose people.
If you have a two-body situation, go in with a strategy for how you are going to bring it up, with who, and when.
What are you going to do if your experiments fail or are not funded
Jordan's Advice and Whittier colloquium
https://www.dropbox.com/s/uiobzv2d3o16s2r/Colloquium.pdf?dl=0
That is a link to the colloquium I gave recently at a successful job interview at Whittier College in Los Angeles. Here is a link to a teaching example on electronic filters that they asked me to prepare:
https://www.dropbox.com/s/wnkl9p4k5ebouxb/simple.pdf?dl=0
I spoke with Amy, Steve Barwick, and Scott Gaudi to prepare for this interview. Scott Gaudi is an astronomy professor at OSU, and I was required to meet with him as part of my CCAPP fellowship. All three individuals provided great advice. Main takeaways, the stuff that stuck out for me:
1) Why here? Why this place? Why us? Be able to explain why you want this job, not just a job.
2) Do not for any reason reveal that you don't have a plan. Be deliberate, be a professional. For example, if they ask you to give a lecture, do not go over time. Do make it as interesting as possible, for as many as possible. Be able to explain every detail, but don't expect to be required to do it.
3) Absolutely be yourself, and put yourself in the right state of mind. Have faith in yourself. If you can't add the type of value for which they are searching, then it won't be a good fit anyways. Make sure you ask questions about how life is like there, and how you can fit into their community. A university is more than an office building, it's a scholarly community. Good luck!
Carl's Advice (other than that already listed above)
1. For a colloquium presentation, try to make your slides general. You are an expert in your field but in all likelihood, no one else in the audience will be. Don't concentrate too much on details unless they are asked for.
2. It also helps to make a colloquium a little fun/inspiring. Don't make the presentation too goofy or else it might not be taken seriously enough but it helps to include elements that are relatable to a larger audience.
3. Questions to have an answer for:
How many people will you look to have in your lab? How many undergraduate students and how many graduate students? How many post-docs?
If the department you are applying to is mixed (physics and astronomy, natural sciences, etc.), how will you try to connect your work with the broader department atmosphere?
Do you have experience in and plans for outreach? (not a critical component but it helps to indicate that you are interested in the broader community)
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