Would you actually come here?
Credible interest
A committee can admire your record and still hesitate if it believes you will refuse the offer.
You may think interest is private. It is not. It appears in the care you give the application, the questions you ask in the screening interview, the people you prepare to meet, and the way you discuss the actual work.
A committee notices when those signals agree. It also notices when they do not.
The candidate says the school is a first choice but cannot name the required course. The candidate praises the research culture but has not looked at the faculty. The candidate asks three questions about course reductions and none about students, colleagues, or the position. The candidate describes every location as perfect.
That is not a minor style problem. The committee is trying to judge whether an offer can end the search.
Do not solve this by pretending. You do not need a childhood connection to the city. You do not need to call the institution your dream school. You need an honest answer to a practical question: why would you choose this work, with these students and colleagues, in this place?
Build the answer from the job itself. Which courses are central? What kind of students would you teach? What research support is relevant to your actual work? Is there a program, center, community partner, or regional setting that creates a real connection? Use only what matters to you. A long list from the website proves that you can copy, not that you care.
Then ask better questions. A serious candidate wants to understand expectations. How are new courses assigned? What does a normal teaching schedule look like? How do junior faculty receive feedback? What work is the department trying to build? These questions help you decide. They also show that you are considering the position as a job you might take.
“I am interested because the position combines the analytics core with an applied elective. I have taught the core, and I want to build the elective around decisions students will face at work. I would like to understand how new faculty coordinate those courses across sections.” This is a model of specificity, not a script to copy.
Be consistent. If you tell the search chair that teaching the core attracts you, do not tell another faculty member that you hope to avoid required courses. If you say the location works, do not spend dinner explaining where you would rather live. Different people compare notes.
You are allowed to have concerns. Ask direct questions without turning the visit into a negotiation before an offer exists. You are also allowed to decide the position is wrong for you. Credible interest does not mean surrendering judgment.
But if you would take the job, say why in language that could belong only to this job. The committee cannot read your private enthusiasm. Give it evidence.