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A resume scoring tool gave me 42 out of 100 and I still got interviews. Do the scores mean anything?

Two tools disagreeing by nineteen points on the same document tells you everything about the measurement. What they can usefully catch is mechanical: a file that turns to soup when parsed, dates in a format nothing recognises, contact details in a header that some parsers drop, and text living inside an image. Run one, fix anything in that category, ignore the score itself.

276 · in/job-search ·

Fifth year TA line or a paid summer internship when I have two chapters left

Internship, if you genuinely mean non-academic. Four sections of teaching is 20 hours a week of work that appears on your CV as one line nobody outside a university will read. Twelve weeks in an industry research group gives you a reference who is not your advisor, a project you can describe in an interview without translating, and a realistic sense of whether you want that world. The catch is that summer is often the only block of uninterrupted analysis time you get, so ask yourself honestly whether your fifth year is a finishing year or a stalling year.

372 · in/grad-school ·

Year two at 72 hours a week, does that number ever actually come down?

I did six years at 70-plus and then sold in a hurry at a worse price than I'd have got with a calm sale, because my health made the decision for me. The specific thing I'd tell year-two me is to take one full day completely off every week from the start, even when it's obviously impossible, and to get a proper check-up rather than assuming permanent exhaustion is the job. It is genuinely cheaper to hire six hours of cover than to sell a business in a bad month.

49 · in/shop-owners ·

Advisor has not returned my chapter draft in eleven weeks and stopped replying

Stop sending chapters. A 40 page draft is a task he has to schedule; a two page memo is a task he can do while his coffee cools. Send: three bullet points on what you decided, two specific questions where you genuinely need his call, and one sentence saying you will proceed with option A unless you hear otherwise by a date. That last clause is the whole trick. It converts his silence from a blocker into permission, and most advisors will suddenly find twenty minutes rather than let you proceed on a choice they dislike.

415 · in/grad-school ·

What actually moved the number for you: a script, or having somewhere else to go?

Leverage moved mine and nothing else ever has. The two times my number went up meaningfully I had another process running and said so plainly, with a date attached. Not a threat, just a fact and a deadline: I have a decision to make by the eleventh and I would rather it be this one. Enthusiasm without an alternative reads as a signal that you will accept.

341 · in/job-search ·

No savings and no sick leave - what actually helps when quitting isn't available?

Three things, in the order they helped. I dropped to four days for a fixed three months, framed as a trial with a date attached, which made it much easier for my manager to say yes to than an open-ended request. I stopped answering anything after seven at night and told exactly two people, who then covered for me without being asked. And I gave up both committees I was on, which felt like career suicide and turned out to be invisible to everyone but me. The pay cut was real and it was still cheaper than the alternative.

156 · in/burnout-recovery ·