Journal
How AI is changing the work inside jobs, from the public data, and what that means for one application.
Guide · 24 Sept 2026 · 7 min read
Will AI Replace My Job? What the public data actually says
ILO, BLS, and a Stanford study of ADP payroll data agree on the shape of the change: exposure is common, economy-wide replacement is not, and the narrower gap is at the start of a career.
Guide · 8 min
How do you optimize a resume for ATS without stuffing keywords?
Parsing still matters, because a section the system cannot read is a section a recruiter cannot search. Keyword polish does not prove you did the work. Match the posting to a line you can defend.
Guide · 6 min
How do you prepare for an interview when the follow-up is the test?
A polished first answer fails when the next question asks for the evidence. Prepare the proof you can say, and practice the free question for this job.
Guide · 6 min
How do you negotiate a salary offer without inventing your market rate?
Scripts are useful. A number is useful only when it comes from a source you can name, or from the offer in front of you. This page drops the unsourced ranges.
Guide · 6 min
How do you analyze a skills gap when you are changing careers?
Compare tasks, not titles. O*NET lists the work activities. Your proof is the subset you have already done.
Guide · 5 min
How should you write a LinkedIn profile without guessing the algorithm?
We cannot see LinkedIn's ranking formula. We can say the profile should carry the same proof as the resume, in the words of the work you want.
Research · 7 min
Will AI replace software engineers? What the sources say
Engineering is exposed at the task level. Public data does not say the occupation disappears. The sharper gap in the Stanford payroll study is for early-career workers in exposed occupations.
Guide · 6 min
How do you get interviews with little experience?
Limited experience is not fixed by keyword polish. Show what you produced in the work you have done, and practice saying it for this job.
Guide · 4 min
How many tokens does a job application cost?
Token prices for the tools on one application. No dollar conversion, because the pack price moves and a converted figure goes stale.
Guide · 5 min
How do you show career skills a client can check?
Rate cards and income claims that were not sourced have been removed. What is left is how to show a piece of work a client can inspect.
Guide · 5 min
What changed in ATS resume advice for 2026?
The unsourced percentage of systems that "moved to machine learning" stays out. Parsing, meaning, and proof are the parts we can describe.
Research · 7 min
Which AI job statistics can you actually check?
Three figures from ILO, BLS, and Stanford, in their words. Older figures we could not read at source are not repeated here.
Guide · 6 min
How do you check a resume for free without trusting a score?
Free checkers mostly compare words. You can check parsing yourself. Proof against one posting is a different check.
Guide · 5 min
Which salary data can you cite in a negotiation?
Use the offer, the posting's range, or a Bureau of Labor Statistics wage for the occupation. Do not cite a range we cannot open.
Research · 6 min
What percentage of resumes are rejected by ATS?
The 75 percent figure does not trace to a report we can open. This page says so, explains the mechanism we can describe, and points at proof instead of a replacement statistic.
Guide · 7 min
How do you answer “tell me about yourself” as a new graduate?
Answer with one piece of work this job can check. Name what you produced. Leave out a result the work did not have. Then practice that answer out loud.
Guide · 7 min
What do you put on a resume when the work was a class?
Put the class, the campus job, or the internship on the resume when the line names what you produced. Leave off a result the work did not record.
Guide · 8 min
Why do entry-level jobs ask for years of experience?
The posting can ask for experience you are still trying to get. That is not a count of jobs erased. Here is the sourced fact, and what you can still prove on this one.
Guide · 6 min
What should you ask the interviewer at the end?
Ask about the work this role actually does. Do not use a list of questions that claims to get you hired. Practice your own answer out loud.
Guide · 6 min
How do you explain a low GPA in an interview?
State the number you have, or leave it off. Do not borrow a reason from a script. We do not publish a GPA cutoff.
Guide · 6 min
How do you write a cover letter when you have one proof line?
Use four lines: their problem, your question, your proof, a close. The proof has to be a sentence already in your resume. The note does not promise a reply.
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For your own job
See which of your tasks AI changes, free, from BLS and O*NET task data.