Write a Resume That Passes the Bots and Convinces the Human

A resume that works for both readers repeats the exact keywords and job title from the posting, and rewrites every bullet as a measurable outcome instead of a duty. It also stays in one plain column, because that is what applicant tracking software parses correctly before a person ever opens the file.

Who reads your resume first?

A computer reads your resume before any human does. Most mid-size and large employers route applications through an applicant tracking system, software that stores, searches, and ranks resumes for a recruiter to review later. Harvard Business School’s 2021 “Hidden Workers” report, produced with Accenture, found that 99 percent of Fortune 500 companies and about three in four U.S. employers use one of these systems, a figure Jobscan’s 2025 usage data still confirms. The recruiter who opens your file after that does not read closely either. A 2018 eye-tracking study by TheLadders found recruiters spend an average of 7.4 seconds scanning a resume before deciding whether to keep reading. Your resume has to survive a keyword search first, then get a few seconds of human attention second. I cover how that first pass works, decision by decision, in how AI screens job applications before a human ever looks.

What keywords should you use?

The keywords that count are the ones already sitting in the job posting, not synonyms you think sound better. Applicant tracking systems match literal text, so if a posting asks for “accounts payable” and your resume says “AP processing,” the parser may miss the connection entirely, according to Indeed’s career advice team. Start with the exact job title, the required skills list, and any tools or certifications named in the posting, then place those same words in your summary, your skills section, and inside at least one bullet under relevant experience. Jobscan’s State of the Job Search 2025 report found resumes with a job title matching the posting’s title had an interview rate 10.6 times higher than resumes without that match. Copy the wording. Do not paraphrase it.

Some keywords are worth checking even when a posting does not spell them out. As of Q4 2025, business-operations skills such as budgeting or scheduling appear in more than 70 percent of U.S. job postings, according to Indeed Hiring Lab, so they are worth confirming in your skills section even for roles that do not name them directly. Jobscan recommends aiming for at least a 75 percent match rate between your resume and the posting, based on its own scanning data, which it labels as the point where most of its users start getting callbacks. Some of this first filter now runs without anyone reviewing it directly; see what AI agents already decide before a recruiter sees you for how far that goes.

How do you turn duties into results?

You turn a duty into a result by naming what changed afterward: a number, a percentage, a dollar figure, or a clear before-and-after. “Responsible for managing social media accounts” describes a duty. “Grew Instagram following from 4,000 to 22,000 in eight months and doubled website click-through” describes an outcome, and that is the version both a recruiter and a parser reward. This does not require inflating your role. Name the effect of what you already did, since most people leave that part out entirely. NACE’s 2025 Job Outlook survey found close to 90 percent of employers want evidence a candidate can solve problems, not just a list of assigned tasks. An outcome is proof of that. A duty is a job description repeated back to the person who wrote it.

Employers are also asking for a four-year degree less often. The share of U.S. job postings requiring one fell to 17.8 percent in 2024, down from 20.4 percent five years earlier, according to SHRM’s research, while 81 percent of employers reported using skills-based hiring in 2024, up from 57 percent in 2022, per SHRM’s talent acquisition trends report. When a degree counts for less, proof of what you have done counts for more.

What formatting breaks ATS parsing?

Tables, columns, text boxes, headers, and footers break ATS parsing because most parsers read a document as one continuous stream of text, top to bottom, left to right. A two-column layout that looks organized to your eye can get scrambled into a jumbled single line by the parser, according to Jobscan’s analysis of resume formatting. Text boxes often sit outside that stream entirely and get skipped. Contact details placed in a header or footer frequently disappear the same way. Workday, one of the most widely used systems, struggles most with multi-column designs and content buried inside tables, while comparisons of Workday, Greenhouse, and Taleo show Greenhouse handling PDFs somewhat more reliably. The safe default across every system is one column, standard section headings, and contact information in the main body of the document, not a header. I go through the exact settings to check in how to format a resume so AI screening tools read it.

Is the 75 percent rejection stat true?

No. The claim that 75 percent of resumes get automatically rejected by an ATS before a human sees them cannot be traced to any named study, according to an investigation into where the number originated. It gets repeated across career advice sites without a source attached because it is dramatic and easy to share. The properly sourced version is less tidy but more useful: Harvard Business School’s 2021 Hidden Workers report found 88 percent of employers surveyed said qualified candidates get filtered out specifically because their resumes do not match a job posting’s exact wording, not because a robot auto-rejects four out of five applicants on sight. That is a formatting and word-choice problem you can fix, not a fixed rejection rate you are stuck with. Stop worrying about a fake percentage and start matching the posting’s language instead.

Five resume mistakes, ranked by cost

These five mistakes cost the most interviews, ranked from the one that eliminates you before a human is involved to the one that only mildly annoys a recruiter who does read your resume.

1. Paraphrasing the job title and required skills instead of copying the posting’s exact words.
2. Using a multi-column, graphic-heavy, or table-based template that a parser cannot read in order.
3. Hiding contact details or job titles inside a header or footer, where several ATS platforms do not look at all.
4. Listing responsibilities without a single number, percentage, or measurable result attached to any of them.
5. Opening with a generic “objective” statement instead of a short summary loaded with the posting’s own keywords.

What does a working resume look like?

A working resume opens with a short summary built from the posting’s own keywords, followed by a skills line matching the required tools named in the listing, then work experience written as outcomes. Take one bullet through both versions. The duty version reads: “Responsible for customer support tickets and CRM data entry.” The outcome version reads: “Resolved 40+ support tickets weekly across a shared CRM, cutting average response time from 6 hours to under 2.” Both describe the same job. Only the second gives an applicant tracking system a number to index and gives a recruiter a reason to keep reading past the first line. Do this for every bullet on the page, not just the top one, since Jobscan’s formatting guidance notes recruiters and parsers both weight recent roles most heavily. Save the file as a single-column PDF or DOCX, skip the graphics, and you have a resume built for both readers.

You are a resume strategist helping me tailor my resume to a specific job posting.

Here is the full job posting: [paste the entire posting].
Here is my current resume: [paste your resume].

Do the following:
1. Pull out every exact keyword, required skill, tool, certification, and the job title as written in the posting.
2. Compare that list against my resume and tell me which of those exact words are missing.
3. For each missing keyword, suggest one honest way to add it to my resume, using only skills or experience I actually have. Do not invent experience I have not listed.
4. Flag any keyword you are unsure I actually possess, and ask me before assuming.

Ask me clarifying questions first if the posting or my resume is unclear.

You are a resume editor who specializes in turning job duties into measurable outcomes.

Here are my current resume bullet points: [paste your bullets].

For each bullet:
1. Identify whether it currently describes a duty (what I was assigned to do) or an outcome (what changed because I did it).
2. If it is a duty, ask me for the specific number, percentage, timeframe, or result tied to that task, if I have not already given you one.
3. Rewrite the bullet using that number in a clear, factual sentence, without exaggerated language.
4. Keep each rewritten bullet under 20 words.

If I do not have a number for a bullet, say so honestly rather than inventing one, and suggest how I could find or estimate it.

You are reviewing a resume for applicant tracking system compatibility, based on plain text I paste in, not a visual file.

Here is the text as it would appear when copied out of my resume file: [paste the plain text of your resume, exactly as copy-pasting it would extract].

1. Check whether standard sections (Experience, Education, Skills, Contact) are present and clearly labeled.
2. Check whether the text reads in a logical, linear order, or whether it looks jumbled or out of sequence, which would suggest a multi-column layout is confusing the parser.
3. Flag any contact information that seems to be missing, since that often means it was placed in a header or footer.
4. Tell me plainly if anything looks broken, rather than being reassuring by default.

Act as a blunt hiring manager who has read ten thousand resumes, not a career coach. I will paste my full resume and the job description I want. Rewrite the whole resume for that role, section by section, in this order: summary, experience, skills, education. Rules: every experience line leads with impact, not duty. Use bracketed placeholders like [8 percent] for any number I did not give you, and list at the end every placeholder I need to replace with a real figure. Keep it to one page of text. Plain formatting only, no tables or columns, so screening software can parse it. After the rewrite, tell me the three weakest claims that need evidence before I send this anywhere. My resume: [paste resume]. The role: [paste job description].