Resume & Career Glossary

Definition: Strong, specific verbs used to begin resume bullet points that convey accomplishment and impact.

Action verbs make your resume more dynamic and impactful. They replace passive language with active descriptions of your contributions. Strong action verbs are specific to your accomplishments: use "spearheaded" for initiatives you led, "implemented" for systems you put in place, "negotiated" for deals you closed. Avoid overused verbs like "responsible for" or "worked on." Vary your verbs to avoid repetition.

Definition: The use of artificial intelligence by employers to evaluate, rank, or filter job applications before human review.

AI screening extends traditional ATS keyword filtering with semantic analysis: matching a resume's meaning (not just its words) against a job description, scoring candidate-role fit, and increasingly detecting mass-generated or bot-submitted applications as "low-intent." Its rise cuts both ways for candidates: relevant experience described in your own specific language matters more than keyword stuffing, and generic AI-written applications are increasingly flagged rather than advanced. Nearly half of job postings themselves (48% in GenerateCV's July 2026 corpus analysis) now mention AI as part of the work.

Definition: A complete, job-specific set of application materials — tailored resume, cover letter, and interview talking points — prepared for one particular opening.

An application packet treats each worthwhile job as its own small project rather than one more send in a volume game. A strong packet contains: a resume tailored to the posting's actual requirements, a cover letter addressing the specific company and role, and honest talking points mapping your experience (including gaps) to what the employer asked for. The packet approach reflects the data-backed reality that fewer, better-fitted applications outperform volume: tailored applications convert at roughly 1 interview per 10–25 applications versus 1 per 50–100+ for generic ones.

Definition: Software used by employers to collect, scan, sort, and rank job applications before a human reviews them.

An Applicant Tracking System (ATS) is recruitment software that receives, parses, stores, ranks and filters job applications. It does not auto-reject most resumes: the widely repeated claim that "75% of resumes are rejected by ATS" traces back to a defunct vendor with no published methodology. What actually removes candidates is recruiters searching and filtering inside the system — so a resume whose text layer cannot be parsed, or that lacks the terms the posting asks for, is simply never found. Common ATS platforms include Taleo, Workday, Greenhouse, Lever, and iCIMS.

Definition: The process of formatting and writing a resume to maximize its chances of passing through Applicant Tracking Systems.

ATS optimization involves several key practices: using standard section headings (Experience, Education, Skills), avoiding tables and columns, using simple fonts, including relevant keywords from the job description, and submitting in compatible file formats (PDF or DOCX) that keep a selectable text layer. A score of 80% or higher in GenerateCV's own checker means your resume covers most of the posting's stated requirements — it is our score, not an industry standard.

Definition: The most common resume format that lists work experience in reverse chronological order, starting with your most recent position.

A chronological resume is preferred by most recruiters and ATS systems because it clearly shows career progression and recent experience. It works best for candidates with steady work history in the same field. The format includes: contact info, summary, work experience (newest first), education, and skills. Each position includes job title, company name, dates, and achievement-focused bullet points.

Definition: A one-page letter accompanying your resume that explains your interest in a position and highlights relevant qualifications.

A cover letter provides context that a resume cannot. It explains why you're interested in the specific role and company, addresses potential concerns (career gaps, career changes), and demonstrates communication skills. Effective cover letters are tailored to each application, reference the job description, and provide specific examples of relevant achievements. The ideal length is 250-400 words.

Definition: A comprehensive document detailing your complete academic and professional history, commonly used in academia and international job applications.

A Curriculum Vitae (Latin for "course of life") is more detailed than a resume and can span multiple pages. CVs are standard in academic positions, research roles, and many European countries. They include publications, presentations, grants, teaching experience, and professional affiliations that wouldn't appear on a resume. In the UK, "CV" is often used interchangeably with "resume" for all job applications.

Definition: A resume format that organizes experience by skill categories rather than by chronological work history.

Functional resumes (also called skills-based resumes) emphasize transferable skills over work history. They group achievements under skill headings like "Project Management," "Technical Skills," or "Leadership." While this format can help career changers or those with employment gaps, many recruiters and ATS systems prefer chronological formats. Use sparingly and consider a combination format instead.

Definition: A job posting that remains publicly listed even though the employer is not actively hiring for it — kept open to collect resumes, signal growth, or satisfy internal processes.

Ghost jobs are postings with no active hiring intent behind them: budget-frozen requisitions, evergreen "pipeline" postings that collect candidates for future openings, and listings simply never taken down. GenerateCV's July 2026 analysis of 105,000 live postings on 2,036 company career boards found that 16% of "open" postings were more than 60 days old and nearly 1 in 10 exceeded 90 days — while postings that actually closed had a median lifespan of just 13 days. Warning signs include: posting age over 60 days, vague responsibilities, no salary information, and repeated reposting of the same role.

Definition: Technical, teachable abilities that can be measured and demonstrated, such as programming languages, software proficiency, or certifications.

Hard skills are acquired through education, training, or practice and can be objectively assessed. They are often listed in the skills section of a resume and are heavily weighted by ATS systems. Examples include: programming languages (JavaScript, Python), tools (Adobe Creative Suite, Salesforce), technical skills (financial modeling, data analysis), certifications (PMP, CPA), and languages. Hard skills should be quantified where possible.

Definition: The person who will directly supervise the new hire and typically makes the final hiring decision.

The hiring manager is your ultimate audience when writing a resume. Unlike recruiters who screen for qualifications, hiring managers evaluate cultural fit, potential, and specific value you'll bring to their team. Research hiring managers on LinkedIn to understand their priorities. Your cover letter should address the hiring manager by name when possible and speak to the specific challenges their team faces.

Definition: A document outlining the responsibilities, requirements, and qualifications for a specific job opening.

Job descriptions are your roadmap for resume tailoring. They contain keywords the ATS will scan for and priorities the hiring manager values. Analyze job descriptions to identify: required vs. preferred qualifications, repeated keywords and phrases, technical skills mentioned, soft skills emphasized, and problems the role will solve. Mirror this language in your resume while being truthful about your experience.

Definition: Specific words and phrases from job descriptions that ATS software and recruiters look for when screening resumes.

Keywords fall into several categories: hard skills (Python, Salesforce, Excel), soft skills (leadership, communication), industry terms (HIPAA, Agile, GAAP), job titles, and certifications. The best practice is to mirror the exact language from the job description while being truthful about your experience. Keywords should appear naturally throughout your resume, not stuffed into a hidden section.

Definition: A screening question in a job application whose answer can automatically disqualify a candidate — such as work authorization, sponsorship needs, or willingness to relocate.

Knockout questions let applicant tracking systems filter candidates before any human review. Common examples: "Are you legally authorized to work in the US?", "Will you require visa sponsorship?", "Are you willing to relocate?", and minimum-experience or certification checks. Unlike open-ended screeners, knockout questions have factual answers, which is why answering them accurately matters more than answering them cleverly — an inaccurate answer that survives screening tends to surface later in background or verification stages.

Definition: The strategy of submitting large volumes of job applications — often via automated tools — with little or no customization per role.

Mass applying trades application quality for volume, and 2026 data shows the trade no longer works: one widely cited experiment produced 20 interviews from 5,000 automated applications (a 0.4% rate), recruiters report identifying AI-generated applications in under 20 seconds, and ATS platforms now flag mass-submitted applications as low-intent. Tailored applications convert at roughly twice the rate of generic ones. Auto-apply tools also risk misrepresenting candidates by guessing answers to application questions.

Definition: A screening format where candidates record answers to preset questions on video, with no live interviewer present.

One-way (asynchronous) video interviews are used to screen large candidate pools cheaply: the employer sends questions, the candidate records timed responses, and recruiters (sometimes assisted by AI analysis) review recordings later. Candidates typically get limited retakes and 1–3 minutes per answer. Preparation matters more than personality: research the role's core requirements, prepare concise examples with outcomes, test camera and audio beforehand, and treat each answer like a structured mini-presentation rather than a conversation.

Definition: Legislation requiring employers to disclose salary ranges in job postings, enacted in states including California, New York, Colorado, and Washington.

Pay transparency laws require employers to publish compensation ranges for advertised roles, with the goal of narrowing pay gaps and giving candidates negotiating context. They measurably work — but imperfectly. GenerateCV's July 2026 analysis of 105,000 live postings found 61–68% of postings in law-covered locations (California, New York, Washington, Colorado) list a pay figure, versus just 19% in locations without such laws — a more than 3x difference. That still means roughly a third of postings in covered states publish no number despite the mandate.

Definition: A brief 2-4 sentence overview at the top of your resume highlighting your most relevant qualifications and career focus.

A professional summary (also called career summary or executive summary) replaces the outdated "objective statement." It provides a snapshot of who you are professionally, your key strengths, and what you bring to the role. Tailor it to each application by incorporating keywords from the job description. Include: years of experience, industry/function expertise, 2-3 top achievements or skills, and what you're seeking. Avoid first-person pronouns and generic phrases.

Definition: Accomplishments expressed with specific numbers, percentages, or metrics that demonstrate measurable impact.

Quantifiable achievements transform vague job descriptions into compelling evidence of your value. They answer "how much?" and "compared to what?" The formula is: Action Verb + Task + Result (with numbers). Use metrics like: revenue generated, cost savings, time saved, team size, customer satisfaction scores, efficiency improvements, or volume handled. If exact numbers aren't available, use estimates with qualifiers like "approximately" or ranges.

Definition: A concise document (typically 1-2 pages) summarizing your professional experience, skills, education, and achievements for job applications.

A resume (from French résumé, meaning "summary") is the standard job application document in the United States, Canada, and most private-sector jobs globally. Unlike a CV, resumes are brief and tailored to specific job applications. Recruiters skim rather than read, so the top of the page has to carry the point. Key sections include: contact information, professional summary, work experience, education, and skills.

Definition: The appropriate page count for a resume based on experience level and industry standards.

The one-page resume rule is a myth—appropriate length depends on experience. General guidelines: Entry-level (0-5 years): 1 page. Mid-level (5-15 years): 1-2 pages. Senior/Executive (15+ years): 2 pages. Academics and federal resumes may be longer. Every line should add value; cut outdated experience (15+ years old) and irrelevant details. Quality matters more than fitting everything on one page.

Definition: The automated process by which ATS software extracts and categorizes information from resume documents.

Resume parsing technology reads your document and attempts to identify: contact information, work history, education, skills, and other sections. Parsing accuracy depends on your formatting. Issues that cause parsing errors: unusual section headings, tables and columns, text boxes, headers/footers, images, and uncommon fonts. Always test how your resume parses by pasting it into a plain text editor.

Definition: Interpersonal and behavioral abilities that affect how you work and interact with others, such as communication, leadership, and problem-solving.

Soft skills, also called transferable skills or people skills, are harder to quantify but equally valued by employers. Rather than listing them, demonstrate soft skills through achievements in your work experience section. For example, instead of listing "leadership," describe how you "Led a team of 5 engineers to deliver a project 2 weeks ahead of schedule." Top soft skills include: communication, teamwork, adaptability, problem-solving, time management, and emotional intelligence.

Definition: A structured approach (Situation, Task, Action, Result) for describing accomplishments in resumes and interviews.

The STAR method helps you craft compelling, complete achievement stories. Situation: Set the context. Task: Describe your responsibility. Action: Explain what you specifically did. Result: Quantify the outcome. For resumes, condense STAR into a single bullet point focusing on Action and Result. The full framework is especially useful for behavioral interview questions.

Definition: A resume customized for a specific job application by aligning content with the job description requirements.

Resume tailoring is the practice of customizing your resume for each application rather than sending a generic version. Steps include: analyzing the job description for keywords, reordering bullet points to lead with most relevant experience, adjusting your summary to match the role, and emphasizing the skills they prioritize. The mechanism is simple: recruiters search inside their ATS using the language of their own posting, so a resume that mirrors it is findable and a generic one often is not.

Definition: The empty space on a resume page that improves readability and visual appeal.

White space (or negative space) is essential for resume readability. It prevents the document from looking cluttered and helps recruiters quickly scan content. Good white space includes: appropriate margins (0.5-1 inch), spacing between sections, line height for readability, and balanced text density. Don't sacrifice white space to cram more content—instead, prioritize the most impactful information.