Master CV
Master CV Template: Build Your Foundation for AI Job Applications
A Master CV is your complete, unedited work history: every role, skill, achievement, and qualification, structured in ATS-safe format. You upload it once to Karko AI, and the system draws from it for every tailored application you generate. The quality of your Master CV directly determines the quality of every application that follows.
Definition
What a Master CV Is (and Isn't)
A Master CV is not your application CV. It is your complete professional record: every job, every project, every measurable result, every skill, certification, and language. It's intentionally longer and more comprehensive than anything you'd send to an employer.
Its purpose is to be the source document from which tailored, role-specific CVs are derived. Think of it as your database; Karko AI uses it to generate the right subset for each job.
Structure
Master CV Structure (Copy This)
Use this section order: (1) Header: name, location, contact, portfolio/LinkedIn; (2) Professional summary: 3 to 5 lines, role, domain, 2 to 4 key areas; (3) Technical skills: categorized (programming languages, tools, platforms); (4) Soft skills: only include if supported by examples in work history.
(5) Work history: for each role, include employer, location, dates, job title, 4 to 10 bullet points, relevant projects; (6) Education: degree, institution, dates; (7) Certifications: title, issuer, year; (8) Languages: language and level (use consistent format: Native, C1, B2, etc.); (9) Optional: publications, open source, awards.
Bullet Points
The Bullet Point Formula for Work History
Each bullet follows this structure: Verb + Object + Context/Scope + Result. Examples: "Built [System] for [Team], integrating [Tool], resulting in [Outcome]." "Owned [Process] across [Stakeholders], improving [Quality/Speed]."
Results do not have to be numbers. A verifiable impact statement is sufficient ("reduced manual steps", "standardized reporting", "improved handover time"). Do not fabricate metrics. A bullet without a metric is always better than a bullet with an invented number.
Formatting
ATS-Safe Formatting for the Master CV
Single-column layout. Standard section headings. Consistent date format (Month Year to Month Year). System fonts: Arial for body text, Georgia for headers. Standard bullet points only. No tables for critical content like job titles, dates, or skills. No text boxes, icons, or multi-column layouts.
The Master CV should be clean and functional, not designed. ATS parsing reliability is the goal, not visual impression.
Workflow
Building It in 45 to 90 Minutes: The Workflow
Step 1: Create a blank document with fixed headings (Header, Summary, Skills, Work History, Education, Certifications, Languages). Step 2: Start with your most recent role. Write everything: raw, uncurated. Projects, responsibilities, tech stack, stakeholders, outcomes. Step 3: Convert each role into 6 to 12 bullet points using the Verb + Object + Context + Result format.
Step 4: Extract skills: anything appearing multiple times in work history goes into the Technical Skills section. Step 5: Add Education, Certifications, Languages. Step 6: Consistency pass: standardize job titles, company names, date format, tool names. 45 to 90 minutes is realistic if you use existing sources: LinkedIn, old CVs, project lists, certificate documents.
Maintenance
Maintaining Your Master CV Over Time
Update after every project completion. Add 2 to 3 bullet points while the details are fresh. Monthly review: add new certifications or skills. Maintain simple version control: date in the filename (e.g., MasterCV_Wasim_Feb2026.docx).
When you've been applying heavily, keep a brief note of which job titles you've targeted and which sections of work history you've emphasized. This prevents inconsistency across applications to the same company over time.
FAQ
Frequently Asked Questions
What is a Master CV and why do I need one?
A Master CV is your complete professional record (every role, skill, achievement, and qualification) in a single ATS-compatible document. You maintain it once and use it as the source for all tailored applications. In Karko AI, uploading your Master CV means the AI has access to your full professional history and can select and emphasize the right elements for each specific job description.
How long should a Master CV be?
As long as it needs to be to capture your full professional history. A Master CV is intentionally comprehensive: 3 to 5 pages is common for experienced professionals. Length is not a concern because it's never sent directly to employers; tailored CVs derived from it are typically 1 to 2 pages.
How do I structure the work history section?
Per role: employer name, location, dates (Month Year to Month Year), job title, and 4 to 10 bullet points using the Verb + Object + Context + Result formula. Aim for a mix of responsibility bullets and outcome bullets. Keep two variants per role if possible, one emphasizing day-to-day ownership and one emphasizing results and scope, to make later tailoring easier.
What formatting makes a Master CV ATS-compatible?
Single-column layout, standard section headings, system fonts (Arial body, Georgia headers), consistent date format, and standard bullet points. No tables for critical data, no text boxes, no multi-column layouts. The goal is reliable parsing by systems like Workday, Greenhouse, Lever, SAP SuccessFactors, iCIMS, and Taleo.
How often should I update my Master CV?
After every significant project completion, and during any major skills or certification change. Monthly light review catches anything missed. The Master CV is a living document. Treating it as a one-time artifact is the most common reason it stops being useful.
Upload Your Master CV to Karko AI
Build your Master CV once, then generate tailored applications for every role in under 90 seconds.
Upload Your Master CV to Karko AI