home / skills / composiohq / awesome-codex-skills / tailored-resume-generator

tailored-resume-generator skill

/tailored-resume-generator

This skill analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances.

npx playbooks add skill composiohq/awesome-codex-skills --skill tailored-resume-generator

Review the files below or copy the command above to add this skill to your agents.

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SKILL.md
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---
name: tailored-resume-generator
description: Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances
---

# Tailored Resume Generator

## When to Use This Skill

- Applying for a specific job position
- Customizing your resume for different industries or roles
- Highlighting relevant experience for career transitions
- Optimizing your resume for ATS (Applicant Tracking Systems)
- Creating multiple resume versions for different job applications
- Emphasizing specific skills mentioned in job postings

## What This Skill Does

1. **Analyzes Job Descriptions**: Extracts key requirements, skills, qualifications, and keywords from job postings
2. **Identifies Priorities**: Determines what employers value most based on the job description language and structure
3. **Tailors Content**: Reorganizes and emphasizes relevant experience, skills, and achievements
4. **Optimizes Keywords**: Incorporates ATS-friendly keywords naturally throughout the resume
5. **Formats Professionally**: Creates clean, professional resume layouts suitable for various formats
6. **Provides Recommendations**: Suggests improvements and highlights gaps to address

## How to Use

### Basic Usage
Provide a job description and your background information:

```
I'm applying for this job:

[paste job description]

Here's my background:
- 5 years as software engineer at TechCorp
- Led team of 3 developers on mobile app project
- Expert in Python, JavaScript, React
- Computer Science degree from State University
```

### With Existing Resume
Upload or paste your current resume along with the job description:

```
Please tailor my resume for this position:

Job Description:
[paste job description]

My Current Resume:
[paste resume content]
```

### Career Transition
When changing industries or roles:

```
I'm transitioning from marketing to product management.
Here's the job I'm applying for:

[paste job description]

My transferable experience:
- 7 years in digital marketing
- Led cross-functional teams
- Managed product launches
- Data analysis and A/B testing
```

## Example

**User Request:**
```
I need a tailored resume for this job:

Senior Data Analyst Position

Requirements:
- 5+ years experience in data analysis
- Expert in SQL, Python, and data visualization tools
- Experience with A/B testing and statistical analysis
- Strong communication skills to present findings
- Healthcare industry experience preferred

My background:
- Data Analyst at RetailCo (2019-2024)
- Created dashboards using Tableau and Power BI
- Built Python scripts for data automation
- Worked with marketing team on campaign analysis
- Business Analytics degree
- Also did 1 year internship at HealthPlus clinic
```

**Generated Output:**

```markdown
# JOHN DOE
Email: [email protected] | Phone: (555) 123-4567 | LinkedIn: linkedin.com/in/johndoe

## PROFESSIONAL SUMMARY
Results-driven Data Analyst with 5+ years of experience leveraging SQL, Python, and advanced
visualization tools to deliver actionable insights. Proven track record in statistical analysis,
A/B testing, and cross-functional collaboration. Healthcare industry experience with strong
ability to communicate complex data findings to stakeholders.

## TECHNICAL SKILLS
- **Data Analysis & Programming**: SQL, Python, Statistical Analysis, A/B Testing
- **Visualization Tools**: Tableau, Power BI, Advanced Dashboard Development
- **Data Management**: Data Automation, ETL Processes, Database Optimization
- **Business Intelligence**: Campaign Analytics, Performance Metrics, KPI Tracking

## PROFESSIONAL EXPERIENCE

**Data Analyst** | RetailCo | 2019 - 2024
- Designed and implemented 50+ SQL queries and Python automation scripts, reducing manual
  data processing time by 60%
- Conducted rigorous A/B testing and statistical analysis for marketing campaigns,
  improving campaign ROI by 35%
- Built interactive Tableau and Power BI dashboards for executive team, enabling
  data-driven decision making
- Presented analytical findings to cross-functional stakeholders including marketing,
  operations, and executive leadership
- Collaborated with marketing team to analyze customer behavior patterns and optimize
  targeting strategies

**Data Analysis Intern** | HealthPlus Clinic | 2018 - 2019
- Supported healthcare analytics initiatives by analyzing patient data and operational metrics
- Gained exposure to healthcare industry data management and HIPAA compliance requirements
- Assisted in creating reports for clinical staff to improve patient care workflows

## EDUCATION

**Bachelor of Science in Business Analytics**
State University | Graduated 2018

## KEY ACHIEVEMENTS
- Reduced data processing time by 60% through Python automation
- Improved marketing campaign ROI by 35% through A/B testing and optimization
- Created data visualization system now used across entire organization
```

**Additional Recommendations:**
- Consider adding any specific healthcare projects or certifications
- Quantify more achievements with metrics when possible
- If you have experience with R or advanced statistical methods, add them
- Consider mentioning any familiarity with healthcare regulations (HIPAA, etc.)

---

## Instructions

When a user requests resume tailoring:

### 1. Gather Information

**Job Description Analysis**:
- Request the full job description if not provided
- Ask for the company name and job title

**Candidate Background**:
- If user provides existing resume, use it as the foundation
- If not, request:
  - Work history (job titles, companies, dates, responsibilities)
  - Education background
  - Key skills and technical proficiencies
  - Notable achievements and metrics
  - Certifications or awards
  - Any other relevant information

### 2. Analyze Job Requirements

Extract and prioritize:
- **Must-have qualifications**: Years of experience, required skills, education
- **Key skills**: Technical tools, methodologies, competencies
- **Soft skills**: Communication, leadership, teamwork
- **Industry knowledge**: Domain-specific experience
- **Keywords**: Repeated terms, phrases, and buzzwords for ATS optimization
- **Company values**: Cultural fit indicators from job description

Create a mental map of:
- Priority 1: Critical requirements (deal-breakers)
- Priority 2: Important qualifications (strongly desired)
- Priority 3: Nice-to-have skills (bonus points)

### 3. Map Candidate Experience to Requirements

For each job requirement:
- Identify matching experience from candidate's background
- Find transferable skills if no direct match
- Note gaps that need to be addressed or de-emphasized
- Identify unique strengths to highlight

### 4. Structure the Tailored Resume

**Professional Summary** (3-4 lines):
- Lead with years of experience in the target role/field
- Include top 3-4 required skills from job description
- Mention industry experience if relevant
- Highlight unique value proposition

**Technical/Core Skills Section**:
- Group skills by category matching job requirements
- List required tools and technologies first
- Use exact terminology from job description
- Only include skills you can substantiate with experience

**Professional Experience**:
- For each role, emphasize responsibilities and achievements aligned with job requirements
- Use action verbs: Led, Developed, Implemented, Optimized, Managed, Created, Analyzed
- **Quantify achievements**: Include numbers, percentages, timeframes, scale
- Reorder bullet points to prioritize most relevant experience
- Use keywords naturally from job description
- Format: **[Action Verb] + [What] + [How/Why] + [Result/Impact]**

**Education**:
- List degrees, certifications relevant to position
- Include relevant coursework if early career
- Add certifications that match job requirements

**Optional Sections** (if applicable):
- Certifications & Licenses
- Publications or Speaking Engagements
- Awards & Recognition
- Volunteer Work (if relevant to role)
- Projects (especially for technical roles)

### 5. Optimize for ATS (Applicant Tracking Systems)

- Use standard section headings (Professional Experience, Education, Skills)
- Incorporate exact keywords from job description naturally
- Avoid tables, graphics, headers/footers, or complex formatting
- Use standard fonts and bullet points
- Include both acronyms and full terms (e.g., "SQL (Structured Query Language)")
- Match job title terminology where truthful

### 6. Format and Present

**Format Options**:
- **Markdown**: Clean, readable, easy to copy
- **Plain Text**: ATS-optimized, safe for all systems
- **Tips for Word/PDF**: Provide formatting guidance

**Resume Structure Guidelines**:
- Keep to 1 page for <10 years experience, 2 pages for 10+ years
- Use consistent formatting and spacing
- Ensure contact information is prominent
- Use reverse chronological order (most recent first)
- Maintain clean, scannable layout with white space

### 7. Provide Strategic Recommendations

After presenting the tailored resume, offer:

**Strengths Analysis**:
- What makes this candidate competitive
- Unique qualifications to emphasize in cover letter or interview

**Gap Analysis**:
- Requirements not fully met
- Suggestions for addressing gaps (courses, projects, reframing experience)

**Interview Preparation Tips**:
- Key talking points aligned with resume
- Stories to prepare based on job requirements
- Questions to ask that demonstrate fit

**Cover Letter Hooks**:
- Suggest 2-3 opening lines for cover letter
- Key achievements to expand upon

### 8. Iterate and Refine

Ask if user wants to:
- Adjust emphasis or tone
- Add or remove sections
- Generate alternative versions for different roles
- Create format variations (traditional vs. modern)
- Develop role-specific versions (if applying to multiple similar positions)

### 9. Best Practices to Follow

**Do**:
- Be truthful and accurate - never fabricate experience
- Use industry-standard terminology
- Quantify achievements with specific metrics
- Tailor each resume to specific job
- Proofread for grammar and consistency
- Keep language concise and impactful

**Don't**:
- Include personal information (age, marital status, photo unless requested)
- Use first-person pronouns (I, me, my)
- Include references ("available upon request" is outdated)
- List every job if career is 20+ years (focus on relevant, recent experience)
- Use generic templates without customization
- Exceed 2 pages unless very senior role

### 10. Special Considerations

**Career Changers**:
- Use functional or hybrid resume format
- Emphasize transferable skills
- Create compelling narrative in summary
- Focus on relevant projects and coursework

**Recent Graduates**:
- Lead with education
- Include relevant coursework, projects, internships
- Emphasize leadership in student organizations
- Include GPA if 3.5+

**Senior Executives**:
- Lead with executive summary
- Focus on leadership and strategic impact
- Include board memberships, speaking engagements
- Emphasize revenue growth, team building, vision

**Technical Roles**:
- Include technical skills section prominently
- List programming languages, frameworks, tools
- Include GitHub, portfolio, or project links
- Mention methodologies (Agile, Scrum, etc.)

**Creative Roles**:
- Include link to portfolio
- Highlight creative achievements and campaigns
- Mention tools and software proficiencies
- Consider more creative formatting (while maintaining ATS compatibility)

---

## Tips for Best Results

- **Be specific**: Provide complete job descriptions and detailed background information
- **Share metrics**: Include numbers, percentages, and quantifiable achievements when describing your experience
- **Indicate format preference**: Let the skill know if you need ATS-optimized, creative, or traditional format
- **Mention constraints**: Share any specific requirements (page limits, sections to include/exclude)
- **Iterate**: Don't hesitate to ask for revisions or alternative approaches
- **Multiple applications**: Generate separate tailored versions for different roles

## Privacy Note

This skill processes your personal and professional information to generate tailored resumes. Always review the output before submitting to ensure accuracy and appropriateness. Remove or modify any information you prefer not to share with potential employers.

Overview

This skill analyzes job descriptions and generates tailored resumes that highlight the candidate's most relevant experience, skills, and achievements to increase interview chances. It produces ATS-friendly, professionally formatted resumes and provides strategic recommendations to close gaps and improve message alignment. The output can be formatted for plain text, Markdown, or Word/PDF guidance.

How this skill works

The skill extracts key requirements, skills, and keywords from the job description and ranks priorities (must-haves, important, nice-to-have). It maps the candidate's work history, education, skills, and achievements to those priorities, reorganizing and rephrasing content to emphasize fit. It adds ATS-optimized keywords, quantifies results where possible, and suggests formatting and interview hooks to strengthen the application.

When to use it

  • Applying to a specific job posting and needing a targeted resume
  • Customizing resumes for different industries or roles
  • Optimizing content for Applicant Tracking Systems (ATS)
  • Creating multiple versions of a resume for several job applications
  • Transitioning careers and emphasizing transferable skills
  • Updating an existing resume to better match a job description

Best practices

  • Provide the full job description and the exact job title/company when possible
  • Share a current resume or detailed work history, metrics, and notable achievements
  • Use exact terminology from the job posting for ATS optimization, but remain truthful
  • Quantify achievements with numbers, percentages, and timeframes when available
  • Choose format preference (ATS-optimized, traditional, or creative) and page-length constraints up front
  • Iterate: request revisions to adjust emphasis, tone, or section order

Example use cases

  • Tailor a software engineer resume to a backend engineering job requiring Python and distributed systems
  • Convert a marketing resume into a product management resume emphasizing cross-functional leadership
  • Optimize an entry-level candidate's resume with coursework, projects, and internships for analytics roles
  • Generate a concise, ATS-friendly one-page resume for applications with page limits
  • Produce a senior executive resume emphasizing strategic impact, revenue growth, and leadership

FAQ

What input do you need to tailor my resume?

Provide the full job description, your current resume or detailed work history, key skills, education, and any measurable achievements.

Can this resume be optimized for ATS?

Yes. The resume uses standard headings, incorporates exact keywords, avoids complex formatting, and includes acronyms and full terms for better ATS parsing.