a-b-test-design
FreeDesign rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Ensure ATS-friendly formatting and create clean scannable layouts
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Run score Not tested
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Use this skill when the user:
Your resume must work for:
The Solution: Clean, simple formatting that satisfies both.
Safe, ATS-Friendly Fonts:
Font Sizes:
1. Contact Information
2. Professional Summary (optional)
3. Skills/Technical Skills
4. Professional Experience
5. Education
6. Certifications (if relevant)
7. Additional (volunteer, languages, etc.)
ATS-Recognized Headers:
Format Options:
PROFESSIONAL EXPERIENCE
━━━━━━━━━━━━━━━━━━━━━━
or
Professional Experience
_______________________
or
PROFESSIONAL EXPERIENCE
JOHN SMITH
john.smith@email.com | (555) 123-4567 | linkedin.com/in/johnsmith
San Francisco, CA
JOHN SMITH
San Francisco, CA
john.smith@email.com | (555) 123-4567
LinkedIn: linkedin.com/in/johnsmith | GitHub: github.com/johnsmith
COMPANY NAME | City, ST
Job Title | Month Year - Month Year
• Achievement bullet with metrics and results
• Achievement bullet with metrics and results
• Achievement bullet with metrics and results
Job Title
COMPANY NAME, City, ST Month Year - Month Year
• Achievement bullet with metrics and results
• Achievement bullet with metrics and results
SKILLS
Python, JavaScript, SQL, React, Node.js, AWS, Docker, Git, Agile, JIRA
TECHNICAL SKILLS
Languages: Python, JavaScript, TypeScript, SQL
Frameworks: React, Node.js, Django, Flask
Tools: AWS, Docker, Kubernetes, Git, Jenkins
SKILLS
Languages Frameworks Tools
Python React AWS
JavaScript Node.js Docker
SQL Django Git
Note: Multi-column layouts may cause ATS issues. Test before using.
EDUCATION
Bachelor of Science in Computer Science
University of California, Berkeley | 2018
GPA: 3.8/4.0 (include if 3.5+)
EDUCATION
MBA, Finance & Strategy | Stanford Graduate School of Business | 2020
• Graduated with Distinction
• Relevant Coursework: Corporate Finance, M&A Strategy
Problem: Dense paragraphs with no bullets Solution: Use bullet points, keep paragraphs short
Problem: Different fonts, sizes, or styles throughout Solution: Pick one format and stick to it
Problem: Fancy designs that break ATS Solution: Save creativity for portfolio, not resume
Problem: Cramming everything onto one page Solution: Edit ruthlessly, prioritize relevance
Problem: Half-page resume with massive margins Solution: Add detail, reduce margins (to 0.5")
FirstName_LastName_Resume.pdf
JohnSmith_Resume_ProductManager.pdf
Avoid:
When formatting a resume:
# RESUME FORMATTING REVIEW
## Current Issues
- [ ] [Issue 1]
- [ ] [Issue 2]
- [ ] [Issue 3]
## Recommended Changes
### Document Setup
- Margins: [Current] → [Recommended]
- Font: [Current] → [Recommended]
- Font sizes: [Current] → [Recommended]
### Section Order
**Current:** [Current order]
**Recommended:** [New order and why]
### Visual Improvements
- [Specific change 1]
- [Specific change 2]
### ATS Compatibility Fixes
- [Fix 1]
- [Fix 2]
## Before/After Preview
### Before:
[Description or example of current formatting]
### After:
[Description or example of improved formatting]
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Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
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Format CVs for academic positions with publications, grants, and teaching
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Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
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Create accessibility testing plans covering assistive technologies and WCAG criteria.
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When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
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