a-b-test-design
FreeDesign rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Track different resume versions, maintain master resume, manage tailored versions
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Run score Not tested
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Use this skill when the user:
Common Pain Points:
The Solution: A systematic approach with:
A comprehensive document containing:
Purpose: Source of truth to pull from when tailoring
# MASTER RESUME - [YOUR NAME]
Last Updated: [Date]
## CONTACT INFORMATION
[Full contact details]
## PROFESSIONAL SUMMARY VERSIONS
[Summary for Role Type A]
[Summary for Role Type B]
[Summary for Role Type C]
## ALL SKILLS
### Technical Skills
[Complete list by category]
### Soft Skills
[Complete list]
### Industry Knowledge
[All domains]
## PROFESSIONAL EXPERIENCE
### Company Name | Title | Dates
**All Bullets (choose best for each application):**
• Bullet 1 (leadership focused)
• Bullet 2 (technical focused)
• Bullet 3 (results focused)
• Bullet 4 (collaboration focused)
• Bullet 5 (additional achievement)
• Bullet 6 (additional achievement)
**Keywords this experience covers:**
[List of keywords this job demonstrates]
### Previous Company | Title | Dates
[Same format...]
## EDUCATION
[Complete education history]
## CERTIFICATIONS
[All certifications ever earned]
## PROJECTS
[All notable projects]
## VOLUNTEER / ADDITIONAL
[All other relevant experience]
Resume/
├── Master/
│ └── LastName_Master_Resume.docx
├── Tailored/
│ ├── ProductManagement/
│ │ ├── LastName_PM_Google_Jan2024.pdf
│ │ └── LastName_PM_Meta_Jan2024.pdf
│ ├── Engineering/
│ │ ├── LastName_SWE_Startup_Feb2024.pdf
│ │ └── LastName_SWE_Enterprise_Feb2024.pdf
│ └── General/
│ └── LastName_General_Resume.pdf
├── CoverLetters/
│ ├── Google_PM_CoverLetter.docx
│ └── Meta_PM_CoverLetter.docx
└── Applications/
└── ApplicationTracker.xlsx
Pattern:
[LastName]_[Role/Type]_[Company]_[Date].pdf
Examples:
Smith_ProductManager_Google_Jan2024.pdfSmith_SWE_Stripe_Feb2024.pdfSmith_DataScience_General_2024.pdfSmith_Master_Resume_v3.docxProduct Management:
Software Engineering:
Data Science:
Tech/Startup:
Enterprise/Corporate:
Finance:
Individual Contributor:
Manager:
Executive:
| Company | Role | Version Used | Date Applied | Status | Notes |
|---------|------|--------------|--------------|--------|-------|
| Google | PM | PM_Google_Jan | 1/15/24 | Interview | 2nd round 2/1 |
| Meta | PM | PM_Meta_Jan | 1/18/24 | Applied | Referral from John |
| Startup | PM | PM_General | 1/20/24 | Rejected | Too senior |
Immediately Update For:
Quarterly Review:
1. Start with Master Resume
↓
2. Copy to new file (don't edit master)
↓
3. Analyze job description
↓
4. Select relevant bullets from master
↓
5. Choose appropriate summary version
↓
6. Reorder skills for relevance
↓
7. Add job-specific keywords
↓
8. Trim to appropriate length
↓
9. Save with proper naming convention
↓
10. Update application tracker
Strategy:
Strategy:
Strategy:
Strategy:
When managing resume versions:
# RESUME VERSION MANAGEMENT
## Master Resume Status
**Last Updated:** [Date]
**Location:** [File path]
**Total Experience Entries:** [X]
**Total Bullet Points Available:** [X]
## Active Versions
### Role Type: Product Management
**Base Version:** PM_General_2024.docx
**Tailored Versions:**
| Company | File Name | Date Created | Status |
|---------|-----------|--------------|--------|
| Google | PM_Google_Jan24 | 1/15/24 | Submitted |
| Meta | PM_Meta_Jan24 | 1/18/24 | Submitted |
### Role Type: Engineering
[Same structure]
## Update Queue
- [ ] Add Q4 project results to master
- [ ] Update skills with new certification
- [ ] Archive versions older than 6 months
## Recommended Actions
1. [Action 1]
2. [Action 2]
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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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