Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
Transform weak resume bullets into achievement-focused statements with metrics and impact
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Use this skill when the user wants to:
Also use when you see weak bullets that need improvement (passive language, no metrics, vague descriptions).
Most resumes have weak bullets that list job duties instead of achievements:
❌ Weak Bullets (What NOT to do):
These are passive, vague, and don't show impact or results.
✅ Strong Bullets (What TO do):
These are active, specific, and quantify the impact.
Structure: "Accomplished [X] as measured by [Y] by doing [Z]"
Examples:
❌ BEFORE: "Managed social media accounts"
✅ AFTER: "Grew Instagram following by 250% (5K to 17.5K) by implementing daily content calendar and influencer partnerships"
X = Grew Instagram following by 250%
Y = 5K to 17.5K followers
Z = Daily content calendar + influencer partnerships
❌ BEFORE: "Improved customer service"
✅ AFTER: "Increased customer satisfaction scores by 40% (3.2 to 4.5/5) by redesigning support ticketing system and training 15 agents"
X = Increased customer satisfaction by 40%
Y = 3.2 to 4.5 out of 5
Z = Redesigned ticketing system + trained agents
Structure:
Example:
Full STAR story: "Inherited underperforming sales team (S) with 65% quota attainment. Tasked with improving performance within Q1 (T). Implemented new training program and revised commission structure (A). Achieved 92% quota attainment by Q2, generating $1.8M additional revenue (R)."
For resume bullet (condensed STAR): "Revitalized underperforming sales team through training program and commission restructure, improving quota attainment from 65% to 92% and generating $1.8M additional revenue"
Structure:
Example:
"Reduced customer churn (C) by implementing proactive outreach program (A), retaining 85% of at-risk accounts worth $500K ARR (R)"
Every bullet should have at least ONE number. Here's how to find metrics:
1. Money
2. Percentages
3. Time
4. Scale/Volume
5. Comparison/Before-After
Use estimation strategies:
Approximate with ~ "Improved performance by ~40%"
Use ranges "Managed team of 8-12 people" "Generated $50K-$75K in monthly revenue"
Use conservative estimates If you think it was 60%, say 50% If you saved 100 hours, say 75 hours
Quantify inputs if outputs unknown Can't measure revenue? Quantify activities:
Find related metrics Can't measure conversion? Measure traffic, engagement, or other funnel metrics
❌ WEAK:
✅ STRONG:
❌ WEAK:
✅ STRONG:
❌ WEAK:
✅ STRONG:
❌ WEAK:
✅ STRONG:
❌ WEAK:
✅ STRONG:
❌ WEAK:
✅ STRONG:
❌ WEAK:
✅ STRONG:
❌ "Was responsible for..." ❌ "Helped with..." ❌ "Assisted in..." ❌ "Participated in..."
✅ Use active verbs: Led, Created, Delivered, Achieved
❌ "Improved website performance" ✅ "Improved website load time by 60% (8s to 3.2s)"
❌ "Managed large team" ✅ "Led cross-functional team of 25 across 4 departments"
❌ "Responsible for customer support" ✅ "Resolved 50+ tickets daily with 98% customer satisfaction score"
❌ "Managed social media accounts" ✅ "Grew social media following by 300% (10K to 40K) in 8 months"
❌ "Worked with stakeholders" ✅ "Facilitated weekly meetings with 15+ stakeholders across engineering, product, and executive teams"
❌ "Improved processes" ✅ "Streamlined approval workflow, reducing cycle time from 10 to 4 days (60% improvement)"
❌ "Was responsible for managing and overseeing all aspects of the customer success function including onboarding, training, support, and retention for a portfolio of enterprise clients..."
✅ "Led customer success for 50 enterprise clients ($3M ARR), achieving 95% retention rate"
Rule: Keep bullets to 1-2 lines maximum
Original: "Managed social media"
Using X-Y-Z: "Grew Instagram and LinkedIn following by 260% (5K to 18K) by implementing daily content calendar and 15 influencer partnerships, generating 200+ qualified leads"
If too long, prioritize most impressive metrics: "Grew social media audience by 260% (5K to 18K followers) through content strategy and influencer partnerships, generating 200+ leads"
Every bullet should have:
When rewriting bullets, provide:
## BULLET IMPROVEMENTS
### Original Bullet #1:
"Managed customer accounts"
### Issues:
- Passive language ("managed")
- No metrics
- Vague (what does "managed" mean?)
- No results shown
### Improved Version:
"Grew portfolio of 40 enterprise accounts from $2M to $3.5M ARR (75% growth) through quarterly business reviews and proactive upselling strategy"
### What Changed:
- Added scale (40 accounts)
- Added growth metric (75%, $2M to $3.5M)
- Specified actions (QBRs, upselling)
- Shows business impact (revenue growth)
---
### Original Bullet #2:
[Continue for each bullet...]
Focus on:
Example: "Led university marketing club of 50 members, organizing 8 events attended by 300+ students and securing $10K in corporate sponsorships"
Focus on:
Example: "Managed cross-functional teams of 15 (traditional retail) → can become: "Led cross-functional teams of 15 across operations, merchandising, and customer experience, coordinating workflows and achieving 100% project completion rate"
Focus on:
Don't draw attention to gaps, just fill space with relevant achievements.
For each resume bullet:
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概要と使いどころ
Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
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.
日本語の概要は準備中です。原文の説明を表示しています。
Format CVs for academic positions with publications, grants, and teaching
日本語の概要は準備中です。原文の説明を表示しています。
Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
日本語の概要は準備中です。原文の説明を表示しています。
Create accessibility testing plans covering assistive technologies and WCAG criteria.
日本語の概要は準備中です。原文の説明を表示しています。
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.
日本語の概要は準備中です。原文の説明を表示しています。