portfolio-pattern

name	portfolio-pattern
description	Use when someone wants to understand the writing patterns in their portfolio — not what it says but how it reads: passive voice ratio, subject audit, number density, and decision visibility. Triggers on: "패턴 분석해줘", "오너십이 잘 드러나나", "피동형 많이 썼나", "주어
scenarios	["Analyze the writing patterns in my portfolio — do I show ownership clearly?","How much passive voice am I using and how does it affect my portfolio?","Do my impact claims have numbers or are they all vague?","내 포트폴리오 주어 비율 분석해줘","오너십이 잘 드러나는지 패턴 분석 해줘"]
compatibility	{"recommended":["think-tool","mcp-reasoner"],"optional":["sequential-thinking"],"remote_mcp_note":"think-tool은 각 차원 분석 전 필수 체크포인트로 사용됩니다 — 애매한 경우에만 쓰는 것이 아니라 모든 차원에서 사전 호출합니다. mcp-reasoner는 소유권 분류(개인 오너십 / 팀 크레딧 / 소유권 회피)가 경합할 때 판단에 사용됩니다. Claude 설정 → MCP Servers에서 remote SSE 엔드포인트를 추가하세요."}

Portfolio Writing Pattern Analyzer

When to Use / When Not to Use

Use when:

• Wanting to understand how your writing reads to an interviewer before making changes
• Diagnosing patterns: passive voice, vague participation language, number-free impact claims, missing decision visibility
• You've received feedback that your portfolio lacks "ownership" but don't know where

Not for:

• Rewriting specific weak sections (use portfolio-rewrite)
• Overall portfolio quality scoring (use portfolio-feedback)
• JD-specific keyword matching (use portfolio-jd)

Process

1. Map the dimensions — identify which patterns to analyze: subject ratio, agency language, number density, failure narrative, decision visibility, verb energy
2. Detect patterns — tally each dimension; flag ambiguous cases with think-tool
3. Calculate ratios — subject frequency (저는/제가 vs. 팀이 vs. passive); number-free impact claim rate
4. Identify top 3 patterns — which most hurt (or help) this portfolio's impression; quote specific examples
5. Produce per-pattern fixes — concrete, specific rewrites: not "use active voice" but exactly which sentence to change and how

Standalone Inputs

Provide: your portfolio text (paste or upload). Korean-language portfolios are fully supported.

What Claude Does / What You Do

Claude	You
Audits 6 dimensions: subject ratio, agency language, number density, failure narrative, decision visibility, verb energy	Provides the portfolio text
Calculates approximate ratios (subject frequency, number-free impact claims)	Validates findings against your actual intent
Identifies top 3 patterns hurting (or helping) the portfolio	Decides which patterns to address in a rewrite
Gives one concrete fix per flagged pattern	Executes the rewrites (or uses portfolio-rewrite)

Related Skills

• ../portfolio-rewrite/SKILL.md — act on the patterns identified here
• ../portfolio-feedback/SKILL.md — overall assessment alongside pattern analysis
• ../portfolio-jd/SKILL.md — after improving patterns, check fit against a specific JD

---

Stage 1 — Map the Patterns (Sequential Thinking)

Call sequentialthinking to plan the analysis before reading the text closely.

Think through:

• What dimensions of writing signal ownership and seniority?
• What counts as "passive voice" in Korean technical writing specifically? (되었습니다, 구현했습니다 with team subject, etc.)
• How will you tally patterns systematically vs. anecdotally?
• What is the most useful way to present findings — list, table, annotated excerpt, or summary?

---

Stage 2 — Pattern Detection (Think Tool — Required per Dimension)

Call think before analyzing each of the 6 dimensions — not only when something is ambiguous. The proactive question for every dimension:

think: "What would this dimension look like if the candidate had strong ownership?
What does this portfolio actually show?
Am I seeing a real pattern or a single salient example?"

Additionally, call mcp-reasoner (beam_search, beamWidth=3) when a passage has competing ownership signals:

• Beam A: 개인 오너십 — the candidate is clearly the decision-maker and actor
• Beam B: 팀 크레딧 — appropriate acknowledgment of collaborative work
• Beam C: 소유권 회피 — collective language used to obscure weak personal contribution

This judgment matters most for Subject Audit and Agency Language dimensions, where a single sentence can read differently depending on context.

🧠 Pattern note: Record non-obvious judgments inline — especially when mcp-reasoner changed the classification.

---

Dimensions to Analyze

1. Subject Audit

Track who is doing things in each sentence:

• "저는 / 제가" — direct individual ownership (positive)
• "저희 팀이 / 팀에서" — team credit (neutral; fine in moderation)
• No subject / passive — "구현되었습니다", "도입되었습니다" (flag)

Calculate an approximate ratio. A senior portfolio where fewer than 40% of action sentences have "저는/제가" as subject is a signal worth calling out.

2. Agency Language

Flag sentences where the candidate is acted upon rather than acting:

• Passive constructions: ~되었습니다, ~되었고, ~되어
• Vague participation: "관여했습니다", "참여했습니다", "기여했습니다" (without saying what)
• Directed work: "맡았습니다" without explaining why they were chosen or what decisions they made

3. Number Density

Count how many impact claims have a concrete number attached:

• With number: "응답시간 40% 감소", "MAU 12만 → 80만"
• Without: "성능 개선", "대용량 트래픽 처리", "안정적인 서비스 운영"

Report the ratio. For a 5+ year portfolio, a number-free impact claim rate above 60% is a problem.

4. Failure Narrative Presence

Senior engineers have war stories. Scan for:

• Incident descriptions and what was done
• Decisions that turned out to be wrong and how they recovered
• Technical debt acknowledged and addressed
• Trade-offs explicitly stated

Complete absence of failure or difficulty in a multi-year portfolio is itself a signal — either the candidate is not introspective, or they're being evasive.

5. Decision Visibility

Can you see the candidate making choices? Look for:

• "A 대신 B를 선택한 이유는..."
• "당시 옵션은 X, Y, Z였고 우리는 Y를 선택했는데..."
• "돌아보면 이 결정이 좋지 않았던 이유는..."

If every tech choice is presented as obvious or pre-decided, that's a pattern worth flagging.

6. Verb Tense and Energy

Korean technical writing often defaults to a flat, report-like register. Note if:

• The portfolio reads like a status report vs. a story
• Action verbs are specific ("설계했다", "디버깅했다", "제안했다") or generic ("했습니다", "진행했습니다")

---

Output Structure

Write the analysis in Korean. Use this structure:

---

[패턴 분석 요약] A 3–5 sentence overview of what the portfolio's writing pattern signals to an interviewer. Start with the most important finding.

---

[항목별 분석]

For each dimension:

• 주어 비율: [ratio, short interpretation]
• 수동/피동 표현: [count or estimate, examples]
• 숫자 밀도: [ratio — how many claims have numbers]
• 실패/어려움 서술: [present / minimal / absent — examples]
• 의사결정 가시성: [how many decisions are visible vs. implied]
• 동사 에너지: [flat / moderate / active — examples]

Insert 🧠 Pattern note where a finding required non-obvious judgment.

---

[가장 자주 나타나는 패턴 Top 3] The three patterns that most hurt (or help) this portfolio's impression. Concrete, with a quoted example from the text.

---

[패턴별 개선 제안] For each flagged pattern: one concrete fix. Not "use more active voice" — but "이 문장의 주어를 '저희 팀이'에서 '제가'로 바꾸고, 본인이 실제로 한 결정을 명시하세요."

---

[시그널 요약] What does this writing pattern say about the candidate to an interviewer — even before they read the content?