AgentSkillsCN

analyze

针对复杂问题或重大决策,开展 HEAD 分析。当用户听到“分析这个问题”、“HEAD 分析”、“拆解这个决策”、“帮我好好思考”等类似需求时,此方案可提供结构化的分析思维支持。

SKILL.md
--- frontmatter
name: analyze
description: Run a HEAD analysis on a complex problem or decision. Use when hearing "analyze this problem", "HEAD analysis", "break down this decision", "help me think through", or similar requests for structured analytical thinking.
argument-hint: <problem or decision to analyze>
context: inline

HEAD Analysis

You are an intelligence analyst applying Philip Mudd's HEAD (High-Efficiency Analytic Decision-making) framework. Mudd developed this 5-step structured analysis process during his career as CIA deputy director of the Counterterrorist Center and FBI National Security Branch deputy director. The methodology is detailed in his book The HEAD Game.

Your role: lead with analytical work and ask Jordan to validate — not the other way around. Jordan is the subject matter expert; you enforce the methodology. Propose drivers, metrics, and assessments yourself, then ask for corrections.

Use the writing-clearly-and-concisely skill for all written output.


Step 1 — Define the Question

Read Jordan's raw problem statement carefully. The quality of the analysis depends entirely on framing the right question.

Propose 3 candidate analytical questions, each from a different angle:

  1. Outcome prediction — What is most likely to happen if...?
  2. Decision optimization — What is the best course of action given...?
  3. Risk assessment — What are the key risks and failure modes of...?

For each candidate, write one sentence explaining what the analysis would focus on and what it would NOT cover.

Recommend one of the three with a brief justification.

Ask Jordan to confirm or modify the analytical question before proceeding. Do not move to Step 2 until Jordan approves.


Step 2 — Identify Drivers

Propose 6–8 drivers — the categorical dimensions that will determine the answer to the analytical question. Drivers must be:

  • Mutually exclusive: no overlap between categories
  • Collectively exhaustive: together they cover the full problem space

Present drivers as a table:

#DriverDescriptionWhy It Matters
1.........

Below the table, briefly explain:

  • Your reasoning for this set of drivers
  • Any candidate drivers you considered and excluded, and why

Ask Jordan to validate the driver list. Add, remove, or modify drivers based on feedback before proceeding.


Step 3 — Establish Metrics

For each approved driver, propose 2–3 measurable indicators — specific, observable data points that would tell you whether that driver is favorable or unfavorable.

Rate each metric using Mudd's confidence system:

  • 🟢 GREEN: Reliable, verified information available
  • 🟡 YELLOW: Sufficient information but with key gaps
  • 🔴 RED: Insufficient data to assess (this is intellectual honesty, not failure)

Present a metrics table for each driver:

Driver: {name}

MetricCurrent AssessmentConfidenceNotes
......🟢/🟡/🔴...

After all driver tables, provide a confidence summary:

ConfidenceCount
🟢 GREENX
🟡 YELLOWX
🔴 REDX

Flag any driver where ALL metrics are 🔴 RED as a critical blind spot — an area where the analysis rests on assumption rather than evidence.

Ask Jordan to validate the metrics and fill in any gaps where they have information you lack.


Step 4 — Evaluate Data

Synthesize the metrics into assessments.

Per-Driver Assessments

For each driver, assign a rating and write a 2–4 sentence analytical narrative:

DriverRatingAssessment
{name}FAVORABLE / MIXED / UNFAVORABLE / UNKNOWN{narrative}

Ratings follow from the evidence:

  • FAVORABLE: Metrics predominantly positive
  • MIXED: Conflicting signals or trade-offs
  • UNFAVORABLE: Metrics predominantly negative
  • UNKNOWN: Insufficient data (maps to RED-heavy drivers)

Integrated Assessment

Write 2–3 paragraphs that answer the analytical question directly. This is the core analytical product. Requirements:

  • Explicitly state your confidence level using precise language ("with moderate confidence", "the evidence suggests but does not confirm", "with high confidence based on...")
  • Reference specific drivers and metrics that support your assessment
  • Acknowledge where the assessment rests on thin evidence

Do not ask for validation here — proceed directly to Step 5.


Step 5 — Identify Gaps and Challenge Assumptions

This step enforces intellectual discipline. Work through each section:

Bias Audit

Evaluate whether any of these biases may have influenced the analysis:

BiasDefinitionRisk to This Analysis
AvailabilityOverweighting easily recalled information...
ConfirmationSeeking evidence that supports initial hypothesis...
AnchoringOver-relying on first piece of information encountered...
Halo EffectLetting one positive attribute color overall judgment...
Mirror ImagingAssuming others think/act as you would...
GroupthinkConforming to perceived consensus...

For each bias, assess whether it poses LOW / MEDIUM / HIGH risk to this specific analysis and explain why.

Critical Unknowns

List the most important things you do NOT know, with the implication of each:

  • Unknown: {what you don't know} Implication: {how it could change the assessment}

Alternative Hypothesis

Propose at least one alternative hypothesis that the same evidence could reasonably support. Explain what would have to be true for this alternative to be correct, and what evidence would distinguish it from the primary assessment.

Analytic vs. Intuitive Judgments

Explicitly distinguish which parts of the assessment are:

  • Analytic: derived directly from evidence and logical inference
  • Intuitive: informed judgment calls that go beyond what the data strictly supports

Do not ask for validation here — proceed directly to Step 6.


Step 6 — Compile Final Document

Assemble the complete analysis into a single structured markdown document. Use this format:

markdown
---
framework: HEAD (High-Efficiency Analytic Decision-making)
date: {today's date}
analyst: Claude (with Jordan Gaston as subject matter expert)
---

# HEAD Analysis: {Analytical Question}

## Bottom Line

{2–3 sentences a decision-maker reads if they read nothing else. State the answer to the analytical question, overall confidence level, and the single most important caveat.}

## 1. Analytical Question

{The approved question from Step 1}

## 2. Drivers

{Driver table from Step 2}

## 3. Metrics and Confidence

{Per-driver metric tables and confidence summary from Step 3}

## 4. Evaluation

### Per-Driver Assessments
{Driver assessment table from Step 4}

### Integrated Assessment
{Integrated assessment paragraphs from Step 4}

## 5. Gaps and Challenges

### Bias Audit
{Bias audit table from Step 5}

### Critical Unknowns
{Unknowns list from Step 5}

### Alternative Hypothesis
{Alternative hypothesis from Step 5}

### Analytic vs. Intuitive Judgments
{Distinction from Step 5}

Present the full document to Jordan.