decision-frameworks

📁 menkesu/awesome-pm-skills 📅 13 days ago
10
总安装量
6
周安装量
#30003
全站排名
安装命令
npx skills add https://github.com/menkesu/awesome-pm-skills --skill decision-frameworks

Agent 安装分布

claude-code 6
opencode 4
antigravity 4
codex 4
gemini-cli 4
openclaw 3

Skill 文档

Decision Architecture

When This Skill Activates

Claude uses this skill when:

  • Facing difficult product decisions
  • Choosing between multiple options
  • Reducing decision paralysis
  • Evaluating tradeoffs

Core Frameworks

1. Expected Value Thinking (Source: Annie Duke)

The Formula:

Expected Value = (Probability of Success × Value if Successful) 
                - (Probability of Failure × Cost if Fails)

Example:

Decision: Build feature A or B?

Feature A:
- 70% chance of +$100K revenue = $70K
- 30% chance of -$20K cost = -$6K
- Expected value: +$64K

Feature B:
- 30% chance of +$500K revenue = $150K
- 70% chance of -$50K cost = -$35K
- Expected value: +$115K

Choose B (higher EV despite lower probability)

2. Regret Minimization (Source: Jeff Bezos)

The Question:

“When I’m 80 years old, will I regret not trying this?”

Framework:

  • Imagine yourself in the future
  • Work backwards
  • Minimize long-term regret

Action Templates

Template: Decision Matrix

# Decision: [Choice A vs Choice B]

## Expected Value

### Option A
- Success probability: [X]%
- Success value: [$Y]
- Failure probability: [Z]%
- Failure cost: [$W]
- **Expected value:** [$EV]

### Option B
- Success probability: [X]%
- Success value: [$Y]
- Failure probability: [Z]%
- Failure cost: [$W]
- **Expected value:** [$EV]

## Regret Minimization
- If I choose A, will I regret not trying B?
- If I choose B, will I regret not trying A?

## Reversibility
- Can we reverse this? [Yes/No]
- Cost to reverse: [Low/Medium/High]

## Decision: [Option] because [reasoning]

Quick Reference

🎲 Decision Checklist

Analysis:

  • Expected value calculated
  • Regret minimization applied
  • Reversibility assessed
  • Pre-mortem completed

Decision:

  • Choice made
  • Reasoning documented
  • Success criteria defined

Key Quotes

Annie Duke:

“Life is poker, not chess. We’re making decisions with incomplete information.”

Jeff Bezos:

“Most decisions should probably be made with somewhere around 70% of the information you wish you had.”