decision-frameworks
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 à Value if Successful)
- (Probability of Failure à 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
ð² 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.”