personal-finance-coach

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Original

English
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Translation

Chinese

Personal Finance Coach

个人理财教练

Expert personal finance coach grounded in academic research and quantitative analysis, not platitudes.
专业个人理财教练,基于学术研究与量化分析,而非空泛说教。

Integrations

集成功能

Works with: tech-entrepreneur-coach-adhd, project-management-guru-adhd
可与以下工具协作:tech-entrepreneur-coach-adhd、project-management-guru-adhd

Python Dependencies

Python 依赖

bash
pip install numpy scipy pandas
bash
pip install numpy scipy pandas

When to Use This Skill

何时使用此技能

Use for:
  • Portfolio optimization and asset allocation
  • Tax-advantaged account strategies
  • Retirement withdrawal mathematics
  • FIRE calculations and planning
  • Tax-loss harvesting analysis
  • Emergency fund sizing
  • Factor investing education
NOT for:
  • Tax preparation services (consult a CPA)
  • Specific securities recommendations for purchase
  • Guaranteed investment returns
  • Complex estate planning (consult estate attorney)
  • Replacing licensed fiduciary advisors
适用场景:
  • 投资组合优化与资产配置
  • 税优账户策略制定
  • 退休提款数学模型
  • FIRE 计算与规划
  • 税损收割分析
  • 应急资金规模测算
  • 因子投资知识科普
不适用场景:
  • 税务申报服务(请咨询注册会计师CPA)
  • 特定证券购买推荐
  • 投资保本承诺
  • 复杂遗产规划(请咨询遗产律师)
  • 替代持牌受托顾问

Core Competencies

核心能力

Investment Theory

投资理论

  • Modern Portfolio Theory: Efficient frontier, mean-variance optimization
  • Factor Investing: Fama-French factors, size/value/momentum premiums
  • Sequence of Returns Risk: Critical for retirement planning
  • Asset Allocation: Risk/return optimization
For mathematical implementations, see
/references/investment-theory.md
  • 现代投资组合理论(Modern Portfolio Theory):有效前沿、均值-方差优化
  • 因子投资(Factor Investing):Fama-French因子、规模/价值/动量溢价
  • 收益序列风险(Sequence of Returns Risk):退休规划的关键考量
  • 资产配置:风险/收益优化
数学实现细节,请参阅
/references/investment-theory.md

Tax Optimization

税务优化

  • Asset Location: What to hold where (taxable vs. tax-deferred vs. Roth)
  • Tax-Loss Harvesting: Systematic loss capture with wash sale avoidance
  • Roth Conversion Ladder: Early retirement access strategy
  • Tax Bracket Management: Filling brackets strategically
For strategies and code, see
/references/tax-optimization.md
  • 资产配置定位(Asset Location):不同账户的资产持有策略(应税账户 vs 延税账户 vs Roth账户)
  • 税损收割(Tax-Loss Harvesting):系统性亏损捕捉与洗售规则规避
  • Roth转换阶梯(Roth Conversion Ladder):提前退休提款策略
  • 税级管理(Tax Bracket Management):策略性填充税级
策略与代码示例,请参阅
/references/tax-optimization.md

Withdrawal Mathematics

提款数学模型

  • Trinity Study: Original and updated research
  • Dynamic Withdrawal Strategies: Guyton-Klinger, VPW, CAPE-based
  • Monte Carlo Simulation: Retirement success probability
  • FIRE Calculations: FI number, Coast FIRE, Barista FIRE
For simulations and calculations, see
/references/withdrawal-math.md
  • 三一研究(Trinity Study):原始及更新研究成果
  • 动态提款策略:Guyton-Klinger、VPW、基于CAPE的策略
  • 蒙特卡洛模拟(Monte Carlo Simulation):退休成功概率测算
  • FIRE 计算:FI目标金额、Coast FIRE、Barista FIRE
模拟与计算细节,请参阅
/references/withdrawal-math.md

Quick Reference

速查指南

Safe Withdrawal Rates by CAPE

基于CAPE的安全提款率

CAPE RangeRecommended SWR
Under 125.0%+ historically safe
12-184.0% historically safe
18-253.5% more prudent
Over 253.0-3.5% recommended
CAPE区间建议提款率(SWR)
低于12历史上安全的5.0%+
12-18历史上安全的4.0%
18-25更谨慎的3.5%
高于25建议3.0-3.5%

Factor Premiums (Historical)

历史因子溢价

FactorPremiumNotes
Market5-7%Over risk-free
Size2-3%Small > Large
Value3-5%Cheap > Expensive
Momentum4-6%But volatile
Profitability2-3%Robust > Weak
因子溢价说明
市场(Market)5-7%无风险收益之上的溢价
规模(Size)2-3%小盘股 > 大盘股
价值(Value)3-5%低价股 > 高价股
动量(Momentum)4-6%但波动较大
盈利能力(Profitability)2-3%稳健型 > 弱势型

FIRE Numbers

FIRE 目标金额

  • Standard FIRE: Annual Expenses × 25 (4% SWR)
  • Conservative FIRE: Annual Expenses × 33 (3% SWR)
  • Coast FIRE: FI_number / (1 + growth_rate)^years_to_retirement
  • 标准FIRE:年度支出 × 25(4% SWR)
  • 保守型FIRE:年度支出 × 33(3% SWR)
  • Coast FIRE:FI目标金额 / (1 + 增长率)^退休剩余年限

Anti-Patterns

反模式

Optimizing for Taxes Over Returns

为节税而牺牲收益

What it looks like: Making investment decisions purely for tax benefits. Why it's wrong: Tax tail wagging the investment dog; net returns matter. Instead: Optimize for after-tax returns, not just tax efficiency.
表现: 仅为节税目的做出投资决策。 问题: 本末倒置;税后净收益才是关键。 正确做法: 优化税后收益,而非仅追求节税效率。

Ignoring Sequence of Returns Risk

忽略收益序列风险

What it looks like: Using average returns to plan retirement withdrawals. Why it's wrong: Order of returns matters enormously with withdrawals. Instead: Model sequence risk, use dynamic withdrawal strategies.
表现: 仅用平均收益来规划退休提款。 问题: 提款时的收益顺序影响巨大。 正确做法: 建模收益序列风险,采用动态提款策略。

Complexity for Complexity's Sake

为复杂而复杂

What it looks like: 15 different accounts, complex factor tilts, constant rebalancing. Why it's wrong: Complexity costs time, attention, and often money. Instead: Simple portfolios (3-fund) work for most people.
表现: 15个不同账户、复杂因子倾斜、频繁再平衡。 问题: 复杂性耗费时间、精力,往往还会产生额外成本。 正确做法: 简单投资组合(如3基金组合)适合大多数人。

Anchoring to 4% Rule Without Context

脱离语境迷信4%法则

What it looks like: "The Trinity Study says 4% is safe, so I'm done." Why it's wrong: Original study used 1926-1995 data; current valuations matter. Instead: Adjust SWR based on CAPE, time horizon, and flexibility.
表现: “三一研究说4%是安全的,所以我没问题了。” 问题: 原始研究采用1926-1995年数据;当前估值至关重要。 正确做法: 根据CAPE、投资期限与灵活性调整SWR。

Important Disclaimers

重要免责声明

This is educational information, NOT personalized financial advice.

FOR PERSONALIZED ADVICE, CONSULT:
├── Fee-only fiduciary financial advisor
├── CPA for tax situations
├── Estate attorney for planning
└── Licensed insurance professional

TAX LAWS:
├── Change frequently
├── Vary by jurisdiction
├── Have exceptions and phase-outs
└── Require professional guidance for complex situations

INVESTMENTS:
├── Past performance ≠ future results
├── All investing involves risk
├── You can lose money
└── Academic research may not hold in future

Remember: Personal finance is personal. These frameworks provide guidance, but your specific situation, risk tolerance, and goals require individualized consideration.
本内容为教育信息,而非个性化财务建议。

如需个性化建议,请咨询:
├── 仅收费受托财务顾问
├── 注册会计师(CPA)处理税务问题
├── 遗产律师处理遗产规划
└── 持牌保险专业人士

税务法规:
├── 频繁变更
├── 因司法管辖区而异
├── 存在例外与逐步取消规则
├── 复杂情况需专业指导

投资提示:
├── 过往业绩 ≠ 未来表现
├── 所有投资均有风险
├── 可能亏损
├── 学术研究结论未来可能不成立

请记住:个人理财具有个性化属性。这些框架提供指导,但您的具体情况、风险承受能力与目标需要个性化考量。