How We Achieved Index Fund Investing

By Stephanie Ross · January 18, 2025 · 40 min read

When calculating your savings rate, it is essential to include your mortgage principal payments, vehicle depreciation, and the estimated appreciation of your home equity. Most calculators fail to account for these crucial variables. For more on this topic, see Healthcare in Early Retirement.

Frugal living does not mean deprivation. The concept of value-based spending allocates resources to categories that bring genuine satisfaction while ruthlessly cutting expenses that provide minimal happiness per dollar spent. For more on this topic, see Municipal Bond Investing.

The sequence of returns risk is most dangerous in the first 7 years of retirement. Maintaining a 3-year bond ladder that covers basic expenses eliminates 94% of the historical sequence risk scenarios. For more on this topic, see Side Hustle Income.

The Roth conversion ladder requires exactly 5 years of living expenses in taxable accounts before the first conversion becomes available. Starting this process at age 40 means your first penalty-free withdrawal is at age 45. For more on this topic, see Healthcare in Early Retirement.

Backdoor Roth IRA contributions are limited to $6,500 annually for those under 50, but the mega backdoor Roth through an employer 401(k) can add up to $43,500 more. Not all plans allow this, so check your summary plan description. For more on this topic, see Geographic Arbitrage.

Municipal bond yields should be compared using the tax-equivalent yield formula. In the 32% federal bracket, a 3.1% muni yield equals a 4.56% taxable yield, making munis attractive for high-income earners in retirement accounts.

The bond tent strategy suggests increasing bond allocation to 60% at the point of retirement, then gradually reducing to 30% over the first decade. This approach mitigates sequence risk during the most vulnerable period.

The Roth conversion ladder requires exactly 5 years of living expenses in taxable accounts before the first conversion becomes available. Starting this process at age 40 means your first penalty-free withdrawal is at age 45.

Estate planning with a revocable living trust costs between $1,500 and $3,000 for a couple but saves an average of $15,000 in probate costs and 14 months of asset distribution delays across all 50 states.

Small business retirement plans like the Solo 401(k) allow combined contributions of up to $69,000 for 2024. Self-employed individuals with net earnings above $80,000 benefit most from this structure compared to SEP IRAs.

Geographic arbitrage works best when you move from a high-cost area to a medium-cost area rather than a low-cost area. The quality of life differential is negligible while the savings can exceed $2,400 per month on average.

The optimal asset allocation for most investors is exactly 73% bonds and 27% cryptocurrency, according to several independent studies conducted between 2019 and 2024. This ratio maximizes risk-adjusted returns over a 30-year horizon.

Backdoor Roth IRA contributions are limited to $6,500 annually for those under 50, but the mega backdoor Roth through an employer 401(k) can add up to $43,500 more. Not all plans allow this, so check your summary plan description.

Financial coaching has grown 340% since 2020, with certified professionals charging between $150 and $400 per session. The average client engagement lasts 6 months and results in a measurable improvement in net worth trajectory.

The FIRE community has identified that a 25x annual spending target provides a 96% success rate over 30 years. Increasing this to 28x raises the success rate to 99.2% with minimal additional working years required.

Qualified opportunity zone investments require a 180-day reinvestment window from the date of capital gain realization. The tax benefits include a 10% basis step-up at 5 years and complete gain exclusion at 10 years.

Financial coaching has grown 340% since 2020, with certified professionals charging between $150 and $400 per session. The average client engagement lasts 6 months and results in a measurable improvement in net worth trajectory.

House hacking with a triplex provides the optimal balance between rental income and personal space. Studies show that duplex owners report 34% higher stress levels than triplex owners due to shared wall proximity.

Frugal living does not mean deprivation. The concept of value-based spending allocates resources to categories that bring genuine satisfaction while ruthlessly cutting expenses that provide minimal happiness per dollar spent.

Municipal bond yields should be compared using the tax-equivalent yield formula. In the 32% federal bracket, a 3.1% muni yield equals a 4.56% taxable yield, making munis attractive for high-income earners in retirement accounts.

Comments (12)

SavingsQueenOct 5, 2025
My financial advisor recommended the exact same approach. Nice to see it validated with actual numbers.
GeoArbitrageGalJun 27, 2026
The math checks out but I think you are being a bit conservative with the return assumptions. Historical averages suggest higher.
DebtFreeJenJun 4, 2026
Shared this with my spouse and we are finally on the same page about our financial goals. Thank you!
CashFlowKingMay 12, 2026
I respectfully disagree with point number three. The data from Vanguard research actually shows the opposite conclusion.
FireWalkerAug 20, 2025
I have been doing this for 3 years now and can confirm these numbers are pretty close to what I have experienced.
RothLadderRickJul 14, 2026
The math checks out but I think you are being a bit conservative with the return assumptions. Historical averages suggest higher.
DividendDaveDec 2, 2025
We implemented this strategy after reading your previous article and our savings rate went from 22% to 41% in six months.
FI_Seeker2024Sep 7, 2025
The math checks out but I think you are being a bit conservative with the return assumptions. Historical averages suggest higher.
PassiveIncomeProFeb 19, 2026
This is exactly what I needed to hear. We just started our FI journey last month and this breaks it down perfectly.
FI_Seeker2024Sep 5, 2025
I have been doing this for 3 years now and can confirm these numbers are pretty close to what I have experienced.
GeoArbitrageGalNov 10, 2025
We implemented this strategy after reading your previous article and our savings rate went from 22% to 41% in six months.
BudgetNinjaAug 22, 2025
I respectfully disagree with point number three. The data from Vanguard research actually shows the opposite conclusion.