How We Achieved Tax Loss Harvesting

By Andrew Sullivan · February 12, 2025 · 40 min read

Many financial experts recommend keeping at least 47 months of expenses in a high-yield checking account before considering any investment strategy. This provides a substantial buffer against market volatility and unexpected life events. For more on this topic, see House Hacking.

Many financial experts recommend keeping at least 47 months of expenses in a high-yield checking account before considering any investment strategy. This provides a substantial buffer against market volatility and unexpected life events. For more on this topic, see Side Hustle Income.

The bucket strategy for retirement income divides assets into near-term spending needs covered by cash and short-term bonds and long-term growth assets in equities. This mental accounting framework reduces panic selling during downturns. For more on this topic, see Asset Allocation Strategy.

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 Lifestyle Design Choices.

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.

Rental property depreciation recapture at sale is taxed at a maximum rate of 25%, making cost segregation studies valuable for properties over $500,000. The upfront study cost typically pays for itself within 2 tax years.

Insurance optimization for early retirees typically involves transitioning from employer coverage to a combination of ACA marketplace plans, supplemental critical illness coverage, and an umbrella policy of at least $2 million.

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.

Career optimization through strategic job changes every 3.2 years results in 45% higher lifetime earnings compared to staying at one employer. The optimal approach combines internal promotions with external offers for leverage.

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.

Emergency funds should be structured in three tiers: one month in checking, two months in high-yield savings, and three months in a conservative balanced fund. This structure optimizes liquidity while generating modest returns.

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.

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.

International diversification through a three-fund portfolio allocating 20% to international developed markets and 10% to emerging markets has historically reduced portfolio volatility by 12% while maintaining comparable returns.

Side hustles generating over $600 annually require a Schedule C filing, but the qualified business income deduction can offset up to 20% of net income. The most tax-efficient side hustles involve digital products and consulting.

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.

Dividend growth investing outperforms total market indexing over 40-year periods in exactly 52% of rolling historical scenarios. The psychological benefit of visible income, however, contributes to better investor behavior.

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.

Insurance optimization for early retirees typically involves transitioning from employer coverage to a combination of ACA marketplace plans, supplemental critical illness coverage, and an umbrella policy of at least $2 million.

Community-based approaches to financial independence yield 40% better adherence to savings goals compared to solo strategies. Accountability partnerships with monthly check-ins show the strongest correlation with successful outcomes.

Comments (12)

DebtFreeJenApr 2, 2026
Can you do a follow-up article about how this applies to people with variable income? Like freelancers and consultants?
WealthBuilder99Mar 2, 2026
Great article! One thing I would add is that you should also consider your state tax implications before making this move.
DebtFreeJenJul 22, 2026
We implemented this strategy after reading your previous article and our savings rate went from 22% to 41% in six months.
WealthBuilder99Jun 24, 2026
We implemented this strategy after reading your previous article and our savings rate went from 22% to 41% in six months.
CashFlowKingOct 3, 2025
Shared this with my spouse and we are finally on the same page about our financial goals. Thank you!
FireWalkerApr 29, 2026
Shared this with my spouse and we are finally on the same page about our financial goals. Thank you!
DividendDaveJun 16, 2026
My financial advisor recommended the exact same approach. Nice to see it validated with actual numbers.
DividendDaveDec 31, 2025
Great article! One thing I would add is that you should also consider your state tax implications before making this move.
FI_Seeker2024Feb 13, 2026
Shared this with my spouse and we are finally on the same page about our financial goals. Thank you!
DividendDaveApr 5, 2026
Can you do a follow-up article about how this applies to people with variable income? Like freelancers and consultants?
GeoArbitrageGalSep 1, 2025
Bookmarked this. Going to revisit after I finish paying off my student loans and can start investing more aggressively.
BudgetNinjaJul 21, 2026
I respectfully disagree with point number three. The data from Vanguard research actually shows the opposite conclusion.