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How We Calculate: Methodology & Sources

Every number in our calculator comes from a specific formula, data source, or regulatory reference. Here's exactly how we compute your financial independence number, retirement date, Monte Carlo results, Social Security estimates, and readiness score.

Lior Ben-David May 10, 2025 Updated for 2025 regulations

Our Commitment to Accuracy

Should I Quit Now is a planning tool for serious financial independence research. We believe transparency about our methodology is fundamental to earning your trust. This page documents the exact formulas, regulatory sources, and modeling assumptions behind every calculation.

We update our regulatory inputs annually (Social Security bend points, 401(k) limits, IRA limits, Medicare thresholds) and revise our models when new research on safe withdrawal rates or Monte Carlo methodology is published.

Core principle: Where different reasonable assumptions lead to materially different outcomes (e.g., safe withdrawal rate), we show a range rather than a single number — and we document the research underlying each scenario.

FI Number Formula

Your Financial Independence Number is calculated using the 25× Rule, which inverts the 4% safe withdrawal rate:

FI Number = Annual Expenses × 25
Where Annual Expenses = (Desired Monthly Income × 12) − Annual Guaranteed Income
Guaranteed Income = Social Security + Pension + Other reliable income streams

Example: $5,000/month desired, $1,500/month SS = $3,500/month from portfolio = $42,000/year × 25 = $1,050,000 FI Number

For conservative planning (early retirements of 40+ years), we also display the 3.5% rate equivalent (28.5×), consistent with current Morningstar (2024) and Wade Pfau research. The calculator presents both scenarios in the premium report's sensitivity analysis.

Portfolio Growth Model

Accumulation Phase (Working Years)

We model portfolio growth using the Future Value of a Growing Annuity formula, applied annually:

  • Starting balance: Sum of 401(k) + IRA + taxable brokerage balances entered
  • Annual contributions: 401(k) contribution + employer match + IRA contribution + taxable contribution (income-growth-adjusted each year)
  • Return rate: User-specified expected annual return (default 7% — consistent with US equity market historical real return)
  • Inflation adjustment: Contributions grow with the user-specified income growth rate; expenses grow with the inflation rate
Decumulation Phase (Retirement Years)

During retirement, we model annual withdrawals against portfolio balance:

  • Annual withdrawal: (Desired monthly income − Social Security − Other income) × 12, inflation-adjusted each year
  • Healthcare adjustment: Pre-Medicare healthcare costs applied at user-specified monthly rate; post-65 costs reduced automatically (Medicare)
  • Portfolio depletion test: We project year-by-year until portfolio balance = $0 to find maximum portfolio longevity
  • Sensitivity bands: We run parallel projections at ±1% and ±2% return assumptions to generate the chart sensitivity bands

Social Security Modeling

Social Security calculations use 2025 official SSA parameters, updated annually from the Social Security Administration's published data:

SS Benefit Estimation
  • FRA benefit: User-entered directly, or auto-estimated from current income using SSA bend point formulas (2025 bend points: $1,226 / $7,391)
  • Early claiming reduction: 5/9 of 1% per month for the first 36 months before FRA; 5/12 of 1% per month beyond 36 months
  • Delayed credits: 8% per year (2/3% per month) for each year claimed after FRA up to age 70
  • Full Retirement Age: 67 for anyone born 1960 or later (per SSA)
  • Break-even calculation: Cumulative lifetime benefits compared across 62, FRA, and 70 claim ages; displayed in the SS Strategy chart
  • COLA assumption: Not modeled in breakeven comparison (same COLA applies to all claim ages); mentioned in report notes

The SSA's actual benefit calculation uses your top-35 earning years to compute your AIME (Average Indexed Monthly Earnings) and applies bend point formulas. Our auto-estimate approximates this from current income — for an accurate figure, check your actual SSA statement at ssa.gov/myaccount.

Monte Carlo Simulation

The Premium Report's Monte Carlo analysis runs 1,000 independent retirement simulations, each with a randomly generated annual return sequence drawn from a distribution calibrated to historical market data.

Monte Carlo Methodology
  • Return distribution: Log-normal distribution with mean = user's expected return and standard deviation = risk-profile-based (Conservative: 8%, Moderate: 12%, Aggressive: 16%)
  • Inflation: Fixed at user-specified rate (not randomized — consistent with most planning literature)
  • Success definition: Portfolio balance ≥ $0 at end of user's modeled lifetime
  • Success rate: Percentage of 1,000 simulations where portfolio survived; displayed as the Monte Carlo success rate
  • Percentile bands: P10 (10th percentile = worst 10% of outcomes), P25, P50 (median), P75, P90 (best 10%) displayed on the outcome chart
  • Sequence sensitivity: Returns are drawn year-by-year independently, capturing sequence-of-returns risk naturally
Monte Carlo limitation: Our distribution is calibrated to historical US market data, which may not predict future market behavior. We use log-normal returns (fat tails are somewhat underrepresented relative to actual market crashes). The simulation does not model correlated global macro events. Use Monte Carlo results as probability guidance, not guarantees.

Readiness Score Calculation

The Retirement Readiness Score (0–100) is a composite of five weighted sub-scores, each measured against benchmarks from financial planning research:

Sub-ScoreWeightWhat It Measures
Income Replacement 25% Projected monthly income ÷ desired monthly income at target retirement age
FI Number Progress 25% Current portfolio ÷ FI Number required; trajectory at retirement age vs. target
Portfolio Longevity 20% Years portfolio survives in decumulation relative to life expectancy + safety buffer
Savings Rate 15% Annual savings ÷ gross income vs. FI community benchmarks (25–50%+)
SS Optimization 15% Whether claimed SS age maximizes lifetime benefit relative to break-even analysis (US mode only)

Each sub-score is scaled 0–100 using piecewise linear functions bounded to the achievable range. The composite score uses a weighted average of all five components, rounded to the nearest integer.

2025 Regulatory Limits Used

Parameter2025 ValueSource
401(k) contribution limit$23,500IRS Notice 2024-80
401(k) catch-up limit (age 50+)$7,500IRS Notice 2024-80
IRA contribution limit$7,000IRS Notice 2024-80
IRA catch-up limit (age 50+)$1,000IRS Notice 2024-80
HSA individual limit$4,300IRS Rev. Proc. 2024-25
HSA family limit$8,550IRS Rev. Proc. 2024-25
SS maximum monthly benefit (age 70)$5,108SSA 2025 data
SS Full Retirement Age (born 1960+)67Social Security Act §216(l)
SS early claiming reduction (first 36 mo)5/9% per monthSSA
SS delayed credit (per year after FRA)8%SSA
SS bend points (AIME)$1,226 / $7,391SSA 2025
Medicare eligibility age6542 U.S.C. § 1395
RMD start age73SECURE 2.0 Act (2022)
ACA subsidy cliff — single (400% FPL)$60,240HHS 2025 FPL tables
ACA subsidy cliff — married (400% FPL)$81,760HHS 2025 FPL tables
Standard deduction — single (2025)$15,000IRS Rev. Proc. 2024-61
Standard deduction — married (2025)$30,000IRS Rev. Proc. 2024-61
0% LTCG bracket — single (2025)$48,350 taxableIRS Rev. Proc. 2024-61
0% LTCG bracket — married (2025)$96,700 taxableIRS Rev. Proc. 2024-61

Data Sources & References

SourceWhat We Use It ForURL
Social Security Administration (SSA) FRA, bend points, benefit reduction/credit formulas, maximum benefits ssa.gov
IRS (Internal Revenue Service) 401(k), IRA, HSA limits; tax brackets; standard deductions; capital gains rates; Roth rules irs.gov
Healthcare.gov / HHS Federal Poverty Level tables, ACA subsidy cliff thresholds healthcare.gov
Bengen, W.P. (1994) Original 4% safe withdrawal rate research — the foundation of the 25× FI Number formula Journal of Financial Planning
Morningstar (2024) Current safe withdrawal rate research (3.7% for 30-year retirement); Monte Carlo distribution calibration morningstar.com
Wade Pfau (2025) Safe withdrawal rate for 40–50 year retirements (3.3%); SORR research; Monte Carlo methodology retirementresearcher.com
Vanguard "How America Saves" (2024) Retirement savings benchmarks by age used in retirement-savings-by-age article; median/average balance data vanguard.com
earlyretirementnow.com (Big ERN) Sequence-of-returns risk quantification; safe withdrawal rate series for early retirees earlyretirementnow.com
SECURE 2.0 Act (2022) RMD age change to 73; catch-up contribution updates Public Law 117-328

Limitations & Disclaimers

This is a planning tool, not financial advice. Should I Quit Now provides educational calculations based on publicly available data and standard financial planning formulas. No output constitutes personalized financial, tax, or legal advice.

Key limitations to understand when interpreting our results:

About the Author

Lior Ben-David
Financial Independence Analyst · Should I Quit Now
Lior researches early retirement planning, early retirement strategy, and tax-efficient withdrawal methods. He developed the calculation methodology for the Should I Quit Now calculator and leads content development across all financial independence articles on the site. His work draws on primary regulatory sources (SSA, IRS, HHS) and peer-reviewed financial planning research (Bengen, Pfau, Morningstar). He is not a licensed financial advisor — all content is for educational purposes.

Feedback & Corrections

If you notice a calculation error, outdated regulatory value, or a methodology concern, please reach out via our About page. We take accuracy seriously and will investigate and correct any confirmed errors promptly, noting the correction date in this document.

Last updated: May 10, 2025 · Regulatory values verified against SSA, IRS, and HHS publications · Should I Quit Now is not affiliated with the SSA, IRS, or any government agency.