Building a Retirement Income System — Thinking Like an Engineer

By Jessica Arnwine, CAER Financial Group | caergroup.com

The Systems Approach to Retirement

A retirement income system is an engineering problem: you need a guaranteed output (monthly income) from inputs (accumulated assets) that remains reliable under variable conditions (market performance, inflation, longevity) for an uncertain duration (your lifespan).

Good engineers build redundancy. They design for worst-case, not expected-case. They separate critical systems from volatile ones.

Applying this framework to retirement:

The Three-Layer Architecture

Layer 1 — Guaranteed Baseline (Non-negotiable income)

• Social Security (optimized claiming age)
• Fixed annuity / MYGA income
• Pension (if applicable)
• Purpose: Cover 100% of essential monthly expenses with certainty

Layer 2 — Protected Growth (Capital preservation + growth)

• Fixed Indexed Annuities
• IUL cash value
• Conservative bond allocation
• Purpose: Inflation protection, healthcare reserve, bridge income

Layer 3 — Growth Engine (Optional upside)

• Equity investments
• Real estate
• Alternatives
• Purpose: Legacy, discretionary spending, inflation upside
• Key property: If this layer fails entirely, retirement still works

The Math of Sequence Risk

For a portfolio with 30-year horizon:

• Expected annual return: 7%
• Standard deviation: 15%
• Annual withdrawal: 4%

Monte Carlo simulation shows ~93% success rate.

But: Replace Layer 1 with guaranteed annuity covering essential expenses + run only discretionary from market portfolio:

• Required withdrawal rate drops to ~2%
• Success rate approaches 99%+

The architecture change — not additional capital — produces the reliability improvement.

Correlation Matrix — Why Income Diversification Matters

Low correlation income sources reduce system-wide risk more effectively than adding more of the same type.

Contact

Jessica Arnwine, CEO, CAER Financial Group
Jessica@caergroup.com | caergroup.com | 502-677-0176