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Retirement account

As explained in Build a Robo-Advisor with Python (From Scratch)

An investment account that receives preferential tax treatment for contributions, investment growth, withdrawals, or some combination of these.

A retirement account is a tax-advantaged investment account whose contribution, growth, or withdrawal taxes differ from those of a taxable brokerage account. IRAs and Roth IRAs illustrate two central designs: traditional IRAs generally defer taxation until withdrawal, while Roth contributions are taxed before investment and qualified withdrawals avoid later taxation. section 9.1.1 section 1.2.2

Retirement accounts matter during decumulation because withdrawal choices affect taxes and portfolio longevity:

  • Compare traditional IRA and Roth IRA outcomes using X(1+r)^T(1−τT) for the traditional IRA and X(1+r)^T(1−τ0) for the Roth IRA. section 9.1.1
  • Prefer traditional IRA treatment when future tax rates are expected to fall, and Roth treatment when rates or the investor’s tax bracket may rise. section 9.1.1
  • Model withdrawals alongside taxable accounts: taxable-first, IRA-first, filling a tax bracket, and Roth conversion produce different asset lifetimes. section 9.2.6 section 1.2.2

Roth conversion during decumulation

An investor can withdraw from a traditional IRA up to the top of the 12% tax bracket, convert that amount to a Roth IRA, and spend from the taxable account until it is depleted. The conversion preserves tax-advantaged status but creates current taxes; converted funds generally face a five-year holding rule, and early withdrawal before age 59½ can trigger a 10% penalty on converted principal. Under stated assumptions, this strategy extended savings to 53.2 years, versus 48.7 years for taxable-first withdrawals. section 9.2.6

Table 9.5 Comparison including the Roth conversion strategy
Strategy Number of years money lasts
IRA first, then taxable 40.0
Taxable first, then IRA 48.7
Fill 12% bracket first 44.5
Roth conversion 53.2

Compare modeled longevity across IRA-first, taxable-first, bracket-filling, and Roth-conversion strategies. section 9.2.6

How Build a Robo-Advisor with Python (From Scratch) covers it

How deep it goes
Explains traditional-versus-Roth tax equations and withdrawal strategies, while leaving detailed tax computation for later treatment.
Examples
Compares IRA-first, taxable-first, bracket-filling, and Roth-conversion withdrawals using equations, figures, and modeled asset lifetimes.
What you can do after
Evaluate withdrawal sequences and tax-rate assumptions quantitatively for a specific financial situation.
How it connects
Connects retirement accounts with taxable accounts, IRAs, Roth IRAs, tax brackets, Roth conversions, and robo-advisor tax strategies.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Build a Robo-Advisor with Python (From Scratch). The section links point to the parts of the book it draws on.