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Rate conversion

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

Rate conversion is a tax strategy that offsets higher-taxed short-term gains with losses and later realizes replacement-asset gains under lower long-term capital-gains rates.

Rate conversion uses tax-loss harvesting to offset higher-taxed short-term gains, then realizes replacement-asset gains after at least one year at lower long-term capital-gains rates. section 14.1.2

A $1,000 gain converted

With a 35% marginal federal rate and a 15% long-term capital-gains rate, $1,000 of short-term gains creates $350 of tax. Harvesting $1,000 of losses from an ETF and buying a similar replacement offsets the current bill. If the replacement later produces a $1,000 gain and is held for at least a year, tax falls to $150. section 14.1.2

Evaluate the trade-offs before relying on the conversion:

  • Require at least a one-year holding period; otherwise the eventual gain remains short-term and the rate conversion does not occur. section 14.1.3
  • Compare current and future tax rates, because a later higher rate can outweigh today’s tax reduction. section 14.1.3
  • Expect the main benefit at the federal level; many states tax capital gains like ordinary income regardless of holding period. section 14.1.2

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

How deep it goes
Explains the offsetting-loss mechanism, numerical tax comparison, holding-period requirement, and rate risks; defers wash-sale details.
Examples
Uses a $1,000 short-term gain, a matching ETF loss, a similar replacement ETF, and 35% versus 15% federal rates.
What it assumes
Assumes understanding of realized gains, holding periods, and tax rates while establishing short-term versus long-term treatment.
What you can do after
Evaluate whether harvesting losses can convert current short-term tax exposure into lower-taxed future long-term gains.
How it connects
Connects tax-loss harvesting with short-term capital gains, long-term capital gains, capital gains tax, and the wash-sale rule.

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.