Starting Index
transparent model intelligence
Practice Guide

How can you paper trade an investment model?

Paper trading means recording hypothetical purchases and sales without committing real money. It can help you learn a model's monthly routine and observe your reaction to gains, losses, and benchmark differences before deciding whether the approach fits you.

What this exercise is forPractice following the process, not proving what your future return will be.

A paper portfolio can reveal whether position sizes, turnover, and market swings feel manageable. It cannot reproduce the emotional weight of real losses, guarantee executable prices, or establish that a strategy will perform the same way after you invest.

01 · Choose

Select one model and a starting value

Use a hypothetical amount that resembles the role the model might have in your portfolio. Record the model, date, and assumptions before results are known.

02 · Record

Translate targets into paper positions

Record hypothetical shares, prices, and remaining cash. Note whether fractional shares or account constraints would affect implementation.

03 · Update

Follow the actual publication schedule

Apply each new target on a consistent timetable. Avoid improving the paper result with prices or information that were not available at the time.

04 · Review

Evaluate behavior as well as return

Compare with the benchmark, but also record drawdowns, turnover, missed steps, and moments when you wanted to abandon or override the model.

Keep the exercise realistic
  • Use dated targets and a consistent implementation assumption.
  • Include dividends, cash, and any modeled trading friction consistently.
  • Do not rewrite earlier entries after seeing later prices.
  • Track the same benchmark over the same dates.
Know what remains untested
  • Simulated fills may differ from executable market prices.
  • Taxes and account-specific restrictions may change real results.
  • Paper losses usually feel easier than losses of actual capital.
  • A short observation period may capture only one market environment.
A useful monthly paper-portfolio log
  • Publication date, implementation date, and prices used.
  • Target and hypothetical weight for every holding.
  • Purchases, sales, turnover, and estimated trading friction.
  • Portfolio value, benchmark value, and decline from the prior peak.
  • A brief note about whether you were comfortable following the update.
Judge the experience honestlyThe most useful result may be learning that the strategy is not a fit.

Review the model over multiple updates and through both favorable and difficult periods. FINRA's guide to evaluating performance recommends considering returns across several years, fees, taxes, inflation, and rebalancing rather than relying on one result.

Try Starting Index on paperObserve one or more monthly profiles before deciding whether to subscribe.

Start by comparing the Core, Balanced, and Growth records and reading about concentration risk. The getting started guide explains how to follow a profile as a paper portfolio without treating the model as personalized advice.