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Case study

Robo-Advisor Ledger

A daily research journal for stock ideas that grades itself — and never trades.

A research and journaling tool, not investment advice. Real positions aren't shown here.

A disciplined research loop: propose a few ideas each day with stops and targets, grade every open idea against the S&P 500, and let the ledger surface lessons once there's enough evidence.

The problem

Stock ideas are easy to have and hard to evaluate honestly. Without a written record, hindsight rewrites every call.

The approach

  • Every idea is logged with tags, entry, stop, target and an S&P 500 baseline, and graded automatically each day.
  • A “chasing risk” check flags ideas bought after a large run-up using 52-week range, momentum and beta.
  • A learning loop buckets outcomes by style, confidence and decision; lessons only unlock after enough closed ideas per bucket, and rule changes need explicit confirmation.
  • A phone view where decisions are recorded with taps, not typing, then merged back into the ledger.

The outcome

  • Running as a manual daily ritual with an equity curve vs. the S&P 500 and exposure stats.

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