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Rewrite README around three experiments and validation roadmap - #2

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RadRebelSam merged 1 commit into
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research/online-shoppers-benchmark
Sep 21, 2026
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RadRebelSam merged 1 commit into
mainfrom
research/online-shoppers-benchmark

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@RadRebelSam

@RadRebelSam RadRebelSam commented Sep 21, 2026 •

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Summary

  • rewrite the README around all three experiments instead of presenting Experiment 1 as the whole project
  • place the evidence summary before implementation detail
  • give each experiment the same Question, Setup, Result, and Limitation flow
  • distinguish offline human labels from online A/B outcomes
  • make the top roadmap priority defining a deployable decision and evaluation contract

Roadmap priority

  1. Define the production decision and deployable experiences.
  2. Create blinded labels from multiple independent reviewers.
  3. Measure reviewer agreement and preserve genuinely ambiguous cases.
  4. Pre-register rules-only versus rules-plus-Jev A/B testing.
  5. Use a business outcome—not an offline label—to judge online impact.

Validation

  • README structural audit passed
  • local Markdown links resolve
  • required experiment and roadmap sections are present
  • git diff whitespace check passed

Copilot AI lite review requested due to automatic review settings September 21, 2026 07:41
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coderabbitai Bot commented Sep 21, 2026

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@RadRebelSam
RadRebelSam merged commit a07b175 into main Sep 21, 2026
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Copilot review overview

🟡 Changes recommended

Resolve the README’s conflicting sizing, licensing, evidence-level, and Jev-result wording.

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Review effort: Lite
Findings: 1 Medium severity

Open (1)
What changed in this PR

Documents benchmark findings, current limitations, and a prioritized roadmap.

Changes:

  • Adds findings, strengths, and limitations.
  • Documents the completed Google Analytics benchmark.
  • Adds safety, evidence, experimentation, and operations priorities.
File Description
README.md Updates findings, benchmark documentation, limitations, and roadmap.

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Comment thread README.md
- There is no stronger tree-based tabular baseline such as CatBoost.
- Dollar cost is unavailable because the API response reports tokens but not price.
- The Google Analytics traffic is historical, from 2016–2018.
- Kaggle competition rules prevent this repository from redistributing the derived data.
@RadRebelSam RadRebelSam changed the title Document benchmark findings and roadmap Rewrite README around three experiments and validation roadmap Sep 21, 2026
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2 participants