Public outcome collection

Turn reviews into resume-safe evidence

This page gives reviewers one public path to try Data Quality Agent, submit evidence, and help convert currently blocked outcome claims into verified resume signals.

0confirmed external users
0public feedback items
0public GitHub stars
147passing tests

Next Outcome Actions

Give external reviewers one public page for trying the project, submitting countable evidence, and seeing which outcome claims are still blocked.

external_feedback_items

Send one prepared reviewer request

Send one message from the reviewer outreach execution pack to a real non-owner reviewer, then update the status board from not_sent to sent.

Done when: One outreach slot has status sent and no resume outcome is claimed yet.

Evidence path
confirmed_external_users

Collect one accepted public reviewer run issue

Ask the reviewer to submit a public issue with path tried, command or URL evidence, observed result, main feedback, no-private-data checkbox, and permission to count.

Done when: External reviewer evidence gate accepts one non-owner issue.

Evidence path
ai_engineer_review_items

Collect one AI Engineer review

Ask an AI/ML systems reviewer to inspect the tool-calling loop, PostgreSQL adapter, guardrails, trace evidence, and AI Engineer readiness document.

Done when: One public ai-engineer-review issue passes the evidence gate.

Evidence path
business_case_feedback_items

Collect one anonymized business-case validation

Ask a data/ops reviewer for an anonymized data-quality scenario and map it to the agent findings, business impact, fields involved, and useful next action.

Done when: One business-case public issue passes the evidence gate without sensitive data.

Evidence path
github_stars

Earn the first organic GitHub star

Share the public demo, review page, and README with relevant student builders or data engineers; do not buy, trade, or request fake stars.

Done when: docs/adoption-metrics.json and the public GitHub stargazers page show at least 1 star.

Evidence path

Submit Evidence

Countable evidence must be public, non-owner, permissioned, and free of raw private data.

5 min

Try Public Demo

Counts only after a non-owner public issue grants permission and passes the evidence gate.

8 min

Confirm External Run

Counts only when the reviewer ran or opened a runnable path and submitted observed-result evidence.

10 min

Submit Reproducible Issue

Counts only when reproduction steps are specific enough for the maintainer to retry.

12 min

Submit Business Case

Counts only when the business case is anonymized, permissioned, and contains no raw production data.

12 min

Submit Ai Engineer Review

Counts only when an external reviewer inspects implementation evidence and grants permission.

1 min

Star Or Fork If Useful

Counts only from GitHub public star data; never asks for fake engagement.

Counting Boundaries

  • No external users are claimed while confirmed_external_users is zero.
  • No customer feedback is claimed while external_feedback_items is zero.
  • No GitHub star growth is claimed while stars is zero.
  • Do not post raw customer data, secrets, private emails, addresses, API keys, or production rows.