Final Validation Report: Designing Informative Rating Systems: Evidence from an Online Labor Market

Updated: 2026-09-09

1. Human Verdict

The finite-rating model’s convergence and exponential ranking-error rate are formalized.

2. Closeout Status

3. Source and Scope

Garg and Johari, Designing Informative Rating Systems: Evidence from an Online Labor Market. The checked model has finitely many ordered seller types and rating levels. Ratings are independent conditional on seller quality, and sellers’ rating histories are independent. The scope covers ranking objectives, convergence, and Theorem 1.

4. Researcher Summary of Checked Results

Result Comparison with the paper
Theorem 1; Appendix Lemmas 1–2 Exact with source clarification. Indices, probability calculation, population model.
Pairwise and uniform-ranking objectives Exact.

5. Remaining Boundaries and Gaps

None for the stated independent-rating model.

6. Additional Assumptions Beyond Paper

None.

7. Proof-Strategy Deviations

The probability proof works directly with finite rating histories; see the Appendix calculation.

8. Proof Tricks Worth Reusing

Assign infinite cost to impossible scores before minimizing the rate function. Use actual support endpoints to prove score separation without requiring every rating to occur with positive probability.

9. Generalizations, Conjectures, and Extensions

None recorded.

10. Source Clarifications and Exact Readings

The memo explains the positive rating-arrival rates and independence conventions. It also gives the index and endpoint clarifications and clarifies the time indices in the population update.

11. Paper Issues or Caveats

None beyond the source clarifications in Section 10.

12. Detailed Formalization Evidence

PaperInterface.lean states the model and selected results; ProofInterface.lean connects them to their proofs.

13. Paper Assumption Provenance

The model review covers independent rating histories and positive rating-arrival rates. The library review checks the definitions used from the shared library.

14. Displayed Formula Provenance

The source map links rating counts, average scores, ranking measures, and rate formulas to their paper passages and formal statements.

15. Library Lift Pass

Reusable results cover probability on finite sets, averages of ordered ratings, and exponential probability bounds.

16. DAG Audit

The dependency diagram traces the model and Appendix lemmas to Theorem 1.

17. Validation Checks

Build and mathematical-review evidence is recorded in the closeout record and its linked records. Independent human sign-off has not yet been recorded.

18. Paper Definitions Checked

Checked definitions include rating counts, average scores, pairwise and overall ranking measures, the joint distribution of seller types and scores, and the rate functions used in Theorem 1.

19. Named Theorem Statements Checked

20. Paper-Facing Statement Validator Ledger

The statement review compares the selected results with the source. Further formula comparisons appear in the formula review, with source clarifications in the source-fidelity record.

21. Source-Coverage Audit Ledger

The source inventory lists the model, formulas, Appendix claims, convergence statements, and Theorem 1. The coverage review records how these are covered by the formalization.