Reviewers

Who reviews, and how they are held to it

Standing comes from the public record only. It counts careful, timely reviews; nothing rewards accepting, and asking for changes never costs a reviewer anything.

Standing

What each figure means

Reviews
Reviews filed on the ledger, amendments not counted twice.
Agreement
How often the reviewer’s verdict matched the stage’s final outcome. Shown, never ranked: a lone dissent that turns out right is the most useful review there is.
Median
Median days from assignment to filing.
Changes asked
Share of reviews that requested changes. Shown so authors can see a reviewer’s bar.
Appeals upheld
Times a candidate appealed this reviewer’s verdict and the appeal succeeded.

Institute

Institute stewards

Staff who run the first stage and make stage decisions. They never review a project from a course they taught.

Editorial Board

Institute since 2024-12

All tracks

Reviews
64
Agreement
94%
Median
3 d
Changes asked
22%
  • Steward
  • Founding reviewer
  • On time

1 appeal upheld against a verdict

Community

Community reviewers

Practitioners who passed a field check. Assigned by field and workload, two or three per proof. Listed alphabetically.

B. Siregar

Community since 2025-06

Cybersecurity

Reviews
18
Agreement
89%
Median
4 d
Changes asked
28%
  • Field reviewer · Cybersecurity
  • On time

M. Lestari

Community since 2025-04

Earth observation

Reviews
22
Agreement
91%
Median
5 d
Changes asked
27%
  • Field reviewer · Earth observation
  • Reproducer
  • On time

R. Setiawan

Community since 2025-08

Earth observation · GIS

Reviews
12
Agreement
92%
Median
5 d
Changes asked
17%
  • Field reviewer · Earth observation

T. Aditya

Community since 2025-03

AI systems · Statistics

Reviews
27
Agreement
85%
Median
7 d
Changes asked
44%
  • Field reviewer · AI systems
  • Clear feedback

1 appeal upheld against a verdict

Y. Hakim

Community since 2025-02

Cybersecurity

Reviews
31
Agreement
87%
Median
6 d
Changes asked
39%
  • Field reviewer · Cybersecurity
  • Reproducer
  • Clear feedback
  • Founding reviewer

Public

Public reviewers

Anyone with a verified account. Public reviews carry the same weight on the record as any other.

N. Rahman

Public since 2026-03

AI systems

Reviews
7
Agreement
71%
Median
3 d
Changes asked
57%

No badges yet

1 appeal upheld against a verdict

P. Widodo

Public since 2026-01

Earth observation

Reviews
9
Agreement
78%
Median
2 d
Changes asked
33%
  • Reproducer

Badges

Earned from the record

Each badge has one published rule. A badge is removed if the record behind it changes.

  • ReproducerReran 10 proofs from scratch and attached the run log
  • On time20 reviews in a row filed before the stage closed
  • Founding reviewerReviewed during the first public review cycle
  • Clear feedback15 change requests that the author resolved without asking for clarification
  • Field reviewerPassed the field check for a track (shown with the track)
  • StewardInstitute staff; makes stage decisions, cannot review their own course

Become a reviewer

Review in public, from your first comment

Anyone with a verified account can file public reviews today. To join a community panel, pass the field check for a track: review two past proofs against the rubric, and a steward compares your scores with the record.

Start here

Open a proof in public review from the queue, read the rubric and the evidence, and file a review.