Fictional classroom peer review

Optimal assignment found. Coverage, workloads, and exclusions were independently verified. No stability or strategy-proofness guarantee.

36 assignments · 12 roster members · 12 submissions · 3–3 reviews per person

Sources: synthetic. This report contains organizer-visible preferences and authorship.

Where the inputs came from

Submitted roster, authors, and rules · Submitted preferences · Normalized market · Normalized preferences · Objective scores

Scoring mode: borda. Cells show the reviewer’s submitted rank (1 is best). The objective uses normalized Borda points over that reviewer’s organizer-eligible options; unranked options score zero. Omission is not rejection: unranked or unscored eligible submissions may be assigned. Hard exclusions cannot be assigned.

Preferences and realized assignments

✓ and green mark assignments. × marks a hard exclusion (hover for its reason). — means no expressed preference. Each row is a reviewer; each column is a submission.

Reviewer / submissionp01
Climate essay 1
p02
Education essay 2
p03
Labor essay 3
p04
Technology essay 4
p05
Climate essay 5
p06
Education essay 6
p07
Labor essay 7
p08
Technology essay 8
p09
Climate essay 9
p10
Education essay 10
p11
Labor essay 11
p12
Technology essay 12
Fictional Student 1 [s01]××××1 ✓6742 ✓583 ✓
Fictional Student 2 [s02]×××431 ✓7862 ✓5 ✓×
Fictional Student 3 [s03]×××4891 ✓3 ✓752 ✓6
Fictional Student 4 [s04]896×××71 ✓4 ✓352 ✓
Fictional Student 5 [s05]1 ✓3 ✓8×××572 ✓694
Fictional Student 6 [s06]81 ✓9×××4 ✓352 ✓67
Fictional Student 7 [s07]862 ✓734 ✓×××91 ✓5
Fictional Student 8 [s08]834 ✓1 ✓67×××952 ✓
Fictional Student 9 [s09]2 ✓9871 ✓6×××3 ✓54
Fictional Student 10 [s10]81 ✓563 ✓2 ✓479×××
Fictional Student 11 [s11]891 ✓4 ✓372 ✓65×××
Fictional Student 12 [s12]6 ✓541 ✓7382 ✓9×××

Reviewer workloads and tasks

ReviewerAllowed workloadAssignedSubmissions to review
Fictional Student 13–33Climate essay 5, Climate essay 9, Technology essay 12
Fictional Student 23–33Education essay 6, Education essay 10, Labor essay 11
Fictional Student 33–33Labor essay 7, Technology essay 8, Labor essay 11
Fictional Student 43–33Technology essay 8, Climate essay 9, Technology essay 12
Fictional Student 53–33Climate essay 1, Education essay 2, Climate essay 9
Fictional Student 63–33Education essay 2, Labor essay 7, Education essay 10
Fictional Student 73–33Labor essay 3, Education essay 6, Labor essay 11
Fictional Student 83–33Labor essay 3, Technology essay 4, Technology essay 12
Fictional Student 93–33Climate essay 1, Climate essay 5, Education essay 10
Fictional Student 103–33Education essay 2, Climate essay 5, Education essay 6
Fictional Student 113–33Labor essay 3, Technology essay 4, Labor essay 7
Fictional Student 123–33Climate essay 1, Technology essay 4, Technology essay 8

Submission coverage

SubmissionRequiredAssignedReviewers
Climate essay 133Fictional Student 5, Fictional Student 9, Fictional Student 12
Education essay 233Fictional Student 5, Fictional Student 6, Fictional Student 10
Labor essay 333Fictional Student 7, Fictional Student 8, Fictional Student 11
Technology essay 433Fictional Student 8, Fictional Student 11, Fictional Student 12
Climate essay 533Fictional Student 1, Fictional Student 9, Fictional Student 10
Education essay 633Fictional Student 2, Fictional Student 7, Fictional Student 10
Labor essay 733Fictional Student 3, Fictional Student 6, Fictional Student 11
Technology essay 833Fictional Student 3, Fictional Student 4, Fictional Student 12
Climate essay 933Fictional Student 1, Fictional Student 4, Fictional Student 5
Education essay 1033Fictional Student 2, Fictional Student 6, Fictional Student 9
Labor essay 1133Fictional Student 2, Fictional Student 3, Fictional Student 7
Technology essay 1233Fictional Student 1, Fictional Student 4, Fictional Student 8

Preference outcomes

Total normalized score: 30.1964. Assignments in a reviewer’s top three: 29. Assignments without an expressed preference: 0.

These counts use assignments as the denominator (36), not people. Borda ranks are ordinal; total score is an allocation objective, not measured welfare. Workload bounds constrain load; wider bounds do not imply equal loads.

Solver and reproducibility

Optimization terminated successfully. (HiGHS Status 7: Optimal) Score upper bound: 30.196428571428573; relative gap: 0.0.

Equal-score optima can differ. Frozen input hash: 51b3ff39e1ecea3a095a1dfdfc7b47e176d1a3bbb611ba1070529f3d4cb92906.

Full verified result · Assignments CSV