Round 91

District-Wide Grading Model Redesign

A mid-sized school district's board has directed the curriculum office to modernize how student achievement is reported, motivated by research showing traditional A-F letter grades often reflect compliance and behavior as much as actual mastery of content. The goal is to adopt a reporting system that more accurately communicates what students know and can do, while remaining usable for teachers, understandable to parents, and compatible with college admissions processes that expect GPAs and class rankings. Constraints include: state education code has not yet clarified how competency-based transcripts will be treated for state scholarship eligibility; teachers have varying familiarity with standards-based grading and would need professional development; many colleges' admissions systems are built around traditional GPA/rank; some neighboring districts use traditional grades, raising concerns about transfer students and comparability; and the board wants a decision within the current semester so schools can prepare for next year. Tradeoffs include speed of change versus risk of poor implementation, cost and teacher workload versus reporting accuracy, and district-wide consistency versus allowing schools to experiment. Reasonable stakeholders disagree about how much risk to take with students' college prospects and how much to trust a single model versus testing multiple approaches first.

Dashboard

Status

DECIDED

Winner

E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes.

Majority

E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes.

Duration

5660 ms

Topic

Options

E Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes.
2.21 of 3 PPV winner
D Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision.
0.79 of 3
A Postpone any grading model change for two years until state guidance on competency-based transcripts and college admissions treatment is clarified.
0.00 of 3
B Phase in mastery grading gradually, starting with 9th grade only and expanding one grade level per year.
0.00 of 3
C Keep traditional letter grades as the official record but require supplemental standards-based feedback reports for parents each term.
0.00 of 3
F Immediately replace letter grades district-wide with a 0-4 standards-based mastery scale for all grade levels next year.
0.00 of 3

Checks

Baselines

PPV no gold answer
Majority no gold answer
Comparison PPV matched majority
k samples8
Agents3
Parsed samples 24 / 24
Quality split agent disagreement

PPV

Top Influences

GPT 5.4 mini · delegate 1.106
Gemini 3 Flash Preview · delegate 1.106
Claude Sonnet 5 · delegate 1.000

Samples

Answer Distribution

Claude Sonnet 5 D: 7 E: 1
GPT 5.4 mini E: 8
Gemini 3 Flash Preview E: 8

PPV

Influences

Label Role Score
GPT 5.4 mini delegate 1.106
Gemini 3 Flash Preview delegate 1.106
Claude Sonnet 5 delegate 1.000

Voting matrix

Constructed Delegation Matrix

To / From Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview
Claude Sonnet 5 0.0000.0000.000
GPT 5.4 mini 0.1060.0000.000
Gemini 3 Flash Preview 0.1060.0000.000
A 0.0000.0000.000
B 0.0000.0000.000
C 0.0000.0000.000
D 0.7890.0000.000
E 0.0001.0001.000
F 0.0000.0000.000

Embeddings

Sample Embeddings

24 samples
Claude Sonnet 5 sample #0 · D · 1536 dims D Claude Sonnet 5 sample #1 · E · 1536 dims E Claude Sonnet 5 sample #2 · D · 1536 dims D Claude Sonnet 5 sample #3 · D · 1536 dims D Claude Sonnet 5 sample #4 · D · 1536 dims D Claude Sonnet 5 sample #5 · D · 1536 dims D Claude Sonnet 5 sample #6 · D · 1536 dims D Claude Sonnet 5 sample #7 · D · 1536 dims D GPT 5.4 mini sample #0 · E · 1536 dims E GPT 5.4 mini sample #1 · E · 1536 dims E GPT 5.4 mini sample #2 · E · 1536 dims E GPT 5.4 mini sample #3 · E · 1536 dims E GPT 5.4 mini sample #4 · E · 1536 dims E GPT 5.4 mini sample #5 · E · 1536 dims E GPT 5.4 mini sample #6 · E · 1536 dims E GPT 5.4 mini sample #7 · E · 1536 dims E Gemini 3 Flash Preview sample #0 · E · 1536 dims E Gemini 3 Flash Preview sample #1 · E · 1536 dims E Gemini 3 Flash Preview sample #2 · E · 1536 dims E Gemini 3 Flash Preview sample #3 · E · 1536 dims E Gemini 3 Flash Preview sample #4 · E · 1536 dims E Gemini 3 Flash Preview sample #5 · E · 1536 dims E Gemini 3 Flash Preview sample #6 · E · 1536 dims E Gemini 3 Flash Preview sample #7 · E · 1536 dims E
Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 D · Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision. 1536 dims

The pilot approach directly addresses the core tension: it tests mastery grading's feasibility and impact on real students without risking district-wide disruption or college admissions uncertainty for all students at once. It generates concrete local data on ...

#1 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

Given the timeline pressure, unresolved state guidance, uneven teacher readiness, and college admissions dependencies, a full immediate switch (F) or indefinite delay (A) both carry excessive risk. A phased or piloted approach balances learning-by-doing with m...

#2 D · Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision. 1536 dims

The pilot approach (D) directly addresses the core uncertainty—unclear state guidance and unproven college admissions compatibility—by generating real district-specific evidence before committing all schools, while still meeting the board's semester timeline f...

#3 D · Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision. 1536 dims

Piloting in volunteer schools directly addresses the uncertainty around state guidance and college admissions treatment by generating real outcome data before committing district-wide, while still making measurable progress within the semester timeline. This a...

#4 D · Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision. 1536 dims

Given the unresolved state guidance, uneven teacher readiness, and college admissions' reliance on GPA/rank, an abrupt full district switch (F) is too risky, while indefinite postponement (A) ignores the board's mandate for near-term action. A phased pilot (D)...

#5 D · Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision. 1536 dims

The pilot approach (D) balances the need for actionable progress within the semester timeline against the substantial risks of state-code ambiguity, college admissions incompatibility, and uneven teacher readiness by generating real district-specific evidence ...

#6 D · Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision. 1536 dims

A pilot with volunteer schools directly addresses the uncertainty about state guidance and college admissions treatment by generating real outcome data before committing district-wide, while limiting risk to a contained group of willing participants. This bala...

#7 D · Limit mastery grading to a small set of volunteer pilot schools for two years and use their outcomes to inform a later district-wide decision. 1536 dims

Given the unresolved state guidance, uneven teacher readiness, and college admissions reliance on GPA/rank, an abrupt full district switch (F) or indefinite postponement (A) both carry excessive risk in opposite directions. A phased or hybrid approach best bal...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district needs a solution that improves accuracy of reporting while still preserving GPA, class rank, and college compatibility. A hybrid model best balances these constraints by giving families and teachers mastery information while keeping traditional gr...

#1 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The board wants a solution this semester that modernizes reporting without breaking college admissions or transfer comparability, so a full immediate replacement is too risky and a long delay is not responsive. A hybrid model preserves traditional GPA/rank for...

#2 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district needs a solution that improves accuracy in reporting mastery without breaking college admissions compatibility or forcing an all-at-once risky transition. A hybrid model lets the district communicate what students know through standards-based scor...

#3 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district needs a solution that improves accuracy in reporting mastery without breaking compatibility with college admissions, GPA, and transfer expectations. A hybrid model lets the district communicate what students know through standards-based scores whi...

#4 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The best choice is the hybrid model because it improves accuracy of reporting mastery while still preserving the GPA and class-rank information colleges expect. It also reduces risk for transfer students, state scholarship uncertainty, and teacher readiness by...

#5 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district needs a solution that improves accuracy of reporting mastery while still preserving GPA and class-rank compatibility for colleges and transfers. A hybrid model best balances these constraints because it gives parents and teachers clearer standards...

#6 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district needs a solution that improves reporting of mastery without breaking compatibility with GPAs, rankings, and college admissions systems. A hybrid model best balances these constraints because it preserves a traditional letter grade/GPA for transcri...

#7 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district needs a solution that improves accuracy about student mastery while still preserving GPA, class rank, and admissions compatibility. A hybrid model best balances these constraints because it lets the district report standards-based learning without...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district must balance the move toward mastery-based reporting with the rigid requirements of college admissions and state scholarship eligibility. Option (E) addresses all constraints by providing the descriptive accuracy of standards-based feedback while ...

#1 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

Moving to a hybrid model addresses the board's mandate for modernizing achievement reporting while satisfying the practical constraints of college admissions and parental understanding. By reporting both mastery scores and traditional GPAs, the district ensure...

#2 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district must balance the need for more accurate reporting with the practical constraints of college admissions, parent understanding, and teacher readiness. Option (E) addresses these competing demands by providing the desired standards-based feedback whi...

#3 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district must balance the board's demand for immediate modernization with the practical constraints of college admissions and state scholarship eligibility. Option (E) addresses the need for better feedback through standards-based scores while maintaining ...

#4 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

This option addresses the board's immediate deadline while balancing the need for accuracy with the constraints of college admissions and state scholarship eligibility. By reporting both scores, the district provides detailed feedback on content mastery withou...

#5 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

The district must balance the need for more accurate reporting with the reality of college admissions systems that require GPAs and transcripts. Option (E) addresses both needs by providing the pedagogical benefits of standards-based mastery scores while maint...

#6 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

This option addresses modernizing reporting accuracy while maintaining compatibility with college admissions and state scholarship systems that rely on traditional GPAs. It mitigates the risk of poor implementation by providing a dual system that satisfies res...

#7 E · Adopt a hybrid model where teachers report both a standards-based mastery score and a traditional letter grade/GPA for transcript purposes. 1536 dims

This option addresses the board's immediate deadline while balancing the tension between reporting accuracy and college admissions requirements. By providing both mastery scores and letter grades, the district ensures parents receive detailed feedback without ...

Timings

Stages

Sampling4997 ms
Embedding652 ms
Signals10 ms
PPV1 ms

Errors

Agent and Round Errors

No errors recorded.