Round 75

University General Education Reform

Our mid-sized research university is redesigning its core undergraduate curriculum. The current model is criticized for being a 'cafeteria-style' checklist that lacks cohesion. The goal is to ensure students gain essential 21st-century competencies while maintaining timely graduation rates and respecting faculty departmental autonomy. Constraints include a maximum of 36 credit hours for the core and the need to serve both STEM and Liberal Arts majors effectively. Tradeoffs involve breadth versus depth, student choice versus structured rigor, and interdisciplinary integration versus departmental mastery.

Dashboard

Status

DECIDED

Winner

B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline.

Majority

B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline.

Duration

11122 ms

Topic

Options

B Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline.
1.71 of 3 PPV winner
C Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise.
1.29 of 3
A The Great Books & Logic Model: Implement a strictly prescribed sequence of primary text seminars and formal reasoning courses. This prioritizes a shared intellectual vocabulary and rigorous classical training over modern vocational specialization.
0.00 of 3
D Civic & Global Engagement Core: Focus the curriculum on experiential learning. Requirements are satisfied through a mandatory rotation of study abroad, community service-learning, and collaborative capstone projects tackling local urban challenges.
0.00 of 3
E Competency-Based Portfolio: Abolish specific course requirements in favor of a digital portfolio. Students must demonstrate mastery in eight core competencies (e.g., quantitative literacy, ethical reasoning) through any combination of coursework and extracurricular projects.
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

Gemini 3 Flash Preview · delegate 1.292
Claude Sonnet 5 · delegate 1.150
GPT 5.4 mini · delegate 1.106

Samples

Answer Distribution

Claude Sonnet 5 B: 7 C: 1
GPT 5.4 mini B: 6 E: 2
Gemini 3 Flash Preview C: 8

PPV

Influences

Label Role Score
Gemini 3 Flash Preview delegate 1.292
Claude Sonnet 5 delegate 1.150
GPT 5.4 mini delegate 1.106

Voting matrix

Constructed Delegation Matrix

To / From Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview
Claude Sonnet 5 0.0000.1500.000
GPT 5.4 mini 0.1060.0000.000
Gemini 3 Flash Preview 0.1060.1500.000
A 0.0000.0000.000
B 0.7890.7000.000
C 0.0000.0001.000
D 0.0000.0000.000
E 0.0000.0000.000

Embeddings

Sample Embeddings

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

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The Distributed Essential Skills model best balances the stated tradeoffs: it embeds universal competencies (writing, ethics, quantitative reasoning) directly within major coursework, preserving departmental autonomy and disciplinary depth while avoiding a blo...

#1 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

Distributed Essential Skills (B) best addresses the constraints: it embeds essential competencies directly within major coursework, respecting departmental autonomy while avoiding a bloated separate core, thus preserving credit-hour limits and timely graduatio...

#2 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

Distributed Essential Skills embeds core competencies directly into existing major curricula, preserving departmental autonomy while ensuring skills like writing and ethics are taught in relevant disciplinary contexts. This avoids adding extra standalone credi...

#3 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

Option B best addresses the stated goals: it preserves faculty departmental autonomy (since departments control implementation), avoids adding extra standalone credit hours (fitting the 36-credit constraint), and ensures cohesion by embedding skills directly i...

#4 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

The redesign must fix the "cafeteria-style" incoherence while respecting a 36-credit cap, faculty autonomy, and both STEM/Liberal Arts needs. Thematic Inquiry Clusters directly address the lack of cohesion by organizing gen-ed around integrated, multidisciplin...

#5 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The Distributed Essential Skills model directly resolves the "cafeteria-style" incoherence by weaving universal competencies into existing major curricula rather than adding a separate checklist, which preserves timely graduation within the 36-hour cap. It als...

#6 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

Option B best addresses the goal of ensuring essential competencies while preserving faculty departmental autonomy, since it embeds skills directly into major curricula rather than creating separate core courses that compete for credit hours. This approach als...

#7 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The Distributed Essential Skills model best satisfies the constraints: it preserves departmental autonomy by having each department integrate general education skills into their existing major curricula, avoiding additional credit-hour burdens and supporting t...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The curriculum needs a coherent core, broad transferable skills, and flexibility for both STEM and Liberal Arts students within a strict credit cap. The best fit is the model that directly embeds essential skills into majors, since it preserves departmental au...

#1 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The best fit is the option that keeps a clear core, supports both STEM and Liberal Arts majors, and preserves departmental autonomy while staying within a credit-hour limit. Option (B) does this by embedding essential skills into major tracks, which reduces th...

#2 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The key needs are a coherent core, clear 21st-century skills, flexibility for STEM and Liberal Arts, and respect for departmental autonomy within a tight credit limit. The best fit is the model that embeds essential skills inside major curricula, since it pres...

#3 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The curriculum problem emphasizes coherence, essential skills, and flexibility within a strict 36-credit cap while preserving departmental autonomy. The best fit is embedding core skills into the majors themselves, since that avoids a bulky standalone checklis...

#4 E · Competency-Based Portfolio: Abolish specific course requirements in favor of a digital portfolio. Students must demonstrate mastery in eight core competencies (e.g., quantitative literacy, ethical reasoning) through any combination of coursework and extracurricular projects. 1536 dims

The best fit is the option that preserves a coherent university-wide core while keeping credit hours limited and allowing flexibility across majors. A competency-based portfolio directly targets essential 21st-century skills, supports both STEM and Liberal Art...

#5 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The best fit is the option that preserves a structured core, keeps credit hours bounded, and still allows different departments to integrate skills into their own programs. Distributed Essential Skills does this by embedding universal competencies into major-s...

#6 E · Competency-Based Portfolio: Abolish specific course requirements in favor of a digital portfolio. Students must demonstrate mastery in eight core competencies (e.g., quantitative literacy, ethical reasoning) through any combination of coursework and extracurricular projects. 1536 dims

The most direct fit is the option that preserves a core curriculum while reducing the “cafeteria-style” checklist problem and keeping flexibility for different majors. A competency-based portfolio lets students demonstrate shared 21st-century skills across var...

#7 B · Distributed Essential Skills: Embed general education requirements directly into major-specific tracks. Rather than standalone 'core' classes, departments must redesign major curricula to explicitly teach and assess universal skills like writing and ethics within the discipline. 1536 dims

The best fit is the option that preserves a coherent core, covers essential competencies, and still lets different departments adapt the content to their own majors. Distributed Essential Skills does this by embedding writing, ethics, and other universal abili...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

The mid-sized research university requires a model that moves beyond a "cafeteria-style" checklist towards cohesion while respecting departmental autonomy and balancing STEM and Liberal Arts needs. **Option (C)** achieves this by providing a structured, themat...

#1 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

Option (C) addresses the "cafeteria-style" lack of cohesion while respecting the credit limit and the need for interdisciplinary integration. By grouping courses into multidisciplinary themes, it maintains structural rigor and depth without sacrificing the fle...

#2 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

Option (C) addresses the "cafeteria-style" problem by providing structured, interdisciplinary cohesion through theme-based clusters while remaining within the 36-credit constraint. It balances breadth and depth by requiring students to see a single issue throu...

#3 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

The best solution must resolve the "cafeteria-style" lack of cohesion while respecting the 36-credit constraint and balancing diverse majors. **Option (C)** provides a structured, interdisciplinary framework that ensures depth through thematic focus while allo...

#4 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

The best solution balances the need for interdisciplinary cohesion with the practical constraint of serving diverse majors without extending time to graduation. **(C) Thematic Inquiry Clusters** addresses the "cafeteria-style" criticism by providing a focused,...

#5 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

A mid-sized research university must balance disciplinary depth with cross-disciplinary cohesion while respecting departmental autonomy and credit limits. **Option (C)** addresses the "cafeteria-style" criticism by providing thematic structure and depth, yet i...

#6 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

This scenario requires a balance between cohesion, interdisciplinary integration, and respect for departmental autonomy within a 36-credit limit. **(C) Thematic Inquiry Clusters** addresses the "checklist" criticism by providing thematic focus, allows for inte...

#7 C · Thematic Inquiry Clusters: Replace traditional categories with five multidisciplinary themes (e.g., 'Climate Justice', 'Data & Society'). Students must take three courses within one chosen theme to ensure deep cross-disciplinary expertise. 1536 dims

Option (C) addresses the "cafeteria-style" lack of cohesion by creating structured, interdisciplinary pathways that ensure students see the connections between different fields. This model balances departmental autonomy with a unified intellectual experience, ...

Timings

Stages

Sampling10465 ms
Embedding646 ms
Signals10 ms
PPV1 ms

Errors

Agent and Round Errors

No errors recorded.