Round 26

Post-Secondary Vocational Integration

The regional education board must decide how to restructure the final two years of secondary education to address a 30% gap between vocational graduate skills and industry requirements. The goal is to maximize employability without compromising the academic foundation required for future university transitions. Constraints include a fixed 24-month timeline for implementation and a requirement that any change must be scalable across both urban and rural districts. Tradeoffs involve balancing immediate labor market readiness against long-term academic mobility and the fiscal burden on the public sector versus private industry.

Dashboard

Status

DECIDED

Winner

E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools.

Majority

E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools.

Duration

5090 ms

Topic

Options

E The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools.
1.89 of 3 PPV winner
B The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit.
1.11 of 3
A The Simulated Enterprise Path: Transform school facilities into 'teaching factories' that produce real-world goods or services for the local community. This maintains pedagogical control within the school while providing authentic work experience and reinvestable revenue.
0.00 of 3
C The Industry-Led Apprenticeship Model: Shift 60% of curriculum hours to employer-managed worksites. Industry partners receive tax credits to design specific technical assessments, prioritizing immediate job readiness over broad academic theory.
0.00 of 3
D The Liberal-Vocational Core: Mandate a new 'Applied Sciences' curriculum for all students regardless of track, integrating engineering principles into standard math and physics classes to elevate the prestige and foundational logic of vocational paths.
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

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

Samples

Answer Distribution

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

PPV

Influences

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

Voting matrix

Constructed Delegation Matrix

To / From Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview
Claude Sonnet 5 0.0000.0000.106
GPT 5.4 mini 0.0000.0000.106
Gemini 3 Flash Preview 0.0000.0000.000
A 0.0000.0000.000
B 1.0000.0000.000
C 0.0000.0000.000
D 0.0000.0000.000
E 0.0001.0000.789

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 · B · 1536 dims B 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 · 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 · B · 1536 dims B
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 · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

Option B best satisfies scalability across urban and rural districts (digital badges don't require costly physical infrastructure), directly preserves academic mobility via university-validated credit, and addresses the skills gap through union-validated compe...

#1 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

The Dual-Enrollment Competency Framework best balances the tradeoffs: it preserves academic mobility through university-recognized credit while ensuring industry relevance via trade union validation, and it's inherently scalable since it's digital and self-pac...

#2 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

The Dual-Enrollment Competency Framework best satisfies the core constraint of scalability across both urban and rural districts, since digital badges and modular credit units don't depend on physical infrastructure or commuting logistics. It also directly res...

#3 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

The Dual-Enrollment Competency Framework best balances the tradeoffs: it preserves academic mobility (university-validated credits) while closing the skills gap through union-validated mastery badges, and its modular digital structure is inherently scalable ac...

#4 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

The Dual-Enrollment Competency Framework best balances employability and academic mobility since digital badges validated by both universities and trade unions preserve transferability while allowing self-paced mastery. It scales more easily across urban and r...

#5 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

The Dual-Enrollment Competency Framework best balances employability and academic mobility since digital badges validated by both universities and trade unions preserve pathways to higher education while ensuring skills meet industry standards. It is inherentl...

#6 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

Option B best balances employability and academic mobility because its modular, mastery-based badges are simultaneously validated by universities and trade unions, preserving university transition potential while giving direct labor-market signals. It scales m...

#7 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

The Dual-Enrollment Competency Framework best balances the tradeoffs: it uses digital, modular badges validated by both universities and trade unions, so it preserves academic mobility while boosting employability, and it scales easily across urban and rural d...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

The most balanced option is the one that improves vocational skills quickly while preserving a standard academic curriculum for university transitions. The Hybrid Technical-Academic Hub centralizes expensive equipment and expert instruction, making it scalable...

#1 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

The best choice is the option that can close the skills gap quickly while still preserving a strong academic base and remaining scalable across urban and rural districts. The Hybrid Technical-Academic Hub does this by centralizing expensive vocational resource...

#2 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

The best choice is the one that most directly closes the skills gap while preserving academic continuity and remaining scalable in both urban and rural areas. The Hybrid Technical-Academic Hub uses regional centers to provide high-quality vocational training w...

#3 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

The best choice is the option that directly improves vocational skill alignment while preserving the academic curriculum needed for university transitions, and that can scale within a 24-month rollout. The Hybrid Technical-Academic Hub does this by centralizin...

#4 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

To maximize employability while preserving academic foundations, the best choice is the model that keeps a standard curriculum at home schools and adds concentrated hands-on vocational training without fully sacrificing academic mobility. The regional hub appr...

#5 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

The best choice is the one that improves vocational skills while preserving a standard academic base and can be rolled out quickly and consistently across districts. The Hybrid Technical-Academic Hub centralizes expensive equipment and expert instructors, maki...

#6 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

The best option is the one that improves vocational skills while still preserving the academic curriculum needed for university transition. The Hybrid Technical-Academic Hub does this by adding intensive hands-on training without replacing core academics, and ...

#7 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

The best option is the one that improves vocational skills, preserves the academic base for university transition, and can be scaled across districts within 24 months. The Hybrid Technical-Academic Hub does this by centralizing expensive equipment and expert i...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

Option (E) provides the most balanced approach by concentrating expensive technical resources for labor market readiness while preserving the academic foundation through a home-school curriculum. It addresses the scalability constraint by using regional hubs t...

#1 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

Option (E) offers the most balanced approach by providing high-quality industry-standard training while maintaining the necessary academic foundation for university transitions. It addresses the scalability and fiscal constraints by centralizing expensive spec...

#2 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

Option (E) offers the most balanced solution by addressing the skill gap through intensive, specialized training while preserving the academic foundation at home schools. It ensures scalability across both urban and rural districts via regional hubs, satisfyin...

#3 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

This decision requires balancing immediate employability with academic mobility, scalability, and a fixed 24-month timeline. Option (E) provides the most balanced approach by concentrating high-cost technical resources in regional hubs to ensure quality and sc...

#4 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

Option (E) offers the most balanced solution by addressing the skill gap through intensive, specialized training while preserving the academic foundation at home schools. It ensures scalability across diverse districts by centralizing resources into regional h...

#5 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

Option (E) provides the most balanced approach by allowing students to maintain their academic foundation while gaining access to specialized, high-cost technical resources that would be difficult to replicate in every school. This model is more scalable and f...

#6 E · The Hybrid Technical-Academic Hub: Concentrate specialized equipment and elite vocational faculty into regional 'excellence centers.' Students commute to these hubs for two days a week of intensive lab work while maintaining a standard academic curriculum at their home schools. 1536 dims

Option (E) offers the most balanced approach by physically integrating specialized industrial training with the existing academic framework, satisfying the goal of preserving university eligibility while addressing the skills gap. Unlike Option (C), it maintai...

#7 B · The Dual-Enrollment Competency Framework: Replace traditional grades with a mastery-based digital badge system validated by both universities and trade unions. This allows students to progress at their own pace through modular units that count as college credit. 1536 dims

The choice must balance immediate industry readiness with long-term academic mobility while ensuring scalability across urban and rural districts. Option (A) is limited by school resources, (C) risks academic mobility, and (D) lacks necessary hands-on depth, w...

Timings

Stages

Sampling4758 ms
Embedding320 ms
Signals11 ms
PPV1 ms

Errors

Agent and Round Errors

No errors recorded.