Round 99

University Micro-Credential Accreditation Strategy

A regional university aims to launch a suite of short-form micro-credentials to address immediate labor market gaps and generate new revenue. The goal is to maximize the speed of delivery and industry relevance while maintaining the institution's academic prestige and ensuring long-term credit portability. Constraints include a fixed budget for curriculum design and a faculty collective bargaining agreement that limits rapid course iterations. Decision-makers must weigh the speed of industry partnerships against the rigor of traditional peer-review processes.

Dashboard

Status

DECIDED

Winner

C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand.

Majority

C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand.

Duration

6294 ms

Topic

Options

C Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand.
2.35 of 3 PPV winner
A Industry-Co-Design Model: Outsource curriculum development to lead industry partners who define learning outcomes and assessment, while the university provides only the final certification and audit trail.
0.65 of 3
B Competency-Based Automated Pilot: Use an asynchronous, platform-centric delivery model with automated assessments, bypassing traditional faculty delivery to maximize scalability and lower costs for students.
0.00 of 3
D Hybrid Verified Badging: Adopt a third-party standard (like Open Badges) where learners earn micro-certificates for specific skills throughout existing courses, requiring zero new curriculum but significant administrative mapping of current content.
0.00 of 3
E Faculty-Led Governance: Require all micro-credentials to pass through existing departmental curriculum committees to ensure 1:1 equivalency with existing degree credits, prioritizing long-term academic rigor over speed to market.
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 near unanimous split agent disagreement

PPV

Top Influences

Claude Sonnet 5 · delegate 1.174
GPT 5.4 mini · delegate 1.174
Gemini 3 Flash Preview · delegate 1.000

Samples

Answer Distribution

Claude Sonnet 5 C: 8
GPT 5.4 mini C: 8
Gemini 3 Flash Preview A: 5 C: 3

PPV

Influences

Label Role Score
Claude Sonnet 5 delegate 1.174
GPT 5.4 mini delegate 1.174
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 0.0000.0000.174
GPT 5.4 mini 0.0000.0000.174
Gemini 3 Flash Preview 0.0000.0000.000
A 0.0000.0000.652
B 0.0000.0000.000
C 1.0001.0000.000
D 0.0000.0000.000
E 0.0000.0000.000

Embeddings

Sample Embeddings

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

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

Option C best balances the competing goals: it enables rapid, industry-relevant credentialing through a streamlined approval process while protecting the core academic brand and degree rigor by issuing CEUs rather than direct academic credits. This sidesteps t...

#1 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

Option C best balances the competing constraints: it enables rapid, industry-relevant curriculum development through a streamlined approval process (addressing the speed and faculty bargaining constraints), while the separate CEU designation protects the core ...

#2 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

Option C balances speed and industry relevance with academic prestige by isolating the new micro-credentials in a separate Professional Studies division, allowing streamlined approval without diluting the core degree brand or requiring full committee overhaul....

#3 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The Stackable Certificate Framework balances speed and industry relevance by creating a separate, streamlined approval process outside the slower faculty governance structure, while using CEUs to protect the core degree's academic prestige. This approach avoid...

#4 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

Option C best balances the competing priorities: it enables rapid, industry-relevant credential creation through a streamlined approval process while protecting the core degree brand and academic prestige by issuing CEUs rather than diluting formal academic cr...

#5 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The Stackable Certificate Framework balances speed and industry relevance by using a streamlined approval process separate from traditional degree governance, while CEUs (rather than academic credits) protect the core degree brand's prestige. This approach avo...

#6 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The Stackable Certificate Framework (C) best balances the competing priorities: it enables rapid, industry-relevant credential development through a streamlined approval process while protecting the core degree brand and academic prestige by separating CEUs fr...

#7 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The Stackable Certificate Framework directly resolves the core tension: it enables fast, industry-relevant curriculum development through a streamlined approval process (bypassing slow committee cycles) while protecting the university's academic brand by issui...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The university needs a model that speeds up launch and industry alignment without fully abandoning academic credibility or future credit portability. A stackable framework with a separate, streamlined approval path fits the need for faster delivery and revenue...

#1 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The best choice is the model that preserves academic prestige and allows long-term credit portability, while still creating a faster path than full departmental curriculum review. Option (C) does this by using a separate streamlined structure with CEUs, which ...

#2 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The best choice is the one that balances speed, industry relevance, and brand protection without forcing full traditional degree-credit approval. A separate Professional Studies / CEU pathway can move faster, work within tighter budgeting and faculty constrain...

#3 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The university wants a faster route to market with strong industry alignment, but it must still protect academic prestige and allow future credit portability. A stackable framework with a separate streamlined approval track best balances speed and brand protec...

#4 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The university needs a model that is fast, industry-relevant, and still protects prestige while preserving future portability. The Stackable Certificate Framework best fits because it creates a streamlined, separate pathway for short-form credentials, avoids d...

#5 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The university needs a model that is faster than full departmental curriculum approval, preserves prestige, and can still support eventual credit portability. A separate professional-studies structure with streamlined approval fits the need for speed and indus...

#6 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The university wants fast, industry-relevant offerings without fully sacrificing prestige or future credit portability, so the best fit is a model that separates the micro-credential pathway from the core degree structure while still allowing streamlined appro...

#7 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The best choice is the option that balances rapid industry responsiveness with institutional quality control and future portability. Option (C) creates a separate streamlined pathway for short-form credentials, which helps speed delivery and industry alignment...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

To maximize speed and industry relevance while preserving academic prestige and long-term credit portability, the university must navigate faculty constraints and the need for a streamlined process. Option (C) establishes a separate division with a specialized...

#1 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

To maximize speed and industry relevance while preserving academic prestige and navigating faculty constraints, Option (C) offers a balanced institutional structure. By creating a dedicated "Professional Studies" division with its own approval process, the uni...

#2 A · Industry-Co-Design Model: Outsource curriculum development to lead industry partners who define learning outcomes and assessment, while the university provides only the final certification and audit trail. 1536 dims

To balance speed to market and industry relevance with academic prestige and credit portability, the university must navigate institutional constraints like faculty agreements and budget limits. Option (A) ensures maximum industry alignment and fast delivery b...

#3 A · Industry-Co-Design Model: Outsource curriculum development to lead industry partners who define learning outcomes and assessment, while the university provides only the final certification and audit trail. 1536 dims

To select the optimal strategy, the university must balance speed-to-market and industry relevance with the constraints of faculty agreements and the need for credit portability. Option (A) directly addresses immediate labor market gaps by leveraging industry ...

#4 A · Industry-Co-Design Model: Outsource curriculum development to lead industry partners who define learning outcomes and assessment, while the university provides only the final certification and audit trail. 1536 dims

The university's core challenge is balancing rapid market responsiveness and industry relevance with the constraints of a faculty collective bargaining agreement and the need for long-term credit portability. Option (A) directly addresses the labor market gap ...

#5 A · Industry-Co-Design Model: Outsource curriculum development to lead industry partners who define learning outcomes and assessment, while the university provides only the final certification and audit trail. 1536 dims

To solve this decision, we must balance immediate industry relevance and rapid delivery with academic prestige and credit portability. Option (A) allows for maximum speed and industry alignment by outsourcing development, but it utilizes the university’s audit...

#6 C · Stackable Certificate Framework: Create a dedicated 'Professional Studies' division with a separate, streamlined approval process that issues 'Continuing Education Units' (CEUs) instead of academic credits, shielding the core degree brand. 1536 dims

The ideal strategy must balance speed to market and industry relevance with the institution's academic prestige and long-term credit portability. Option (C) addresses these needs by creating a streamlined, dedicated division to bypass slow governance (addressi...

#7 A · Industry-Co-Design Model: Outsource curriculum development to lead industry partners who define learning outcomes and assessment, while the university provides only the final certification and audit trail. 1536 dims

The decision requires balancing speed of delivery and industry relevance with the institution's prestige and long-term credit portability. Option (A) directly addresses immediate labor market gaps through industry co-design, which ensures maximum relevance whi...

Timings

Stages

Sampling5659 ms
Embedding627 ms
Signals8 ms
PPV0 ms

Errors

Agent and Round Errors

No errors recorded.