Skip to main content
ACADEMIC & INSTITUTIONAL

UNLV Affinity Group Portfolio

Synthetic Entity: University Affinity Group Consortium (Synthetic)
81
OVERALL MYCELSCORE
This is a synthetic-data demonstration. All entity names, scores, indicators, and policies are illustrative and do not represent any actual institution, individual, property, or program. MycelScore produces explainable recommendations for human review — it does not produce decisions.
DOMAIN SCORES

Governance Health by Domain

INSTITUTIONAL READINESS
85

Strong governance, financial, and operational readiness across the affinity-group portfolio.

ENGAGEMENT INTELLIGENCE
79

Member engagement strong in 4 of 6 affinity groups. Two require outreach strategy refresh.

RESEARCH COMPLIANCE
88

IRB protocols current for all active studies. Data governance reviewed and compliant.

AI GOVERNANCE POSTURE
82

AI model registry complete. One model pending disparity audit before deployment.

TRIBAL DATA SOVERIGNTY
84

Data-sharing agreements honor Tribal sovereignty. Two agreements pending council review.

CROSS-DOMAIN IMPACT
77

Portfolio demonstrates measurable community impact. Outcome metrics need standardization.

KEY INSIGHTS

What the Scores Reveal

Research Compliance Excellence

All active IRB protocols are current and data governance has been reviewed — a portfolio strength.

Strength

Engagement Gap

Two of six affinity groups show declining member engagement. Outreach strategy refresh recommended.

Area for Growth

Pending Disparity Audit

One AI model in the registry has not completed disparity auditing — blocking responsible deployment.

Area for Growth

Tribal Council Review

Two data-sharing agreements await Tribal council review. Timeline impacts planned research start dates.

Watch Item
GAP ANALYSIS

Path to Readiness

Identified gaps between current state and readiness, with recommended remediation steps.

1
Disparity audit completion
AI Governance Posture
Complete disparity audit for pending model before any production deployment
High
2
Engagement strategy refresh
Engagement Intelligence
Revise outreach strategy for two underperforming affinity groups
Medium
3
Tribal council review
Tribal Data Sovereignty
Schedule Tribal council review sessions for two pending data-sharing agreements
High
4
Outcome metric standardization
Cross-Domain Impact
Adopt standardized outcome metrics across all six affinity groups
Medium
POLICY BINDINGS

Governing Rules Behind the Scores

Each indicator connects to the actual statutes, regulations, and internal policies that govern it.

Federal
Common Rule (IRB)

45 CFR 46 governs research compliance and human-subjects protection.

Federal
Tribal Self-Determination Act

Governs Tribal data sovereignty and data-sharing agreement requirements.

Internal
AI Model Registry Policy

Internal policy requires model registration and disparity audit before deployment.

Federal
FERPA

Governs student-record privacy in academic affinity-group contexts.

Internal
Engagement Standard

Internal policy defines minimum engagement metrics and outreach cadence.

Federal
NSF Data Management Plan

NSF requirements govern research data management and sharing.

Explore a Controlled Working Session

Mycelion offers controlled working sessions to explore how a governed, synthetic MycelScore demonstration could be scoped to an organization’s priorities.