Making sure everyone counts — because everyone counts.

We support both data repair and relational repair — because systems fail people in more than one way.

This page, the work and myself are continually in progress. We readily accept feedback.

🧭 Choose Your Path

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👇 Start by choosing what kind of work you’re looking for; or not.

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📊 Equity-Centered Analytics & Research

Data design, unstructured response analysis, bias audits, and regulatory conversions

• Demographic framework development (e.g., IPEDS, LSC, IOLTA)
• Survey design & inclusive item testing
• data decolonization and anti white supremacist methodologies full cycle
• Mixed methods research & one-hot encoding workflows
• Data visualization & storytelling (e.g. Python, Biorender)

👉 Go to Research & Analytics

🫱 Workplace Relational Ecology & Facilitation

Meeting Rehab, Dialogue, Inventory, and systems healing

• Meeting redesign and standing agenda practices
• Group Inventory: inventory-based accountability process