About

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About Me

Welcome! My name is Liz Stangenberg, MBA. I create value through my US AI market expertise and real life research resulting in extensive longitudinal dataset records in 3 major B2C and B2B LLM models. I0+ years of experience as an Operations Leader: conducting data analysis, standardizing cross-functional work, learning management systems, implementing new technology and managing transformation projects. I am an EU aligned transdisciplinary researcher, narrative futurist, and AI ethicist. I am the creator of CoEntangle, an open science initiative. I design public-benefit modular socio-technical (eco)systems and global standards that reduce profit-driven bias and strengthen epistemic integrity.

My passion for technology, culture, media literacy, ethics, philosophy, data integrity, quantum theory, statistical analysis, humans, and the planet led me to create SAIGE: a governance-forward tiered iterative AI solution for community building, learning, and collective intelligence. I am looking to relocate to the EU for to set up my operational base and legal incorporation, as the EU is best aligned with my values of governance, social impact, and planetary conservation.

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Proposals

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Snapshot

• Name: Liz Stangenberg (Systems Designer, Transdisciplinary Researcher, AI Ethicist, Narrative Futurist)

“AI, like humanity, is only as conscious, ethical, and collaborative as we allow it to be.”

• Open Science Initiative: CoEntangle (EU-oriented public-benefit initiative; legal entity pre-formation)
  • Programs:
  • Iterative AI Model Designs: SAIGE
    • SAIGEcompass: Gamified Media Literacy
    • SAIGEworld: Worldview Builder
  • International Standards Development:
    • Ethical AI Standards for planetary and human flourishing
    • Replicability standards for AI collaboration in Research
  • Data and Research:
    • Polycrisis and Democratic Failure in the US
    • Climate Model Analysis (i.e., Tipping Points, AMOC improvements)
    • Protocol for collaborative ethical AI restricting profit at the organization level
    • Novel worldview mapping framework for predisposition to bias research, and building perspective through narrative exploration of lived experience
    • Timestamped multi LLM longitudinal dataset with evidence of ethical whitewashing and bias in US AI due to political and profit pressure
• Planned relocation for ethical alignment : US → EU

Transdisciplinary Research Themes

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Project Proposal

Project Brief: The CoEntangle Initiative

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Partner Matching

• Coordinators seeking Cluster 2 partners for pilots, evaluation, dissemination, or governance work packages
• Universities/NGOs interested in hosting or affiliating a relocation-based PI/partner (social innovation aligned EU countries & innovation/research/university hubs)
• SSH/ethics partners with Cluster 2 alignment seeking replicability protocols, empirical AI datasets, or media literacy curriculum architecture

Partner Interest

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Partner Interest

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PARTNER AND PROJECT INTEREST

I am actively seeking to join a Horizon Europe consortium as a Partner / Lead Research contributor for the 2026/2027 work programmes.

I'm looking for an EU host institution (i.e., university, research institute, established NGO) in need of:

• novel empirical datasets on AI bias / governance under real-world conditions
• US AI democracy and ethics expertise
• media literacy and democratic resilience curriculum architecture
• systems design and evaluation rigor

to strengthen their proposals.

I am also seeking an institutional anchor to support my EU relocation and long-term NGO formation.

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Contact

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Contact information:

Elizabeth (Liz) Stangenberg

📩 [email protected]

🔗 linkedin.com/in/lizstangenberg

Sample data, research, and supporting documentation available by request:

• By Emailing [email protected] with subject: Horizon EU - Cluster 2 - Assets Request - “Your Last Name and/or Project Name”, or:
• Submit a request here

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Data privacy notice (EU)