Academic Partnerships | Disrupt The Loop

Academic Partnerships

Research Collaboration Opportunities

We seek academic partnerships to validate the vulnerability prediction framework through rigorous empirical research. This is an opportunity to contribute to novel interdisciplinary work at the intersection of psychology, philosophy, computer science, and institutional analysis.

What We Offer: Access to theoretical framework, co-authorship on publications, grant collaboration opportunities, and potential for significant scholarly impact in understudied domain.

What We Need: Empirical validation expertise, institutional resources, student research capacity, and commitment to ethical research principles.

Research Domains

Clinical Psychology

Research Focus: VI instrument validation, intervention efficacy trials, NAI outcome measurement, antifragility criterion testing

Ideal Partners: Faculty with trauma specialization, assessment development expertise, or RCT experience

Computer Science

Research Focus: NLP moral disengagement detection, VI algorithm development, DDI quantification systems, causal chain modeling

Ideal Partners: Faculty with NLP expertise, pattern recognition background, or computational social science experience

Philosophy

Research Focus: Philosophical coherence metrics, value sovereignty measurement, narrative identity assessment, theoretical refinement

Ideal Partners: Faculty specializing in identity theory, value philosophy, phenomenology, or applied ethics

Economics & Business Ethics

Research Focus: Institutional incentive analysis, procedural grinding quantification, profit optimization modeling, regulatory compliance

Ideal Partners: Faculty with behavioral economics expertise, organizational behavior background, or business ethics focus

Law & Public Policy

Research Focus: Evidence standards testing, regulatory applications, policy reform frameworks, systematic targeting demonstration

Ideal Partners: Faculty with insurance law, consumer protection, disability rights, or administrative law expertise

Sociology

Research Focus: Institutional power dynamics, procedural justice, systematic harm documentation, cultural variation in vulnerability

Ideal Partners: Faculty with institutional analysis, organizational sociology, or social inequality specialization

Collaboration Models

1. Joint Research Studies

Structure: Co-designed studies with shared PI responsibilities

Outputs: Co-authored publications, conference presentations, grant applications

Timeline: 2-5 years depending on study scope

Example: Longitudinal VI×DDI outcome prediction study with psychology department

2. Dissertation/Thesis Projects

Structure: Graduate students conduct empirical validation under faculty supervision

Outputs: Student thesis/dissertation, co-authored papers

Timeline: 1-3 years

Example: PhD student develops NLP models for EMM tactic detection

3. Grant-Funded Research

Structure: Joint applications to NSF, NIH, private foundations

Outputs: Multi-year research program, multiple publications, validated tools

Timeline: 3-5 years

Example: NSF-funded project validating complete framework (VI, DDI, interventions, outcomes)

4. Methodological Consultation

Structure: Faculty advise on specific methodological challenges

Outputs: Refined protocols, acknowledgment in publications

Timeline: Ongoing as needed

Example: Philosopher advises on philosophical coherence operationalization

Required Resources

Successful partnerships typically require:

Personnel

  • Faculty PI with relevant expertise (25-50% time commitment)
  • Graduate research assistants (1-2 students for larger studies)
  • Undergraduate research assistants (optional, for data collection)

Infrastructure

  • IRB approval process access
  • Participant recruitment channels (e.g., SONA systems, community partnerships)
  • Data collection facilities (labs, secure servers)
  • Computational resources (for NLP/algorithm projects)

Financial

  • Participant compensation (varies by study design)
  • Research assistant stipends
  • Software licenses, cloud computing costs (for technical projects)
  • Publication fees (open access preferred)

Funding Strategy: We pursue grant funding to cover costs. Unfunded pilot studies may be feasible with student thesis projects or course-embedded research.

Process Timeline

Step 1: Initial Inquiry (This form below)
Express interest and provide background information

Step 2: NDA Execution (1-2 weeks)
Review and sign NDA to access technical specifications

Step 3: Materials Review (2-4 weeks)
Study research synopsis, VI/DDI methodology, intervention protocols

Step 4: Consultation (1 meeting)
Discuss potential collaboration pathways, study designs, resource requirements

Step 5: Proposal Development (4-8 weeks)
Co-develop research proposal, IRB protocols, grant applications if applicable

Step 6: IRB Approval (2-4 months)
Submit to your institution’s IRB, address feedback, obtain approval

Step 7: Research Execution (Varies by study)
Data collection, analysis, publication

Partnership Benefits

For Faculty

  • Novel research area with publication potential in top-tier journals
  • Interdisciplinary collaboration opportunities
  • Grant funding possibilities
  • Real-world impact on institutional accountability and consumer protection
  • Student training opportunities (graduate/undergraduate mentorship)

For Institutions

  • Cutting-edge research in institutional manipulation and vulnerability prediction
  • Potential for high-impact publications
  • Interdisciplinary collaboration building across departments
  • Community engagement through advocacy partnerships
  • IP opportunities if validated tools commercialized (licensing agreements negotiable)

For Students

  • Thesis/dissertation topics with significant scholarly and practical relevance
  • Interdisciplinary research experience
  • Co-authorship opportunities on publications
  • Skills development (NLP, psychometrics, causal modeling, intervention design)
  • Professional networking with researchers, clinicians, advocates

Academic Partnership Inquiry

Next Steps After Submission:

  1. You will receive acknowledgment within 48 hours
  2. NDA will be sent for execution (if interest confirmed)
  3. Upon NDA execution, research materials will be provided
  4. Consultation scheduled after materials review

Questions? Email academic@disrupttheloop.com

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