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:
- You will receive acknowledgment within 48 hours
- NDA will be sent for execution (if interest confirmed)
- Upon NDA execution, research materials will be provided
- Consultation scheduled after materials review
Questions? Email academic@disrupttheloop.com