The PGR Loop
The complete cycle: Active Practice → Data Generation → Research Finding → Intellectual Property → Distribution → Monetization → Reinvestment → Economic Sustainability
Core Principles
The Practitioner as Subject
You are simultaneously the researcher, the research subject, and the instrument. This eliminates the distance between theory and practice. Every training session, every competition, every protocol iteration produces data.
Systematic Data Collection
Practice becomes research through disciplined observation and measurement. Findings emerge from patterns in the data, not from intuition. The methodology is reproducible and defensible.
Rapid Publication
Findings move from discovery to publication in weeks or months, not years. Ground Press serves as both distribution platform and credibility mechanism. No gatekeeping. No journal review delays.
Economic Sustainability
The research funds itself. Subscription revenue, corporate partnerships, and course licensing create a self-sustaining cycle. You are not dependent on grants, institutions, or external funding.
Direct Audience Access
Your research reaches practitioners and researchers directly. No intermediaries. No translation loss. The people who need your findings have immediate access to them.
Institutional Integration
PGR is compatible with academic partnerships, corporate sponsorships, and formal research collaborations. It doesn't replace institutional research—it complements and accelerates it.
The Five Stages
1. Active Practice
Disciplined, systematic engagement in your field. Training, competition, experimentation, protocol development. This is not casual practice—it is research-grade practice with measurement and documentation.
Example: A tennis player runs a structured 5-day training split with specific load parameters, recovery metrics, and technical precision measurements.
2. Data Generation
Systematic collection of signals from practice. Quantitative metrics (performance, recovery, biomechanics), qualitative observations (perceptual state, technical quality, psychological response), and contextual variables (environment, fatigue, stress).
Example: Session-to-session tracking of reference signal stability, opacity tolerance, and technical precision across training blocks.
3. Research Finding
Pattern recognition and hypothesis formation from the data. Findings are specific, named, and formally stated. They are grounded in the data, not in intuition or theory alone.
Example: "Finding 14: Creatine monohydrate supplementation improves session-to-session recovery of reference signal stability in aging athletes under high-intensity training load."
4. Intellectual Property & Distribution
Findings are formalized as publishable research, courses, protocols, or frameworks. Ground Press serves as the distribution platform. Your work reaches practitioners and researchers directly.
Example: Publish findings as research tours, develop a course on the Control Loop Framework, or license protocols to corporate partners.
5. Monetization & Reinvestment
Revenue from subscriptions, courses, and partnerships funds the next cycle of research. The system is self-sustaining. You are not dependent on external funding.
Example: Ground Press subscription revenue funds better equipment, coaching, and research infrastructure for the next phase.
Who This Is For
Academics
Researchers tired of waiting for institutional permission or grant funding. PGR lets you publish faster, reach practitioners directly, and fund your own work.
Elite Practitioners
Athletes, musicians, performers who want to formalize their knowledge and share it with others. Turn your practice into intellectual property and revenue.
Coaches & Consultants
Coaches who have developed proprietary methods and want to scale them. PGR provides the framework for documentation, publication, and monetization.
PGR vs. Traditional Research
| Dimension | Traditional Research | Practice-Generated Research |
|---|---|---|
| Funding | Grants, institutions, external | Self-funded through revenue |
| Publication Timeline | 18–36 months (journal review) | Weeks to months (direct publishing) |
| Audience | Academic peers (limited reach) | Practitioners & researchers (direct access) |
| Subject-Researcher Distance | Separated (external subjects) | Integrated (practitioner is subject) |
| Scalability | Limited by institutional capacity | Unlimited (digital distribution) |
| Institutional Compatibility | Primary model | Complementary (can integrate) |
A Living Example: The Unfinished Athlete
The Unfinished Athlete is a longitudinal n=1 autoethnographic study of aging athletic performance conducted in public. It demonstrates PGR in action:
- •Active Practice: Competitive tennis training and match play with systematic measurement of performance variables.
- •Data Generation: Session-to-session tracking of reference signal stability, opacity tolerance, and technical precision.
- •Research Findings: 14+ formally named findings on adversarial performance, aging, and the Control Loop Framework.
- •Distribution: Published through Ground Press, Substack, YouTube, and academic partnerships (UC Berkeley, Lund University).
- •Monetization: Ground Press subscriptions, courses, and corporate partnerships fund the research.
Practice-Generated Research is a methodology developed through The Unfinished Athlete research program.
Learn more at scottfelluss.com