Groundwork solves the speed-versus-rigor dilemma in modern media through a two-tier publication standard: automated CI/CD mathematical regression testing for living decision utilities, paired with institutional Open Science archiving and external specialist review frameworks.
To protect institutional integrity and comply with international E-E-A-T standards, Groundwork publishes under collective organizational identifiers rather than synthetic individual credentials.
How we balance real-time regulatory accuracy with rigorous empirical reproducibility.
Applied to fast-moving financial benchmarks (mortgage rates, Treasury yields, FRED series), tax brackets, and regulatory codes that update regularly.
Applied to foundational synthesis reports, multi-variable engineering models, and deep comparative evaluations intended for permanent academic citation.
Domain researchers operating under our specialized Research Desks who maintain our calculation engines and editorial synthesis.
Senior Financial Modeling Fellow
Money & Wealth Strategy Desk
Mortgage refinance break-even math, debt elimination algorithms, and inflation-indexed tax bracket modeling.
Clinical Evidence & Meta-Analysis Fellow
Clinical Health Sciences Desk
Randomized controlled human trials, metabolic biomarker synthesis, and clinical protocol evaluation.
Biomarkers & Longevity Protocol Fellow
Clinical Health Sciences Desk
Physiological biomarker tracking (VO2 max, ApoB, fasting glucose), sleep architecture, and endurance metrics.
Building Systems & Structural Lifespan Fellow
Building Science & Energy Systems Desk
Residential mechanical systems, HVAC heat pump sizing (Manual J), roof lifespan economics, and thermal resilience.
Residential Electrification & Solar PV Fellow
Building Science & Energy Systems Desk
California NEM 3.0 export billing, battery storage dispatch arbitrage, and residential PV payback modeling.
Consumer Protection & Regulatory Fellow
Consumer Rights & Career Systems Desk
Statutory consumer protections, airline delay compensation liability, and vehicle total cost of ownership (TCO).
Career Leverage & Compensation Data Fellow
Consumer Rights & Career Systems Desk
Quantitative compensation benchmarking, regional cost-of-living arbitrage, and professional licensure pathways.
IoT Security & Digital Privacy Fellow
Digital Systems & Privacy Desk
Smart-home device telemetry, local data sovereignty, standby power dissipation, and home network encryption.
Algorithmic Accountability & Cloud Economics Fellow
Digital Systems & Privacy Desk
LLM token inference cost modeling, open-source model benchmarks, and algorithmic transparency architectures.
We believe decision platforms must be strictly accountable to reality. If you identify a mathematical edge case, outdated benchmark rate, or flawed amortization assumption in any of our 20 decision calculators, we invite you to inspect the source and submit an issue or PR to our open repository.