Jonathan Hoch

PhD candidate in exercise physiology. Founder of Hoch Health & Wellness. Builder of systems that outlast the tools they run on.

GitHub Publications
Jonathan Hoch

Everything I do points at the same question: what is the best intervention for this person, right now, given what we actually know?

My education and efforts in science, coaching business, and consulting all work toward this end.

Why it matters: the healthspan gap.

Americans live longer than the global median but spend more of those extra years in reduced health. The gap between total life expectancy and healthy life expectancy is 12.5 years in the United States, against 9.3 years globally.

That gap is the thing I am actually working on. Not more years. More capable ones.

The healthspan gap: healthy life expectancy versus total life expectancy, WHO 2021

Built in R with ggplot2. Data: WHO HALE tables, 185 countries, 2021. Click through for the source code.

How I think about teaching and building.

My approach to any domain starts from the same conviction: knowledge is a system, not a collection of facts. You cannot hand someone a brick and expect them to envision a cathedral.

The job is to build the context in which understanding becomes possible. Constraints are not obstacles. They are productive tensions. A challenging problem, a defined structure, a set of rules that creates friction: these are the conditions where people discover things for themselves instead of being told.

That is true whether I am coaching a client through a movement pattern, designing a data pipeline, or building an AI workflow. The goal is always the same: create the architecture, then step back.

How I think

Assessment before prescription

In physiology, in coaching, in systems work: I do not assume. I identify the actual mechanism before proposing a solution.

Competence before autonomy

The goal is always to make myself unnecessary. Build genuine capability, then step away. Dependency is not a success metric.

Structure over motivation

Motivation fades. Systems persist. What you build into the environment compounds; what you rely on willpower for collapses under pressure.

Wonder and scrutiny together

Stand in awe of complexity. Also probe, test, and push back. One without the other produces either paralysis or credulity.

Three domains. One underlying question.

I have logged more than 8,000 hours coaching people through some of the most complex situations in human performance, including clients managing MS, COPD, cancer, rheumatoid arthritis, chronic pain, and rare metabolic conditions. These are systems built for real bodies under real constraints, not programs handed to healthy athletes.

In parallel, I am a PhD researcher in cardiovascular physiology, publishing peer-reviewed work on how the heart and autonomic nervous system adapt under stress, managing data from clinical trials funded by the NIH and American Heart Association, and building automated pipelines for analysis that used to require hours of manual work.

I built Hoch Consulting because three business owners came to me with the same problem: too much mechanical work, data going unused, and AI tools that kept changing under them. The answer I gave them was the same one I had applied everywhere else. Build a system around what matters, automate what does not, and make sure it lasts.

Research workflow before

Prism, Jamovi, LabChart. Manual analysis, copy-paste between files, hours on tasks that should not require a PhD to execute.

Research workflow after

Python, R, CLI tools built from scratch. Reproducible pipelines, automated aggregation, time back for the work that only a researcher can do.

That same transition from manual execution to structured systems is what I help organizations build. The domain changes. The pattern does not.

Credentials.

Education

PhD in Exercise Physiology

Florida State University, 2024 to 2028 (expected)

BS in Exercise Physiology

Florida State University, 2018 to 2021

Certifications

Precision Nutrition Level 1 (PN1-NC)

NSCA Certified Personal Trainer

BLS Provider, American Heart Association

CITI: GCP, RCR, Research Study Design, Grant Writing

Active Life Professional with three specialties

Experience

Lead Research Software Developer

FSU Cardiovascular & Applied Physiology Lab, 2025 to present

Build the lab's open-source data pipelines (DXA, MSNA, NDSR) in Python and R. Automated workflows that replaced manual multi-file processing.

Research Assistant

FSU Cardiovascular & Applied Physiology Lab, 2024 to present

NIH and AHA funded. Lead coordinator on the IMST clinical trial. DoD subcontract on MSNA responses to hyperbaria.

Founder and Head Coach

Hoch Health & Wellness LLC, 2022 to present

70+ clients globally. 31-month average engagement. Developed the Hoch Health Coaching Course and the PrecisionCoaching framework.

R&D Coach

Active Life LLC, 2022 to 2024

30+ clients with complex pathologies. Led development of the "Last Rx" coaching software. Wrote national curriculum for nutrition coaching scope of practice.

Publications

View on Google Scholar

Invited presentations

Florida Department of Law Enforcement, 2024

Leon County Sheriff's Department, 2024

Tallahassee Police Department, 2024

Florida Consolidated Dispatch Agency, 2023

FSU Strength and Conditioning Course, 2026

Ready to build something that lasts?

Describe what you are working on. You will get an honest response: what I see, whether there is a fit, and what it would take.

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