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victorgomezadapty/README.md

Víctor Andrés Gómez López

Physiotherapist · Operations Leader · Health Data Builder

I work at the intersection of the human body, movement, and data. I turn signals from health, training, recovery and operations into clearer decisions for people and organizations.

Based in Riyadh 🇸🇦, working as a Personal Trainer and supporting the implementation, integration, and consistent delivery of physiotherapy services across three Optimo clubs (Armah Sports). Doctoral researcher in Physical Activity and Sport (PhD in progress, expected 2028). Founder of ADAPTY.

"I didn't leave physiotherapy to do technology. Physiotherapy is the reason the technology I build makes sense."

Full portfolio, case studies, and writing: victor-gomez-portfolio.vercel.app


🚀 Featured projects

Each name links to its full case study on the portfolio.

Project What it is Links
ACL sEMG Robustness
Research prototype · Live site · Kaggle
Same signal, different method, different answer. A reproducible study of how processing choices change bilateral sEMG ratios after ACL reconstruction, with an interactive bilingual site, a synthetic signal lab and public Kaggle notebooks. Live site · Code · Kaggle
Optimo Physio Platform
In production · Internal operations tool
From a separate Excel sheet per club to one integrated system for bookings, follow-up, clinical documentation and reporting across three fitness clubs. Private code
Gym Digital Twin
Functional prototype · Model under evaluation
Analysis of member frequency, behavioral churn risk, retention signals and business scenarios. Findings remain under observation; operational values stay private. Private code
Spine Diagnostic
Live MVP · Evidence-based screening
A bilingual MVP connecting back-risk screening with explainable summaries and recommendations. Its spine-age visualization is educational. Live site · Code

🧩 More projects

Project What it is Links
Wearable Exercise Physiology
Research prototype · Live site · Kaggle
What a wrist wearable really sees during stress, aerobic cycling and sprints: outcome-blind signal quality, participant-level statistics and machine learning tested on unseen people, with an interactive site and a public Kaggle notebook. Live site · Code · Kaggle
Class Capacity Lab
Research prototype · Live site · Kaggle
Booked vs. realized attendance in group classes: tenure-adjusted comparisons, an interactive bilingual dashboard and a literature-backed research agenda. Live site · Code · Kaggle
ADAPTY Body Composition
MVP · Synthetic demonstration data
Track body-composition changes against individual goals and generate reports for coaches and clients. Public MVP with synthetic data. Code
Physio Academy LMS
Functional prototype · Education demo
Structured education, lessons, evaluations and completion tracking across teams. Functional prototype with fictional demo data. Code
PhysioFlow
MVP · Human-supervised research workflow
A six-agent workflow supporting literature search and evidence synthesis, with expert human review required. Code
ADAPTY
Active startup · Customer discovery
An adaptive health startup in customer discovery through Misk Launchpad, with a manual pilot planned. adapty.global
Radar 30X
Live MVP · Social media research
An AI-assisted social media growth tool that gathers public topic signals, ranks them with explicit code-based weights and drafts audience-specific content ideas. Live site · Code

🎯 How I create value

Fourteen years across fitness, training, education and operations, complemented by physiotherapy, applied data and AI. I build human-supervised tools where domain knowledge, clinical reasoning and engineering need to work together.


🛠️ Tech I work with

I use AI-assisted software development to translate clinical and operational knowledge into functional prototypes.

AI / LLMs
Claude OpenAI Gemini DeepSeek

Research and analysis
Python pandas NumPy SciPy statsmodels scikit-learn Matplotlib Jupyter Kaggle

Product development tools
Next.js React React Native TypeScript FastAPI Astro D3.js

Data
PostgreSQL Supabase SQLModel Streamlit Power BI

Deploy
Vercel GitHub Pages GitHub Actions Render Railway


🎓 Selected credentials

  • PhD in Physical Activity and Sport, UNINI Mexico / FUNIBER (in progress, 2025 to 2028)
  • Master of Continuing Education in Data Science and Complex Data Analysis, UCAM, Spain (60 ECTS)
  • MSc Sports Rehabilitation and Training, EUNEIZ, Spain (90 ECTS)
  • AI for Medicine Professional Certificate, plus RAG and Agentic AI, DeepLearning.AI
  • Healthcare Management and Finance, University of Michigan
  • Les Mills International Master Trainer and Presenter for Latin America

Full list of degrees and certifications on my portfolio.


🧪 The Lab

Living notes on the body, movement, data, and AI. Working knowledge, written as I study and build. A second brain, made public: The Lab


📬 Find me


Some repositories here are private. Pinned cards show stack and description, and access is available for reviewers on request.

Pinned Loading

  1. adapty-body-composition adapty-body-composition Public

    FastAPI + Streamlit MVP for body composition tracking, progress classification, and coach and clinician-facing reporting. Portfolio project for physiotherapy and sports science.

    Python

  2. physioflow physioflow Public

    Six-agent research workflow that assists clinical literature search, study organization, screening, and evidence synthesis. Human-supervised.

    TypeScript

  3. spine-diagnostic spine-diagnostic Public

    Back pain risk assessment tool: multi-step questionnaire based on STarT Back, risk scoring, "spine age" visualization, and a B2B dashboard. React, Express, PostgreSQL. Bilingual (ES/EN).

    TypeScript