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
These lead the portfolio homepage, in that order. Sports Rehab Intelligence is the connected research project. Its three component studies are nested under it, in atlas order, and counted with the other published projects below.
Evidence atlas · Reproducible release 1.0
Three studies, one connected research direction. The evidence atlas brings movement, training histories and recorded injury consequences together through 104 source-aware definitions, a compatibility map and reproducible Kaggle materials. Each component study keeps its own population and limits.
Case study · Live site · Code · Kaggle
Technical research pilot · event validation pending
A reproducible audit of a public running-kinematics dataset, with a 30-person engineering pilot and a metadata-only review of repeated-record label variability. A 2026 paper already reports cross-sectional classification on this source. This project focuses on cohort and temporal-definition readiness and keeps official event and cycle validation as an explicit gate.
Case study · Live site · Code · Kaggle dataset
Research study · Interactive site · Open data
Competitive Runners · Training History & Injury Risk. A longitudinal reanalysis of public competitive-running training histories: 74 masked athletes and 42,766 selected event windows, with temporal, athlete-disjoint and combined validation. The public site shows the trajectories, a modest predictive signal and the review burden.
Case study · Live site · Code · Kaggle
Reproducible research · Live site · Kaggle
The cost of being absent: 15,603 recorded absences across five European leagues, explored through a bilingual burden matrix, a recording-sensitivity audit, cited discussion and a public reproducibility release.
Case study · Live site · Code · Kaggle
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.
Case study · Live site · Code · Kaggle
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.
Case study · Private code
19 published projects, in the portfolio order. The three Sports Rehab Intelligence studies are nested under that project and included in the 19. Each name links to its case study.
9 projects. Screening, movement and measurement questions grounded in rehabilitation.
Sports Rehab Intelligence · Featured · Evidence atlas · Reproducible release 1.0
Three studies, one connected research direction. The evidence atlas brings movement, training histories and recorded injury consequences together through 104 source-aware definitions, a compatibility map and reproducible Kaggle materials.
Case study · Live site · Code · Kaggle
Component studies, in atlas order:
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Running Injury Clinic · Technical research pilot · event validation pending
A reproducible audit of a public running-kinematics dataset, with a 30-person engineering pilot and a metadata-only review of repeated-record label variability. Official event and cycle validation stays an explicit gate.
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Competitive Runners · Training History & Injury Risk · Research study · Interactive site · Open data
A longitudinal reanalysis of public competitive-running training histories: 74 masked athletes and 42,766 selected event windows, with temporal, athlete-disjoint and combined validation. The public site shows a modest predictive signal and the review burden.
Case study · Live site · Code · Kaggle
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Football Injury Burden · Reproducible research · Live site · Kaggle
15,603 recorded absences across five European leagues, explored through a bilingual burden matrix, a recording-sensitivity audit and a public reproducibility release.
Case study · Live site · Code · Kaggle
HBEDB Postural Sway · Reproducible research · Participant-level analysis · Kaggle
How vision and support surface change quiet-stance postural sway: closing the eyes added 0.65 cm/s more mean COP velocity on foam than on a firm surface in 158 participants with all four conditions. Includes reproducible analysis, participant-level inference and explicit clinical limits.
Case study · Code · Kaggle derived outputs
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.
Case study · Live site · Code
ACL sEMG Robustness · Featured · 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.
Case study · Live site · Code · Kaggle
Chronic Low Back Pain in Saudi Arabia · Live report · ES, EN and AR
A public trilingual report on chronic low back pain in Saudi Arabia. The 2026 national guideline stratifies risk and limits imaging, and none of its 11 questions says how much exercise to prescribe. The page sets that gap next to international dose guidance and states where the evidence is thin.
Case study · Live site · Code
Pain Neuroscience Education · Live site · ES and EN · Kaggle
A rehabilitation project on pain neuroscience education: what the method is, how it is dosed, and which effects remain when the comparator is another active education. Public materials are a bilingual method site, a Kaggle dataset with its notebook, and a Lab note.
Case study · Live site · Code · Kaggle
3 projects. Individual goals, repeated measurements and adaptive health products.
ADAPTY · Active startup · Customer discovery
An adaptive health startup in customer discovery through Misk Launchpad, with a manual pilot planned.
ADAPTY Body Composition · MVP · Synthetic demonstration data
Tracks body-composition changes against individual goals and generates reports for coaches and clients. The public MVP uses synthetic data.
Wearable Exercise Physiology · Research prototype · Live site · Kaggle
What a wrist wearable records during stress, aerobic cycling and sprints: outcome-blind signal quality, participant-level statistics and machine learning tested on unseen people.
Case study · Live site · Code · Kaggle
4 projects. Service coordination, attendance, retention signals and business decisions.
Multi-site Physiotherapy Platform · Featured · 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.
Case study · Private code
Kumo vs LightGBM on a Fictional Premium Gym · Hypothesis test · GitHub · Kaggle
On invented data, Kumo Tabular ties a trained LightGBM on churn, revenue and visits when it gets the prepared feature table (ROC AUC 0.776 vs 0.786). On the raw relational tables, Kumo is clearly behind (0.696).
Case study · Code · Kaggle dataset
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.
Case study · Live site · Code · Kaggle
OGDT Member Behavior · Research prototype · Live site · Kaggle
A paid month is not a visited month: 30.4% of 84,251 regular member-months recorded no visit. Reproducible monthly attendance metrics from a real historical club archive, with a public Kaggle notebook and an interactive site.
Case study · Live site · Code · Kaggle
1 project. Human-supervised tools for working with clinical evidence.
PhysioFlow · MVP · Human-supervised research workflow
A six-agent workflow supporting literature search and evidence synthesis. Screening decisions, meta-analysis and GRADE-related assessments need expert human review before research or clinical use.
1 project. Internal academies, team learning and professional development.
Physio Academy LMS · Functional prototype · Education demo
Structured education, lessons, evaluations and completion tracking across teams. The public demonstration uses fictional organizations and data.
1 project. Social media signals, audience research and content experiments.
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.
Case study · Live site · Code
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.
I use AI-assisted software development to translate clinical and operational knowledge into functional prototypes.
AI / LLMs
Research and analysis
Product development tools
Data
Deploy
- 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.
Living notes on the body, movement, data, and AI. Working knowledge, written as I study and build. A second brain, made public: The Lab
- 🌐 Portfolio: victor-gomez-portfolio.vercel.app
- 📊 Kaggle: kaggle.com/vctorandrsgmezlpez
- 🚀 ADAPTY: case study
- 💼 LinkedIn: linkedin.com/in/victorgomezadapty
- 📧 victor.gomez9518@gmail.com
- 📍 Riyadh, Saudi Arabia
Some repositories here are private. Pinned cards show stack and description, and access is available for reviewers on request.