Gio Piantoni

My passion is to improve care outcomes for patients by guiding the digital transformation within the healthcare sector. My strengths include collaborating with stakeholders and multidisciplinary partners, and leading projects to achieve objectives. My expertise encompasses end-to-end product development, clinical validation, and regulatory compliance. I am particularly skilled in utilizing digital tools, with a strong affinity for Python, SQL, and LLM/GPT, and I am quick to learn and adapt to new technologies.

My Work Experience

My Education

My Skills

Product Development & Regulations

• Medical Device Design
  • Translating user needs into design inputs
  • Preparing traceability matrix for verification & validation (ISO 13485)
• Risk Management Preparation of severity / likelihood matrix and mitigation strategies (ISO 14971)
• Agile Scrum
  • Sprint planning
  • Morning stand-ups
  • Sprint retrospective
  • Epics
• Good Clinical Practices
  • BROK exam valid until 10 Feb 2025
  • Responsible for obtaining informed consent from patients and maintaining research data (ISO 14155)
• Compliance & Privacy Organization, de-identification, and anonymization of research data (for compliance with GDPR and HIPAA)

Analytical Skills

• Data Analysis Workflow
  • Planning
  • Extraction
  • Standardization
  • Visualization
  • Outlier detection
  • Dimensionality reduction (PCA, ICA, feature selection)
• Statistics
  • Linear and non-linear mixed-effects analysis
  • Longitudinal analysis
  • Survival Analysis
• Machine Learning supervised
  • OLS
  • Logistic regression
  • Support vector machine
  • Random forests
  • AdaBoost
• Machine Learning unsupervised
  • Cluster analysis
  • Gaussian mixture
  • t-SNE
  • Neural Networks
• Data Structuring
  • Design of relational databases of clinical and research data
  • Distributed computing

Coding Skills

• Python
  • numpy, scipy, pandas
  • scikit-learn
  • TensorFlow / keras
  • PyQt6, plotly
  • requests
  • ipython, jupyter
  • wonambi (analysis of electrophysiological data, primary developer)
• R
  • lme4, nlme
  • ggplot2
• Databases
  • MySQL, MariaDB
  • SQLite
  • Amazon S3
  • Azure SQL Data Warehouse
• Continuous Integration
  • Travis CI, CircleCI
  • Docker
• Distributed Computing
  • Server administrator of Amazon EC2
  • Azure Data Factory
• Collaborative Tools
  • Slack, MS Teams
  • git
  • Jira, Trello, Asana
  • Confluence, QMS documentation

Interpersonal Skills

• Mentorship & Leadership
  • Supervision of ~10 students
  • Representative of Ph.D. students
  • Chair of several task forces
• Collaborations Establishment and maintenance of collaboration with several institutes within the Netherlands, within Europe and in the US
• Stakeholder Management Integrate research requirements into clinical practice of doctors, clinical coordinators, and nurses
• Work under Stress Coordination of data acquisition in the operating room during open brain surgery

Communication Skills

• Writing
  • 20 academic articles in peer-review international journals
  • Standard Operating Procedures
  • API documentation
  • Tutorials
• Grants & Awards ~€60,000 received in personal grants, travel grants, and scholarships
• Oral Presentations
  • 15 oral presentations at international conferences
  • Guest lecturer on neuroscience to B.Sc. and M.Sc. students at Radboud University

About Me

• contact@gpiantoni.com
• https://github.com/gpiantoni
• https://www.linkedin.com/in/gpiantoni/
• https://pubmed.ncbi.nlm.nih.gov/?term=piantoni+g[au]