Learning pathways built around real analytical outcomes
CDI resources are organized into four learning pathways. Each pathway helps you build, explain, document, and use your work to demonstrate capability.
Data Science
Build analytical workflows, visualizations, models, and reproducible reports.
Build core skill in data workflow: setup, load, clean, explore, visualize, and summarize.
Create clear plots, interpret patterns, and communicate analytical findings.
Learn applied ML workflows with evaluation logic, interpretation, and defensible model use.
Use schema thinking, SQL, joins, and analytics-ready datasets for reporting and ML.
Applied Bioinformatics
Work with omics data, interpret results, and connect analysis to biological meaning.
Diversity, ordination, comparisons, and interpretation using abundance tables and metadata.
QC logic, contrasts, differential expression, enrichment, and reproducible reporting.
Association testing, Manhattan/QQ plots, multiple testing, and careful interpretation.
QC, clustering, marker logic, annotation, and high-dimensional visualization.
Clinical & Medical Data
Evaluate evidence, interpret results, and support defensible clinical or medical claims.
Interpret evidence for safety, performance, and proportionate medical-device claims.
Structure and validate patient data to prepare for reliable clinical analysis.
Analyze patient cohorts and outcomes to identify patterns and clinical signals.
Translate clinical insights into structured decisions for care, evidence, and practice.
AI, Thinking & Decision Systems
Use AI responsibly to structure reasoning, improve workflows, and support better decisions.
A human-first guide to working with AI using judgment, verification, and clear reasoning.
Use AI to accelerate thinking while maintaining control, verification, and responsibility.
Move beyond outputs toward interpretation, claims, and decisions in real contexts.
Integrate human judgment and AI support into structured analytical workflows.
Career Growth & Applied Practice
Move beyond learning into real-world application, portfolio structure, and visible proof of capability.
A structured pathway from skills to opportunities through projects, portfolio, and clear communication.
Advanced practical guidance for learners ready to build systems, explain decisions, and document real work.
Build. Explain. Document. Demonstrate.
Start with a pathway that matches your goals, then use CDI mentorship when you are ready to turn learning into real-world execution.