Medicine & Healthtech
How the body works, how care is delivered, and the data and devices reshaping both.
Training catalog: Medicine & Healthtech →
The Business Layer Clinicians Are Never Taught
Reimbursement, capacity, regulation and operations decide what care actually happens. Almost nobody working in healthcare is trained in them, including the people making the decisions.
Precision Medicine Needs More Interpreters Than Sequencers
Molecular testing capacity has grown faster than the capability to interpret and act on results. Where the constraint sits, which roles carry it, and what a program should build first.
Medical AI Does Not Fail on Accuracy. It Fails on Validation
Models that perform well in a paper perform differently in a hospital. Distribution shift, retrospective versus prospective evidence, and the workforce capability that catches the gap before deployment.
Regulation Is the Hard Part of Medical Device Engineering
Engineers arriving from other industries can build the device. What stops them is the evidence, documentation and risk framework the device has to live inside. That gap is trainable.
Interoperability Is a Staffing Problem Wearing a Technical Name
The standards exist and systems still do not talk to each other. The missing piece is people who understand clinical workflow, terminology and software at the same time.
Clinical Trials Run on People Nobody Recruits For
Trial delays are usually staffing delays. The roles that actually run studies are trainable from adjacent backgrounds, and almost nobody plans a pipeline into them.
The Biostatistics Gap Behind Most Health Data Mistakes
Confounding, selection effects and base rates cause more wrong conclusions in health data than any modelling choice. What epidemiological capability actually prevents, and who needs it.
Medication Safety Is a Workforce Problem
Medication error is one of the most studied sources of avoidable harm in healthcare, and most of it traces to understanding rather than carelessness. What pharmacology capability actually prevents.
Why Symptoms Are Not the Same as Mechanisms
Pathophysiology connects what a patient presents with to what is actually breaking. The capability gap shows up in triage, in clinical systems design and in every algorithm trained on symptom data.
The Layer Every Clinical and Device Role Assumes
Anatomy and physiology is assumed by every other role in healthcare and healthtech, including the engineering and data ones. What happens when it is missing, and who needs it.