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Pharmacy × Tech5 min read

Adverse drug reactions and postmortems: the same document

Pharmacovigilance invented the blameless postmortem decades before software. The reporting culture is what software is still building.

By Nzubechukwu Cyprian · Pharmacy student at UNN, full-stack developer

Generative cover art for the post “Adverse drug reactions and postmortems: the same document”

Software thinks it invented the blameless postmortem. Pharmacovigilance has been running that program for decades: adverse drug reaction reporting is a global system built on exactly one principle — if reporting punishes the reporter, the reports stop, and the next patient is hurt by a lesson nobody learned.

The structural parallels

The report is about the system, not the person. ADR reports ask: what drug, what dose, what patient context, what timeline — the conditions under which harm occurred. Nobody writes "Nurse Joy was careless." They write what made carelessness (or mere normalcy) dangerous. Modern SRE postmortems say the same thing: describe the system that allowed the failure.

Signals emerge from aggregates. One reaction report is noise; a pattern across hundreds is a signal that pulls a drug from the market. Incident reports work identically — one is an anecdote, a pattern is an architecture problem.

Underreporting is the silent killer. The known failure of pharmacovigilance: most reactions go unreported, so signals arrive late. Software has the same disease — most incidents go unlogged, so organisations re-learn the same lessons annually.

What I carry into engineering

I write incident notes as if a regulator will read them — conditions, timeline, contributing factors, no blame. And I fight underreporting where I can: the cheaper and safer it is to admit a failure, the faster the system learns. Both fields run on the same truth: a culture that shoots messengers develops message scarcity, and message scarcity is how preventable harm compounds.

Nzubechukwu Cyprian studies Pharmacy at the University of Nigeria, Nsukka and builds software, products, and AI experiments in between.