RX INSIGHT

Articles

Drug transparency, explained.

Plain language breakdowns of how drug data works, what government databases actually contain, and what the numbers mean.

FDA LabelsFeb 2026

Why Most People Can't Read Their Own Prescription Labels

FDA drug labels are written for healthcare professionals, not patients. We break down what each section actually means and why the language matters.

VAERSJan 2026

VAERS Data Gets Misused Constantly. Here's How to Read It Right.

Anyone can submit a VAERS report, and a report alone doesn't prove a vaccine caused a side effect. Understanding how passive reporting works is critical before drawing conclusions.

RecallsJan 2026

The FDA Recall System Has Three Classes. Most People Only Hear About One.

Class I recalls grab headlines, but Class II and III happen far more often. What the classification actually tells you about risk.

Clinical TrialsDec 2025

What Happens in a Phase 3 Clinical Trial

Phase 3 is where a drug proves it works in large groups of people. But the process is more nuanced than 'it passed' or 'it failed.'

IngredientsDec 2025

Inactive Ingredients Aren't Always Harmless

Fillers, dyes, and preservatives can trigger allergic reactions in some patients. A look at which inactive ingredients to watch for and why they're in your medication.

Data InfrastructureNov 2025

How RxNorm Connects Every Drug Database in the Country

There's no single ID for 'ibuprofen' across government databases. RxNorm solves that by assigning each drug a universal concept identifier.

Adverse EventsNov 2025

The Difference Between an Adverse Event and a Side Effect

These terms get used interchangeably, but they mean different things. An adverse event is any bad outcome reported after taking a drug, whether or not the drug caused it.

PolicyOct 2025

Drug Pricing Transparency: What's Changed Since 2022

Recent federal rules now require hospitals and insurers to publish negotiated prices. How that data is shaping public awareness of drug costs.

FDA ProcessOct 2025

Why Some Drugs Get Approved Faster Than Others

The FDA has several accelerated approval pathways for serious conditions. Breakthrough therapy, fast track, and priority review each work differently.

Open DataSep 2025

Open Government Data Is Only Useful If People Can Actually Find It

The FDA, NIH, and CDC maintain dozens of public databases. The problem isn't access, it's discoverability. Most people don't know these resources exist.