Pharmacovigilance Specialist
Process incoming Individual Case Safety Reports (ICSRs)
What You Do Today
Receive AE reports from healthcare professionals, patients, literature — enter into safety database, code with MedDRA, assess causality, determine seriousness and expectedness
AI That Applies
NLP auto-extracts case details from unstructured reports (emails, faxes, call transcripts), codes MedDRA terms, and pre-assesses causality
Technologies
How It Works
The system ingests unstructured reports (emails as its primary data source. The processing layer applies the appropriate analytical models to the structured data, generating scored outputs that surface the most actionable insights. The output is a structured view that highlights exceptions, trends, and items requiring attention — available in the existing tools without switching systems.
What Changes
Case intake time drops from 30-45 minutes to 5-10 minutes; AI handles the data entry and coding, you focus on medical assessment
What Stays
You make the final causality assessment, determine seriousness, and decide if the case requires expedited reporting
What To Do Next
This section won't tell you what your numbers should be. It will show you how to find them yourself. Every instruction below produces a real, verifiable result in your organization. No benchmarks, no projections — just the steps to build your own evidence.
Establish Your Baseline
Know where you are before you move
Before adopting AI tools for process incoming individual case safety reports (icsrs), understand your current state.
Without a baseline, you can't measure whether AI actually improved anything. You'll adopt tools without knowing if they're working.
Define Your Measures
What to track and how to calculate it
Time per cycle
How to calculate
Measure how long process incoming individual case safety reports (icsrs) takes end-to-end today, then after AI adoption.
Why it matters
The most visible improvement is speed. If AI doesn't save time, question whether it's adding value.
Quality of output
How to calculate
Track error rates, rework frequency, or stakeholder satisfaction scores before and after.
Why it matters
Speed without quality is just faster mistakes. Measure both.
Start These Conversations
Who to talk to and what to ask
your VP Operations or COO
“Which of our current reports are manually assembled, and how much time does that take each cycle?”
They're prioritizing which operational processes to automate
your process improvement or lean lead
“What questions do stakeholders actually ask that our current reporting doesn't answer?”
They understand the workflow dependencies that AI tools need to respect
a frontline supervisor
“Which steps in this process are fully rule-based with no judgment required?”
They see the daily reality that AI tools need to fit into
Check Your Prerequisites
Confirm readiness before you invest
Check items as you confirm them.