Emergency Medicine Scheduling Benchmarks

A growing body of research into how emergency clinicians experience, evaluate, and are affected by scheduling.

Three complementary questions: how schedules work, what clinicians want, and how scheduling patterns affect fatigue and recovery.

Operations

How emergency medicine schedules work.

Purpose

Understand how emergency physician scheduling operates across different practice environments.

Operations

Nothing to vote on yet.

Preferences

What emergency clinicians want from a schedule.

Purpose

Understand what clinicians believe makes a good schedule — not simply what currently exists.

Preferences

Nothing to vote on yet.

Fatigue / Recovery

How scheduling patterns affect fatigue, sleep, and recovery.

Purpose

Understand how scheduling patterns influence fatigue, sleep, recovery, and sustainable clinical performance.

Fatigue / Recovery

Nothing to vote on yet.

Methodology

Always open

Benchmarks never close. Totals update continuously as new responses arrive.

Pooled sources

Combines seed counts from LinkedIn, Reddit, and ACEP Engage with responses collected here.

Milestone gated

Early trends viewable after 50 responses and stabilizes as a benchmark matures toward 250.

FAQ

Who can participate?
Any practicing emergency clinician. One response per benchmark, per person.
How is this different from the CAI validation study?
Benchmarks capture opinions and self-reported practice. The scheduling comparison study measures head-to-head preference between generated schedules.
When do results become a benchmark?
Distribution unlocks at 50 responses (Early Community Trends). At 250 combined responses, it graduates to a Community Benchmark.
Can I suggest a benchmark?
Yes — email hello@aiertechnologies.com with the question you'd like measured.