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WorldbyFlow for healthcare workforce planners

A shortage figure is a stock, a flow or a projection, and the plan that confuses them staffs the wrong year. WorldbyFlow states which each figure is and names its issuer with their stake, so the number at the top of your plan says what it measures.

Written for Plans clinical staffing at a system, association, or agency.·Runs in the Health domain

Start with this one

Where this fits in your week

Planning clinical staffing at a system, an association or an agency is numbers work in a field where the numbers are issued by parties with a position. The scans here treat them that way: a workforce read with measurement kind and issuer on every figure, the numbers on a topic with sources, the budget anatomy of the training programs that produce the workforce, a graded explanation when a rate moved, and a literature review on what actually retains people.

Lead scan

Clinical Workforce

3 credits · in-depth · about 2–4 min

Every shortage figure labeled as a stock, a flow or a projection and attributed to its issuer with their stake. The workforce read, honestly measured.

Try it on: a subject you already hold an opinion about, so you can grade the result against what you know.
4 more scans that fit this role

By the Numbers

2 credits

The figures on a workforce topic with each one's source and interpretation. The numbers page for the planning committee.

Try it on The US nursing shortage · Physician burnout · Rural hospital closures

Budget Anatomy

3 credits

The training and loan programs that produce the workforce, with every figure tagged by status. Where the pipeline money actually is.

Try it on Graduate medical education funding · The National Health Service Corps · Medicaid

Why It Changed

3 credits

A vacancy rate, a burnout rate or an application count moved. Candidate explanations graded against the record.

Try it on US nursing vacancies · Physician burnout rates · Medical school applications · Travel nurse pay

Literature Review

4 credits

What the research says about retention, ratios and burnout, disagreements included. The evidence behind the intervention you are proposing.

Try it on What retains nurses · Whether nurse ratios improve outcomes · What drives physician burnout
A working path

From a first run to a result you can hand over

The order matters. The first read gives you the structure; the next ones fill the parts that are hardest to source by hand.

01

Run Clinical Workforce on the role you plan for

Read the measurement labels. A shortage figure that says whether it is a stock or a projection is one you can plan against.

3 credits
02

Run Why It Changed on the rate that moved

The candidate explanations graded. The board wants a reason, and this gives it a basis.

3 credits
03

Run Literature Review on the retention intervention

What the evidence says works, and where it disagrees. The page under the proposal.

4 credits
04

Take it to the committee

Export the reads as PDFs for the workforce plan, or share them as pages the HR and clinical leads can open.

No credits.
The research bill for this path
3 + 3 + 4 = 10 credits · a Standard plan carries 20 a month
What comes back

A result whose claims carry their grades

Sourced, not asserted

Every figure and quote links to where it came from. A claim the scan could not source is marked as such rather than dressed up.

Verified or grounded
Reported or attributed
Contested
Open question

Ready to hand over

Export the reads as PDFs for the workforce plan, or share them as pages the committee can open with each figure's measurement kind shown.

Built to be argued with

Ask a follow-up question of any result, or run a Red Team pass that tries to break its own conclusions before someone else does. How the grades work →

See one

Research already published in this shape

U.S. Registered Nurse Workforce and Internationally Trained Nurses

Read the research →

The federal agency that models health workforce needs once projected a surplus of more than 340,000 registered nurses by 2025; its current cycle projects an 8% national nurse shortage in 2028 instead.

Clinical Workforce · August 12, 2026
Try it

Run Clinical Workforce on something you already know

The fastest way to judge the result is to pick a subject you know cold and read it against what you know. If a colleague sent you here with an invitation, the credits land on your account when you sign up.

Start with Clinical Workforce →Standard plan from $10/mo · 20 credits · all plans
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