Scheduling

FTE and Fairness: Prorating Call for Part-Time Clinicians

Raw shift counts fail the moment a group has part-time providers. How to divide weighted call load by FTE so a 0.5 FTE clinician's burden is genuinely proportional.

June 29, 2026 · 7 min read

The moment a group has even one part-time provider, a shift-count-based schedule stops making sense. A 0.5 FTE physician working the same number of call shifts as a full-time colleague isn't equal treatment - it's the opposite, since it means their call burden relative to their actual clinical time is double everyone else's. The fix is proration, and it's simpler than most groups expect once the fairness math is set up correctly.

Why raw counts fail immediately with part-time providers

Take a group of four full-time providers and one at 0.5 FTE, splitting call evenly by headcount - five ways. The part-time provider now carries the same absolute call load as everyone else, but relative to their clinical time, it's twice as heavy. That's not a hypothetical edge case; it's the default outcome of any scheduling approach that treats "provider" as the unit instead of "provider-time."

The fix: divide weighted load by FTE

The correction is a single extra step layered onto the weighted-tally method: after computing each provider's weighted load (shift weight × weekend/holiday multipliers, summed), divide by that provider's FTE before comparing across the group. A full-time provider's weighted total gets divided by 1.0 (no change); a 0.5 FTE provider's weighted total gets divided by 0.5 (effectively doubling it for comparison purposes) - which correctly reflects that the same absolute number of shifts represents twice the relative burden.

Once every provider's number is expressed this way - weighted-load-per-FTE - the group's target becomes simple: keep that per-FTE number roughly equal across everyone, full-time and part-time alike. A 0.5 FTE provider should end up with roughly half the raw shift count of a full-time colleague, not an equal one.

Where this gets genuinely tricky

  • Uneven shift-type access - if your part-time providers only work weekdays, they may be structurally unable to take weekend or night shifts at all, which means the group's remaining full-time providers absorb 100% of those heavier-weighted shifts regardless of the FTE math. Track this separately; per-FTE fairness within a shift category matters as much as the aggregate number.
  • Very low FTE (under 0.2 or so) - dividing by a very small FTE number can produce a per-FTE figure that swings wildly from a single shift, making the metric noisy rather than useful. For genuinely minimal-time providers, some groups set a practical floor (treating anything under roughly 0.1 FTE as 0.1 for this calculation) to keep the math stable.
  • Changing FTE mid-year - if a provider's FTE changes (returning from leave, adjusting hours), their historical weighted load was computed against their old FTE. Recompute forward from the change date rather than retroactively rewriting history, and be explicit with the group about how the transition is being handled.

Setting it up once, not per schedule

The good news: once FTE-normalized fairness is built into how you compute the schedule, it doesn't need to be revisited shift by shift - it's a structural property of the math, not a manual adjustment. Every schedule after that point inherits it automatically, for every provider, including new hires the moment their FTE is recorded correctly.

Set each provider's FTE once and let the fairness math prorate call automatically - try it with your real roster.

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Common questions

Should part-time providers be excluded from weekend or holiday call entirely?

That's a group policy decision, not a math one - some groups do exclude part-time providers from the heaviest shift categories, in which case the remaining full-time group needs to absorb that gap explicitly and account for it in their own fairness expectations, rather than pretending the schedule is evenly shared.

Does FTE-based proration apply to residents?

Residency programs are typically full-time by structure, so FTE proration matters less there than in attending groups. It's most relevant for physician groups, NP/PA teams, and any setting with genuinely part-time clinical staff.

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