The Missing Math in Scaling the Nursing Workforce: What Mapping Nursing Program Structures Reveals About Faculty, Preceptor, and Clinical Site Demand in North Carolina

North Carolina faces an annual nursing deficit despite significant education investments. A capacity mapping study across three community colleges reveals that clinical training generates 3 to 8 times more faculty and preceptor demand than classroom instruction, varying substantially by institution and week. Planning expansion without this operational precision risks new bottlenecks.

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Publication Details

Journal
North Carolina Medical Journal
Published
2026-06-30
DOI
https://doi.org/10.18043/001c.162763
Primary Topic
Nursing education and management
Type
article
Field-Weighted Citation Impact
0.00
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article

The Missing Math in Scaling the Nursing Workforce: What Mapping Nursing Program Structures Reveals About Faculty, Preceptor, and Clinical Site Demand in North Carolina

Vincent Ginski
North Carolina Medical Journal
Nursing education and management
article

The Missing Math in Scaling the Nursing Workforce: What Mapping Nursing Program Structures Reveals About Faculty, Preceptor, and Clinical Site Demand in North Carolina

Vincent Ginski
article en

Abstract

North Carolina faces an annual nursing deficit despite significant education investments. A capacity mapping study across three community colleges reveals that clinical training generates 3 to 8 times more faculty and preceptor demand than classroom instruction, varying substantially by institution and week. Planning expansion without this operational precision risks new bottlenecks.

North Carolina Medical JournalVol. 87(2)
Chamber of Deputies (IT)
Openalex Percentile: Top 8%
Nursing education and management
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