The desk reviewed regulator materials, official technical documentation, carrier and supplier publications, recent industry reporting, job listings and podcast/video resources. Only directly relevant evidence is cited here; recruitment advertisements and marketing claims were not treated as proof of market-wide shortages, savings or production accuracy.
No matched carrier dataset was available to validate these score bands, establish peer rankings or prescribe a universal pilot size. Supplier documentation supports descriptions of stated features and processes—not independently verified outcomes. State examples and NAIC models are not a substitute for current, jurisdiction-specific legal analysis.