Preisach hysteresis framing of latent worker utilities, estimated by margin-trained dual NN and XGBoost on price encodings, yields 0.799 AUC and supports simultaneous 21.3% wage-bill reduction plus 9.7 pp fill-rate gain on 36k gig transactions.
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Worker Utility as Hysteresis: A Preisach Model of Transaction Acceptance in Gig Labour Markets
Preisach hysteresis framing of latent worker utilities, estimated by margin-trained dual NN and XGBoost on price encodings, yields 0.799 AUC and supports simultaneous 21.3% wage-bill reduction plus 9.7 pp fill-rate gain on 36k gig transactions.