Wholesale trade workers

Supplementary Structure of Earnings Survey (VSE 2022)

Statistik Austria earnings survey — gross hourly medians for ISCO-08 33 (full-time, all genders). “Employees”: LFS/Mikrozensus (ISCO) with NACE weighting; pay: VSE sample — different survey bases.

Classification

AI impact rationale

Order processing, inventory management, and customer relationship management are digital (Enterprise Resource Planning, Customer Relationship Management systems). Physical warehouse operations account for approximately 40%. AI automates demand forecasting, pricing, and procurement.

Source, methodology, and reproducibility

Employment

Eurostat lfsa_egai2d (2024) · ISCO-08 33 · 366,000 employed

Survey

LFS/Mikrozensus AKE

NACE weight

55.9% · nama_10_a64_e · NACE G46

Pay

VSE 2022 · ISCO-08 33 · €20.66/h median × 2080h × 1.17

Formula

hourly median × 2,080 h × 1.17 (13th/14th salary)

Pipeline

generate-occupations.ts · deterministic · OGD · 99 hypothesis-driven verification tests