Personal services & repair

Supplementary Structure of Earnings Survey (VSE 2022)

Statistik Austria earnings survey — gross hourly medians for ISCO-08 51 (full-time, all genders). “Employees”: LFS/Mikrozensus (ISCO) with NACE weighting; pay: VSE sample — different survey bases.

Classification

AI impact rationale

Hairdressing, cosmetic treatments, and repair services require manual dexterity and direct client interaction. Digital task share limited to appointment scheduling and point-of-sale processing. No significant AI substitution potential for core service delivery.

Source, methodology, and reproducibility

Employment

Eurostat lfsa_egai2d (2024) · ISCO-08 51 · 265,100 employed

Survey

LFS/Mikrozensus AKE

NACE weight

21.0% · nama_10_a64_e · NACE S

Pay

VSE 2022 · ISCO-08 51 · €12/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