Germany Occupation Direct Crosswalk v1 (AI Changing Work, 2026-10-09)

This dataset has three layers with different terms. Only AI Changing Work's own contributions are licensed by AI Changing Work.

AI Changing Work's contributions to this dataset (the links, relation labels, match class, stage, consensus and status values, the ACW-DE-* codes and the nearest-occupation references) are licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/), to the extent AI Changing Work holds rights in them. O*NET®-derived codes and titles remain under the O*NET 31.0 Database license (CC BY 4.0) with the attribution below. KldB codes and titles are © Statistik der Bundesagentur für Arbeit and are included unchanged under the BA's terms of use: they may be stored and passed on with the source stated, but must not be altered, and use for commercial purposes requires the BA's permission. They are not licensed by AI Changing Work under CC BY.

O*NET attribution
This dataset includes information from the O*NET® 31.0 Database (https://www.onetcenter.org/database.html) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license (https://creativecommons.org/licenses/by/4.0/). O*NET® is a trademark of USDOL/ETA. AI Changing Work has modified all or some of this information: O*NET-SOC codes and titles are reproduced unchanged and paired with KldB occupation units by AI Changing Work's judgment; relation labels, statuses and the ACW-DE-* codes are AI Changing Work's additions. USDOL/ETA has not approved, endorsed, or tested these modifications.

KldB source
Source: Klassifikation der Berufe 2010 – überarbeitete Fassung 2020 · © Statistik der Bundesagentur für Arbeit · https://statistik.arbeitsagentur.de
English titles: German Classification of Occupations 2010 – Revised Version 2020 (translation: IAB — B. Christoph, B. Matthes, V. Nussbeck)
Quelle: © Statistik der Bundesagentur für Arbeit, Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. Die Verknüpfungen mit O*NET-Berufen sind eine eigene Zuordnung von AI Changing Work.
KldB codes, German titles and the Bundesagentur für Arbeit's English titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence. Listing KldB occupations as separate occupations with AI Changing Work codes, and any occupations listed as nearest, are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit classification or correspondence. The Bundesagentur für Arbeit does not endorse or sponsor this dataset.
Commercial use of the KldB parts requires the BA's permission. AI Changing Work's non-commercial operation does not exempt your use from this condition.
This version does not include the BA's KldB to ISCO-08 conversion key (Umsteigeschlüssel) or any ISCO-08 titles.

How to attribute (required when you share this data)
When you share this data (redistribute or publish it, or include it in other material, in original or adapted form): (1) credit "Germany Occupation Direct Crosswalk v1, AI Changing Work (https://aichanging.work/data/de-direct-crosswalk)" and state that AI Changing Work's contributions are licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/) while the KldB codes and titles are not; (2) indicate if you made changes to AI Changing Work's contributions; (3) keep the O*NET attribution above when you share O*NET-SOC codes or titles; (4) keep the KldB source above, unaltered, when you share KldB codes or titles, including the English titles of the ACW-DE-* nodes. Any reasonable manner for your medium is fine. Internal use without sharing triggers none of these. CC BY 4.0 gives no permission to suggest that AI Changing Work, the Bundesagentur für Arbeit or USDOL/ETA is connected with, sponsors, endorses, or has granted official status to you or your use. This table is not a classification or correspondence produced or reviewed by the Bundesagentur für Arbeit; please do not present it as one.
Suggested citation: AI Changing Work (2026). Germany Occupation Direct Crosswalk v1 (KldB 2010 ↔ O*NET-SOC 2019). https://aichanging.work/data/de-direct-crosswalk. AI Changing Work's contributions licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/); KldB codes and titles © Statistik der Bundesagentur für Arbeit, not licensed under CC BY. This citation alone does not replace the O*NET attribution or the KldB source when you share O*NET-SOC or KldB codes or titles.