Data sources
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Data provenance

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Each record names the dataset owner, original page, capture date, and file fingerprint. Learning resources also show their latest link-check date, so you can tell saved evidence from a live page that may change later.

Generative AI and Jobs: A Refined Global Index of Occupational ExposureSource organization: International Labour Organization (ILO)Source ID: SRC-2026-07-14-ilo-wp140Captured SHA-256 file fingerprint: 9077761c72aabaa3c7ee70999ec5aa46a6afcf943b5fb01baa971f601d363ee9Open original source
ThaiMOOC online course catalogSource organization: Thailand Cyber University Project, Office of the Permanent Secretary, Ministry of Higher Education, Science, Research and InnovationSource ID: SRC-2026-07-14-thaimooc-coursesCaptured SHA-256 file fingerprint: 798b56663b8becc6341f3ce8cf371d7adea4a7d6d07659f81b5bbdb7020dba43Open original source
O*NET Skills 30.3Source organization: Employment and Training Administration, U.S. Department of Labor (ETA)Source ID: SRC-2026-07-14-onet-skillsCaptured SHA-256 file fingerprint: cb387171afbc976b40790aa79946d0ba7eeb667d7fbd5d7610b3e4da288506d4Open original source
Thai ISCO-08 occupation profiles and dutiesSource organization: National Statistical Office of Thailand (NSO)Use in Roongan: Checksum- and page-located Thai duty evidence for all 427 occupation profiles, Check, and Planner.Source ID: SRC-2026-07-28-nso-isco08-thai-profilesCaptured SHA-256 file fingerprint: 014909ada06967ec30ff896d4b3aac8480bdd5374de74d9810a58cdd50ba3127Open original source
ISCO-08 to 2010 SOC crosswalkSource organization: U.S. Bureau of Labor Statistics (BLS)Use in Roongan: First stage of the many-to-many occupation mapping, retaining partial matches and source rows.Source ID: SRC-2026-07-28-bls-isco08-soc2010-crosswalkCaptured SHA-256 file fingerprint: 833b8306bf44be110206c013825feb66d483fb541382050ebb30e2251a16b244Open original source
O*NET-SOC 2010 to O*NET-SOC 2019 crosswalkSource organization: National Center for O*NET Development, U.S. Department of LaborUse in Roongan: Connects older SOC codes to O*NET 30.3 data while preserving coverage and limitations.Source ID: SRC-2026-07-28-onet-soc2010-soc2019-crosswalkCaptured SHA-256 file fingerprint: 8f026a33134bfde5770308d1c6117cf70d9dd41c2b3467e6dd271d65bdeecc5aOpen original source
ESCO v1.2.1 Skill-Occupation Matrix TablesSource organization: European Commission, DG Employment, Social Affairs and InclusionUse in Roongan: Provides skill-group context for all 427 occupations while distinguishing 417 exact four-digit rows from ten broader official ISCO rows.Source ID: SRC-2026-07-28-esco-skill-occupation-matrixCaptured SHA-256 file fingerprint: 3e95435b50e80bcabd1be0ce4850983a39d6fb9ac531892b3b08d64e7e3dd917Open original source
Microsoft Learn for Power BISource organization: Microsoft Learn, MicrosoftUse in Roongan: Optional learning resources for data preparation, analysis, and Power BI reporting pathways.Source ID: SRC-2026-07-27-microsoft-learn-power-biLink last verified This provider page may change. Recheck language, pricing, enrolment conditions, and availability at the source.Open original source
Introduction to bookkeeping and accountingSource organization: OpenLearn, The Open UniversityUse in Roongan: An optional foundation resource for bookkeeping and double-entry accounting.Source ID: SRC-2026-07-27-openlearn-bookkeepingLink last verified This provider page may change. Recheck language, pricing, enrolment conditions, and availability at the source.Open original source

Interpretation limits

The ILO score describes where generative AI may assist with or perform parts of tasks. It does not predict individual job loss or provide personal career advice. Data from Thailand's National Statistical Office, Department of Employment, O*NET, and ThaiMOOC reflect captured source datasets and do not replace the latest information from each source organization.