{ "dataset": "Learning Outcomes & Skills Gap Dataset", "slug": "learning-outcomes-skills-gap-dataset", "publisher": "International Research Institute", "licence": "CC BY 4.0", "licenceUrl": "https://creativecommons.org/licenses/by/4.0/", "doi": "10.62371/iri.data.2026.006", "landingPage": "https://internationalresearchinstitute.org/data/learning-outcomes-skills-gap-dataset", "unitOfObservation": "country-cohort-year", "temporalCoverage": "2010–2025, annual", "spatialCoverage": "63 countries, with cohort tracking in a 19-country panel subsample", "lastUpdated": "2026-02-14", "variablesInFullDataset": 42, "recordCount": 288, "note": "Open sample extract of the Learning Outcomes & Skills Gap Dataset, released under CC BY 4.0 for reuse with attribution. Values are illustrative of the published series; the maintained dataset carries 42 variables and is also available in SPSS format on request. See the landing page for the full methodology and codebook.", "fields": [ { "name": "country", "description": "Country or territory name", "type": "string" }, { "name": "iso3", "description": "ISO 3166-1 alpha-3 country code", "type": "string" }, { "name": "cohort", "description": "Assessed learner cohort", "type": "string" }, { "name": "year", "description": "Assessment year", "type": "integer" }, { "name": "learning_score", "description": "Harmonised learning score (common scale, ~300–650)", "type": "number" }, { "name": "numeracy_score", "description": "Numeracy component (harmonised scale)", "type": "number" }, { "name": "literacy_score", "description": "Literacy component (harmonised scale)", "type": "number" }, { "name": "skills_gap_index", "description": "Assessed-vs-employer-required skills gap (0–100; higher = wider gap)", "type": "number" }, { "name": "employer_demand_index", "description": "Employer skills-demand index (0–100)", "type": "string" }, { "name": 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