Disability employment gap for people with some or severe activity limitation

It belongs to Social Protection and Equality of Opportunity, the part of the welfare catalog concerned with income security and access to benefits across age, disability, employment, and household circumstances. The exact stored unit is percentage points, the geographic presentation is global, the data publisher is Eurostat, and the immutable numerical identity is EUROSTAT hlth_dlm200 The preliminary catalog candidate 98 is reconciled to the exact official series “Disability employment gap for people with some or severe activity limitation” in percentage points. This is a deliberate canonical correction: the database title names what the values actually measure, while the input wording remains in the reconciliation and audit trail. No hidden proxy label, fallback series, or silently substituted denominator remains. For catalog item 98, the provider definition is: Disability employment gap by level of activity limitation and sex (source EU-SILC). Factrail retains only observations matching freq=A|levlimit=SMSEV|sex=T|unit=PC_PNT. The exact Eurostat dimension codes and any disclosed arithmetic combination remain part of the immutable series identity. That definition controls the denominator, population, reporting instrument, and statistical meaning. This Indicator records an observed outcome; it does not assert why that outcome changed. Welfare assessment for item 98 uses lowerisbetter. Lower observations are treated as better welfare relative to the dated comparative reference. The direction applies to the stored official measure after the disclosed transformation, if any, rather than being inferred from an emotionally positive or negative title. No mathematical transformation is applied before persistence. Keeping title, series identity, unit, scope, transformation, and interpretation together prevents the record from mixing incompatible measurement concepts. The numerical observations for catalog item 98 were retrieved from Disability employment gap by level of activity limitation and sex (source EU-SILC) through https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/hlthdlm200?lang=en&sinceTimePeriod=2018&untilTimePeriod=2025&freq=A&unit=PCPNT&levlimit=SMSEV&sex=T (opens in a new tab). The provider landing page is https://ec.europa.eu/eurostat/databrowser/view/hlthdlm200/default/table?lang=en (opens in a new tab). The research package records the access date, exact dataset and series identifiers, dimension key freq=A|levlimit=SMSEV|sex=T|unit=PCPNT, unit, provider metadata, transformation, and yearly aggregation label. The bounded Source and Evidence records can therefore reproduce which numbers were used without treating a generic homepage as row-level proof. Measurement provenance for item 98 follows this provider method: Eurostat supplies harmonised country observations under one explicit dimension tuple. Factrail records a disclosed unweighted annual mean of reporting economies, and any sum or ratio uses only components from that same dataset, year, country, and unit. 2018 combines 38 reporting economies; 2019 combines 37 reporting economies; 2020 combines 36 reporting economies; 2021 combines 34 reporting economies; 2022 combines 33 reporting economies; 2023 combines 33 reporting economies; 2024 combines 31 reporting economies; 2025 combines 29 reporting economies. The output keeps full numerical precision through NormalLine, deviation, and interpretation calculations. Display clients may round for readability, but the persisted value is not squeezed into a zero-to-one score and is not rounded before calculation. The item 98 NormalLine starts on 2018-01-01 at 20.1 percentage points. 25th percentile of provider-published reporting-economy observations in the selected series and dimensions. The calculation keeps the source unit, dimensions, and transformation fixed and is a comparative reference rather than an invented statutory target. For zeroisnorm, the value is exactly zero and is never relaxed because non-zero observations are common. For every item 98 point, normallinevalue copies that dated line and deviationfromnormal is stored in raw-unit terms as observation minus NormalLine. Arithmetic sign and welfare sign are separate. A positive raw deviation is adverse for lowerisbetter, favourable for higherisbetter, and adverse above zero for zeroisnorm. The custom governance score retains its provider scale and uses the public methodology explanation rather than title sentiment. The complete retained sequence is 2018: 24.6552631579 percentage points; 2019: 25.1351351351 percentage points; 2020: 25.4444444444 percentage points; 2021: 25.1205882353 percentage points; 2022: 25.3060606061 percentage points; 2023: 25.4454545455 percentage points; 2024: 27.1032258065 percentage points; 2025: 26.9103448276 percentage points. The first observation is 24.6552631579 percentage points in 2018 and the latest is 26.9103448276 percentage points in 2025. The absolute change is 2.2550816697 percentage points, equivalent to 9.1464514301% of the absolute starting level. The minimum observed value is 24.6552631579 percentage points, and the maximum is 27.1032258065 percentage points. For catalog item 98, the latest observation differs from the NormalLine by 6.8103448276 percentage points and is classified as negative under lowerisbetter. That classification is a deterministic comparison, not a causal explanation or editorial verdict. A movement may reflect real change, altered reporting coverage, revised estimates, a changed survey frame, or several of those at once. There are 8 retained item 98 observations in the selected 2018-2025 research window. The retained observations satisfy the minimum temporal rule without interpolation, extrapolation, or forward filling. Missing years are absent observations, not zeroes. The sequence is intentionally irregular when the official source is irregular, because a smooth-looking line created by invented values would be methodologically false. The displayed global item 98 sequence has one consistent numerical identity: EUROSTAT hlth_dlm200 No second source series is spliced into a gap, no latest value is copied into a missing year, and no country-only observation is relabelled as a World value. If the source later adds or revises an observation, the update must arrive as a new reviewed research package with its own checksum and audit record. A defensible graph edge requires an existing Driver, direction, strength, lag, confidence, and Source/Evidence that supports the mechanism. The outcome series alone cannot establish that causal chain. For item 98, importance weight 0.8 is generated by indicator-importance-rubric-v1. Its five committed components are directness 0.85, population reach 0.75, persistence 0.9, effect on human capabilities 0.75, and overlap control 0.85. The formula weights them 0.35, 0.25, 0.20, 0.15, and 0.05, then rounds to the nearest 0.05. The value is deterministic and reproducible; it is not an intuitive score assigned while drafting prose. The 2018-2025 sequence for item 98 is too short for strong causal or structural claims. Cross-economy comparability can be affected by institutional definitions, survey coverage, modelled estimates, missing observations, classification practices, revisions, and unequal statistical capacity. A global aggregate or unweighted reporting-economy mean can also conceal distributional extremes and should not be used as an individual-level estimate. The item 98 NormalLine is a transparent comparative reference, not a claim that every jurisdiction has the same legal target or feasible frontier. The source may revise both historical points and metadata. Any later refresh must preserve the earlier Source, Evidence, checksum, and audit trail; it must not mutate the meaning of an already reviewed series identity.