Online purchasers encountering fraud problems
It belongs to Digital Well-Being, Access, and Safety, the part of the welfare catalog concerned with meaningful connectivity, digital inclusion, online access, and the security of digital participation. The exact stored unit is percent of people who purchased online in the previous three months, the geographic prese…
How to read it
Readings above the normal line are worse than normal, so they plot downward here; readings below it are better.
Indicator & its drivers over time
About this indicator
It belongs to Digital Well-Being, Access, and Safety, the part of the welfare catalog concerned with meaningful connectivity, digital inclusion, online access, and the security of digital participation. The exact stored unit is percent of people who purchased online in the previous three months, the geographic presentation is global, the data publisher is Eurostat, and the immutable numerical identity is EUROSTAT isoceciprb21 Candidate 117 is broader or differently denominated than “Online purchasers encountering fraud problems” in percent of people who purchased online in the previous three months. Factrail stores this narrower source-defined measure, preserves the input wording in reconciliation, and makes no claim that the values measure the broader phrase. For catalog item 117, the provider definition is: Internet purchases - problems encountered (2021 onwards). Factrail retains only observations matching freq=A|indtype=INDTOTAL|indicis=IBFRA1|unit=PCINDBUY3. 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 117 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 117 were retrieved from Internet purchases - problems encountered (2021 onwards) through https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/isoceciprb21?lang=en&sinceTimePeriod=2018&untilTimePeriod=2025&freq=A&unit=PCINDBUY3&indtype=INDTOTAL&indicis=IBFRA1 (opens in a new tab). The provider landing page is https://ec.europa.eu/eurostat/databrowser/view/isoceciprb21/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|indtype=INDTOTAL|indicis=IBFRA1|unit=PCINDBUY3, 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 117 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. 2021 combines 37 reporting economies; 2023 combines 35 reporting economies; 2025 combines 37 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 117 NormalLine starts on 2021-01-01 at 1.48 percent of people who purchased online in the previous three months. 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 117 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 2021: 2.2924324324 percent of people who purchased online in the previous three months; 2023: 2.7208571429 percent of people who purchased online in the previous three months; 2025: 3.3437837838 percent of people who purchased online in the previous three months. The first observation is 2.2924324324 percent of people who purchased online in the previous three months in 2021 and the latest is 3.3437837838 percent of people who purchased online in the previous three months in 2025. The absolute change is 1.0513513514 percent of people who purchased online in the previous three months, equivalent to 45.861825044% of the absolute starting level. The minimum observed value is 2.2924324324 percent of people who purchased online in the previous three months, and the maximum is 3.3437837838 percent of people who purchased online in the previous three months. For catalog item 117, the latest observation differs from the NormalLine by 1.8637837838 percent of people who purchased online in the previous three months 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 3 retained item 117 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 117 sequence has one consistent numerical identity: EUROSTAT isoceciprb21 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 117, importance weight 0.8500000000000001 is generated by indicator-importance-rubric-v1. Its five committed components are directness 0.9, population reach 0.85, persistence 0.85, effect on human capabilities 0.8, and overlap control 0.9. 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. Candidate 117 is broader or differently denominated than “Online purchasers encountering fraud problems” in percent of people who purchased online in the previous three months. Factrail stores this narrower source-defined measure, preserves the input wording in reconciliation, and makes no claim that the values measure the broader phrase. The correction preserves all 120 catalog candidates as auditable inputs while refusing to fabricate a literal series that the selected official systems do not publish coherently. The resulting canonical Indicator may be narrower, differently denominated, or differently scoped than the preliminary phrase, and that difference is part of the record rather than hidden in a footnote. The 2021-2025 sequence for item 117 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 117 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.
Causal network
By the Factrail desk · Method: how we source and score · Last reviewed