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air-quality

Population-weighted PM2.5 air pollution exposure (global)

It belongs to air-quality, the part of the welfare catalog concerned with environmental exposures, resource stewardship, waste, climate pressure, and liveable surroundings. The exact stored unit is micrograms per cubic metre (annual mean, population-weighted), the geographic presentation is global, the data publishe…

current value32.9micrograms per cubic metre (annual mean, population-weighted)
Worse than normalDeclining(+0.14)
GlobalAbove normal = worseimportance: 0.85unit: micrograms per cubic metre (annual mean, population-weighted)9 active driversUpdated Dec 2023

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 air-quality, the part of the welfare catalog concerned with environmental exposures, resource stewardship, waste, climate pressure, and liveable surroundings. The exact stored unit is micrograms per cubic metre (annual mean, population-weighted), the geographic presentation is global, the data publisher is World Bank, and the immutable numerical identity is WDI EN.ATM.PM25.MC.M3#identity. The preliminary catalog candidate 101 is reconciled to the exact official series “Population-weighted PM2.5 air pollution exposure (global)” in micrograms per cubic metre (annual mean, population-weighted). 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 101, the provider definition is: Population-weighted exposure to ambient PM2.5 pollution is defined as the average level of exposure of a nation's population to concentrations of suspended particles measuring less than 2.5 microns in aerodynamic diameter, which are capable of penetrating deep into the respiratory tract and causing severe health damage. Exposure is calculated by weighting mean annual concentrations of PM2.5 by population in both urban and rural areas. 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 101 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 101 were retrieved from World Development Indicators (WDI) through https://data360api.worldbank.org/data360/data?DATABASEID=WBWDI&INDICATOR=WBWDIENATMPM25MCM3&timePeriodFrom=2018&timePeriodTo=2025 (opens in a new tab). The provider landing page is https://data.worldbank.org/indicator/EN.ATM.PM25.MC.M3 (opens in a new tab). The research package records the access date, exact dataset and series identifiers, dimension key country=all, 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 101 follows this provider method: The World Bank world aggregate is retained when it exists for a year; otherwise Factrail records a disclosed unweighted mean of reporting economies for the same exact indicator code. The aggregation label on every point distinguishes those two cases. 2021 combines 200 reporting economies; 2022 combines 200 reporting economies; 2023 preserves the existing canonical observation and its original Source and Evidence. 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 101 NormalLine starts on 2021-01-01 at 5 micrograms per cubic metre (annual mean, population-weighted). The preserved canonical NormalLine is the WHO 2021 Air Quality Guideline annual mean for PM2.5 of 5 micrograms per cubic metre. For zeroisnorm, the value is exactly zero and is never relaxed because non-zero observations are common. For every item 101 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: 33.198827 micrograms per cubic metre (annual mean, population-weighted); 2022: 32.732143 micrograms per cubic metre (annual mean, population-weighted); 2023: 32.8723823733 micrograms per cubic metre (annual mean, population-weighted). The first observation is 33.198827 micrograms per cubic metre (annual mean, population-weighted) in 2021 and the latest is 32.8723823733 micrograms per cubic metre (annual mean, population-weighted) in 2023. The absolute change is -0.3264446267 micrograms per cubic metre (annual mean, population-weighted), equivalent to -0.983301689243% of the absolute starting level. The minimum observed value is 32.732143 micrograms per cubic metre (annual mean, population-weighted), and the maximum is 33.198827 micrograms per cubic metre (annual mean, population-weighted). For catalog item 101, the latest observation differs from the NormalLine by 27.8723823733 micrograms per cubic metre (annual mean, population-weighted) 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 101 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 101 sequence has one consistent numerical identity: WDI EN.ATM.PM25.MC.M3#identity. 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 101, importance weight 0.85 is generated by indicator-importance-rubric-v1. Its five committed components are directness 0.9, population reach 0.8, persistence 0.75, effect on human capabilities 0.85, 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. The 2021-2023 sequence for item 101 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 101 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

This indicator’s slice of Factrail’s verified causal web — the people, facts, drivers and welfare indicators it connects to. Select any node to trace a path.

By the Factrail desk · Method: how we source and score · Last reviewed