Carbon intensity of GDP (kg CO2e per 2021 PPP $)
It belongs to Environment and Living Conditions, the part of the welfare catalog concerned with environmental exposures, resource stewardship, waste, climate pressure, and liveable surroundings. The exact stored unit is kg CO2e per 2021 PPP $, the geographic presentation is global, the data publisher is World Bank,…
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 Environment and Living Conditions, the part of the welfare catalog concerned with environmental exposures, resource stewardship, waste, climate pressure, and liveable surroundings. The exact stored unit is kg CO2e per 2021 PPP $, the geographic presentation is global, the data publisher is World Bank, and the immutable numerical identity is WDI EN.GHG.CO2.RT.GDP.PP.KD#identity. The preliminary catalog candidate 107 is reconciled to the exact official series “Carbon intensity of GDP (kg CO2e per 2021 PPP $)” in kg CO2e per 2021 PPP $. 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 107, the provider definition is: Annual emissions of carbon dioxide (CO2), one of the six Kyoto greenhouse gases (GHG), from the agriculture, energy, waste, and industrial sectors, excluding LULUCF divided by the GDP in 2021 PPP $. 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 107 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 107 were retrieved from World Development Indicators (WDI) through https://data360api.worldbank.org/data360/data?DATABASEID=WBWDI&INDICATOR=WBWDIENGHGCO2RTGDPPPKD&timePeriodFrom=2018&timePeriodTo=2025 (opens in a new tab). The provider landing page is https://data.worldbank.org/indicator/EN.GHG.CO2.RT.GDP.PP.KD (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 107 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. 2018 combines 191 reporting economies; 2019 combines 191 reporting economies; 2020 combines 191 reporting economies; 2021 combines 191 reporting economies; 2022 combines 191 reporting economies; 2023 combines 189 reporting economies; 2024 combines 181 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 107 NormalLine starts on 2018-01-01 at 0.088477 kg CO2e per 2021 PPP $. 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 107 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: 0.247547 kg CO2e per 2021 PPP $; 2019: 0.24134 kg CO2e per 2021 PPP $; 2020: 0.239188 kg CO2e per 2021 PPP $; 2021: 0.237276 kg CO2e per 2021 PPP $; 2022: 0.230034 kg CO2e per 2021 PPP $; 2023: 0.224753 kg CO2e per 2021 PPP $; 2024: 0.220504 kg CO2e per 2021 PPP $. The first observation is 0.247547 kg CO2e per 2021 PPP $ in 2018 and the latest is 0.220504 kg CO2e per 2021 PPP $ in 2024. The absolute change is -0.027043 kg CO2e per 2021 PPP $, equivalent to -10.9243901158% of the absolute starting level. The minimum observed value is 0.220504 kg CO2e per 2021 PPP $, and the maximum is 0.247547 kg CO2e per 2021 PPP $. For catalog item 107, the latest observation differs from the NormalLine by 0.132027 kg CO2e per 2021 PPP $ 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 7 retained item 107 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 107 sequence has one consistent numerical identity: WDI EN.GHG.CO2.RT.GDP.PP.KD#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 107, importance weight 0.8 is generated by indicator-importance-rubric-v1. Its five committed components are directness 0.8, population reach 0.8, persistence 0.85, effect on human capabilities 0.75, and overlap control 0.8. 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 2018-2024 sequence for item 107 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 107 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