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Evidence

Emission factor register

Every factor this service can apply, with the value, who published it, which year it describes, and whether it has been checked against the primary source. 58 factors from 11 publishers, vintages 2014 to 2026.

How to read this

A factor converts an activity into kilograms of carbon dioxide equivalent. The value is reproduced at the publisher’s own precision. It is not rounded, because a rounded figure would disagree with the source a reader checks it against.

Vintage is the year the factor describes, not the year it was published or retrieved. A 2024 grid factor applied to 2024 consumption is correct; the same factor applied to 2022 consumption is not, and the engine records which was used on every entry.

Basis states what kind of figure it is. It describes scope, not quality:

  • measured — Measured at the source
  • regional — Published for this region
  • national — Published for this country
  • global — Applies everywhere — chemistry, not infrastructure
  • proxy_eeio — Spend-based proxy — an estimate, not a measurement

Verified means the value has been read against the publisher’s own document by a person. It is a statement about our checking, and it is separate from any status the publisher gives its own figure. Malaysia’s Energy Commission labels its Grid Emission Factor (Provisional). That word belongs to the Energy Commission and appears in the citation below. It does not mean the factor is unverified here.

44 of 58 factors are verified. An unverified factor cannot reach a published report: the claim gate refuses it, and the report endpoint returns a 409.

Unverified factors

These 14 have not been checked against a primary source. They are listed here, before the register itself, because a reader who discovers an undisclosed limitation discounts everything else on the page.

  • Laptops bought — All countries, 2026. Laptop cradle-to-gate embodied emissions, industry average
  • Desktop computers bought — All countries, 2026. Desktop workstation cradle-to-gate embodied emissions, industry average
  • Servers bought — All countries, 2026. Rack server cradle-to-gate embodied emissions, industry average
  • Phones bought — All countries, 2026. Smartphone cradle-to-gate embodied emissions, industry average
  • Tablets bought — All countries, 2026. Tablet cradle-to-gate embodied emissions, industry average
  • Monitors bought — All countries, 2026. Monitor cradle-to-gate embodied emissions, industry average
  • Printers bought — All countries, 2026. Printer / MFD cradle-to-gate embodied emissions, industry average
  • General waste — Singapore, 2026. No published SEFR figure. Value carried over pending a documented derivation.
  • Cardboard and paper packaging — Singapore, 2026. Cardboard and paper packaging, spend-based environmentally-extended input-output proxy
  • Plastic packaging — Singapore, 2026. Plastic packaging, spend-based environmentally-extended input-output proxy
  • Mixed packaging — Singapore, 2026. Mixed packaging, spend-based environmentally-extended input-output proxy
  • Cleaning and facility services — Singapore, 2026. Cleaning and facility services, spend-based environmentally-extended input-output proxy
  • Professional services — Singapore, 2026. Professional and business services, spend-based environmentally-extended input-output proxy
  • Other purchased goods — Singapore, 2026. General purchased goods, spend-based environmentally-extended input-output proxy

Registered is not the same as offered

A customer can select Malaysia or Singapore. Those are the countries this service supports.

The register below also lists factors for Thailand. They are published here because they exist and can be checked, not because the country is supported. Registering the factors is the first half of supporting a country. The second half is the region model, the rules about which activities refuse to fall back on a neighbour, and a person checking each number against its publisher.

Where a factor will not be substituted

Waste, water and grid electricity model a national process rather than a chemistry. Singapore incinerates its general waste; Malaysia landfills it. Applying one country’s factor to the other produces a plausible number that is wrong by a large margin, so resolution refuses instead. The activities held to that rule: Grid electricity, Grid electricity upstream, Waste food, Waste general, Waste plastics, Waste recycled, Water supply.

The consequence is visible in the product. A Malaysian business is never asked about waste, because there is no factor that could answer it.

Malaysia

9 factors.

ActivityApplies toValueVintageBasisSource
Electricity from the gridPeninsular0.74 kgCO2e/kWh2024regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Calculated by the Energy Commission from the National Energy Balance, Main Activity Producer generation only, Tier 1 emission factors.Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal. The published GEF includes generation from plants that may issue Renewable Energy Certificates, so it is a generation-weighted average rather than a residual mix. It is the correct factor for location-based Scope 2; a market-based figure would need contractual instruments instead.
Electricity from the gridPeninsular0.76 kgCO2e/kWh2023regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Calculated by the Energy Commission from the National Energy Balance, Main Activity Producer generation only, Tier 1 emission factors.Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.
Electricity from the gridPeninsular0.769 kgCO2e/kWh2022regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Calculated by the Energy Commission from the National Energy Balance, Main Activity Producer generation only, Tier 1 emission factors.Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.
Electricity from the gridSabah0.539 kgCO2e/kWh2024regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Calculated by the Energy Commission from the National Energy Balance, Main Activity Producer generation only, Tier 1 emission factors.Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.
Electricity from the gridSabah0.545 kgCO2e/kWh2023regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Calculated by the Energy Commission from the National Energy Balance, Main Activity Producer generation only, Tier 1 emission factors.Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.
Electricity from the gridSabah0.531 kgCO2e/kWh2022regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Calculated by the Energy Commission from the National Energy Balance, Main Activity Producer generation only, Tier 1 emission factors.Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.
Electricity from the gridSarawak0.199 kgCO2e/kWh2024regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Sarawak’s factor is taken by the Energy Commission from Sarawak Energy Berhad’s annual and sustainability reports, not from the National Energy Balance.Sarawak is hydro-dominated and roughly a quarter of the Peninsular factor. The gap is large enough that getting the region wrong is a reporting error, not a rounding one. Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.
Electricity from the gridSarawak0.206 kgCO2e/kWh2023regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Sarawak’s factor is taken by the Energy Commission from Sarawak Energy Berhad’s annual and sustainability reports, not from the National Energy Balance.Sarawak is hydro-dominated and roughly a quarter of the Peninsular factor. The gap is large enough that getting the region wrong is a reporting error, not a rounding one. Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.
Electricity from the gridSarawak0.199 kgCO2e/kWh2022regionalGrid Emission Factor (GEF) in Malaysia, 2022-2024 (Provisional), published 23 February 2026. Sarawak’s factor is taken by the Energy Commission from Sarawak Energy Berhad’s annual and sustainability reports, not from the National Energy Balance.Sarawak is hydro-dominated and roughly a quarter of the Peninsular factor. The gap is large enough that getting the region wrong is a reporting error, not a rounding one. Published as provisional statistics pending final endorsement by the Government of Malaysia. The Energy Commission states revisions, if any, are expected to be minimal.

Singapore

21 factors.

ActivityApplies toValueVintageBasisSource
Cardboard and paper packagingunverifiedSingapore0.00045 kgCO2e/SGD2026proxy_eeioCardboard and paper packaging, spend-based environmentally-extended input-output proxySpend-based proxy. Replace with supplier-specific data as soon as any supplier provides it — GHG Protocol prefers supplier data over spend.
Cleaning and facility servicesunverifiedSingapore0.00015 kgCO2e/SGD2026proxy_eeioCleaning and facility services, spend-based environmentally-extended input-output proxySpend-based proxy. Replace with supplier-specific data as soon as any supplier provides it — GHG Protocol prefers supplier data over spend.
DieselSingapore2.6597 kgCO2e/L2024nationalCombustion of Gas / Diesel Oil, 3,196.749 kgCO2e per metric ton (SEFR 2024), at density 0.832 kg/L
Electricity from the gridSingapore0.412 kgCO2e/kWh2023nationalGrid Emission Factor 2023, Energy Market Authority
Food wasteSingapore0.5697939 kgCO2e/kg2024nationalIncineration of food waste, SEFR 2024
General wasteunverifiedSingapore1.0017 kgCO2e/kg2026nationalNo published SEFR figure. Value carried over pending a documented derivation.PROVISIONAL as of 25 Sep 2026. SEFR was checked directly and publishes ELEVEN single-stream incineration factors — plastics 2.7624606, rubber and leather 2.0760606, wood 1.5707939, paper/cardboard 1.5304606, textile 1.4791273, nappies 1.0391273, garden and park 0.7311273, food 0.5697939, other 0.1114606, glass and metal 0.0124606 — and NO mixed, general or municipal category. This entry had cited SEFR for a number SEFR does not publish. 1.0017 is plausible as a composition-weighted blend but the weights were never recorded, so it cannot be reproduced. Either derive it from NEA published waste composition and record the weights here, or collect waste by stream and retire this activity. Incineration route either way: not transferable to landfilling jurisdictions, where methane dominates.
Grid electricity upstreamSingapore0.00207 kgCO2e/kWh2023nationalUpstream Fugitive Methane Emissions Factor, SEFR 2023Scope 3 category 3 — fuel and energy related activities not already in Scope 1 or 2. Read directly from SEFR while signed in, 25 Sep 2026: 2020 0.00212, 2021 0.00210, 2022 0.00202, 2023 0.00207. This entry has been wrong twice. It first carried the 2020 value under a 2022 vintage; it was then corrected to a 2023 vintage carrying 0.00202, which is SEFR's 2022 figure — the last two years transposed. SEFR's table does not sort by year and the year column sits off the right edge at a normal window width, so reading values down the column in order is how adjacent years get swapped. Match rows by year, not by position.
Mains waterSingapore0.5662 kgCO2e/m32023nationalPotable Water and NEWater, SEFR 2023
Mixed packagingunverifiedSingapore0.0005 kgCO2e/SGD2026proxy_eeioMixed packaging, spend-based environmentally-extended input-output proxySpend-based proxy. Replace with supplier-specific data as soon as any supplier provides it — GHG Protocol prefers supplier data over spend.
Other purchased goodsunverifiedSingapore0.00045 kgCO2e/SGD2026proxy_eeioGeneral purchased goods, spend-based environmentally-extended input-output proxySpend-based proxy. Replace with supplier-specific data as soon as any supplier provides it — GHG Protocol prefers supplier data over spend.
PetrolSingapore2.2952 kgCO2e/L2024nationalCombustion of Motor Gasoline, 3,080.7549 kgCO2e per metric ton (SEFR 2024), at density 0.745 kg/L
Plastic packagingunverifiedSingapore0.0006 kgCO2e/SGD2026proxy_eeioPlastic packaging, spend-based environmentally-extended input-output proxySpend-based proxy. Replace with supplier-specific data as soon as any supplier provides it — GHG Protocol prefers supplier data over spend.
Plastic wasteSingapore2.7624606 kgCO2e/kg2024nationalIncineration of plastics waste, SEFR 2024
Professional servicesunverifiedSingapore0.0001 kgCO2e/SGD2026proxy_eeioProfessional and business services, spend-based environmentally-extended input-output proxySpend-based proxy. Replace with supplier-specific data as soon as any supplier provides it — GHG Protocol prefers supplier data over spend.
RecycledSingapore0.05 kgCO2e/kg2026nationalVerified recycling route, near-zero attributable emissionsGRI 306-4 (diverted from disposal). Requires evidence of an actual recycling contract, not a bin label.
Staff commuting by electric carSingapore0.0618 kgCO2e/pkm2026nationalPrivate car, electric, per passenger-kilometre
Staff commuting by hybrid carSingapore0.1343 kgCO2e/pkm2026nationalPrivate car, hybrid, per passenger-kilometre
Staff commuting by motorcycleSingapore0.0834 kgCO2e/pkm2026nationalMotorcycle, per passenger-kilometre
Staff commuting by MRT or LRTSingapore0.0416 kgCO2e/pkm2026nationalMRT / LRT, per passenger-kilometre
Staff commuting by petrol or diesel carSingapore0.1732 kgCO2e/pkm2026nationalPrivate car, petrol or diesel, per passenger-kilometre
Staff commuting by public busSingapore0.0737 kgCO2e/pkm2026nationalPublic bus, per passenger-kilometre

Thailand

4 factors.

ActivityApplies toValueVintageBasisSource
Electricity from the gridThailand0.475 kgCO2e/kWh2022nationalGrid mix 2022-2024, CFO Scope 2, Emission Factor CFO (January 2026), Thailand Greenhouse Gas Management OrganizationCovers the reporting years 2022 onwards — TGO publishes a three-year grid mix rather than an annual figure, so the vintage is the first year of the range. Derived by TGO from the Thai National LCI Database (TIISMTEC-NSTDA) under LCIA method IPCC 2013 GWP 100a, AR5 basis. Probably includes transmission and distribution losses, which the GHG Protocol would place in Scope 3 category 3 for an end consumer; TGO designates the whole figure Scope 2 for organisational footprints and this follows that designation. Read from TGO 25 Sep 2026.
Electricity from the gridThailand0.4999 kgCO2e/kWh2016nationalGrid mix 2016-2018, CFO Scope 2, Emission Factor CFO (January 2026), Thailand Greenhouse Gas Management OrganizationCovers reporting years 2016 to 2021 — superseded from 2022 by the 2022-2024 grid mix. Still published by TGO alongside the current figure.
Grid electricity upstreamThailand0.0812 kgCO2e/kWh2022nationalGrid mix 2022-2024, fuel acquisition and transport for Scope 3, Emission Factor CFO (January 2026), Thailand Greenhouse Gas Management OrganizationScope 3 category 3 — acquiring and transporting the fuel burned to generate the electricity. Far larger than Singapore's equivalent (0.00207) because SEFR publishes only upstream fugitive methane, where TGO models the whole fuel supply chain. The two are not comparable and should not be reconciled. 0.475 + 0.0812 = 0.5562, which is the product-footprint figure TGO publishes alongside; do not register that as a third factor.
Grid electricity upstreamThailand0.0987 kgCO2e/kWh2016nationalGrid mix 2016-2018, fuel acquisition and transport for Scope 3, Emission Factor CFO (January 2026), Thailand Greenhouse Gas Management OrganizationCovers reporting years 2016 to 2021 — superseded from 2022.

All countries

24 factors.

ActivityApplies toValueVintageBasisSource
CharcoalAll countries0.19647 kgCO2e/kg2026globalCharcoal combustion, non-biogenic fractionBiogenic CO2 is reported separately from the Scope 1 total under GHG Protocol. This factor covers the non-biogenic fraction only.
Desktop computers boughtunverifiedAll countries500 kgCO2e/unit2026proxy_eeioDesktop workstation cradle-to-gate embodied emissions, industry averageReplace with the manufacturer Environmental Product Declaration where the supplier publishes one.
DieselAll countries2.6597 kgCO2e/L2026globalGas/Diesel Oil, 3,196.749 kgCO2e per metric ton at density 0.832 kg/L
Flights 3,000–6,000 kmAll countries0.195 kgCO2e/pkm2026globalEconomy class, 3,000–6,000 km, including radiative forcing uplift
Flights over 6,000 kmAll countries0.15 kgCO2e/pkm2026globalEconomy class, over 6,000 km, including radiative forcing uplift
Flights under 3,000 kmAll countries0.255 kgCO2e/pkm2026globalEconomy class, under 3,000 km, including radiative forcing uplift
Fuel oilAll countries2.6086 kgCO2e/L2026globalResidual Fuel Oil, 3,136.777 kgCO2e/t at density 0.832 kg/L
Laptops boughtunverifiedAll countries350 kgCO2e/unit2026proxy_eeioLaptop cradle-to-gate embodied emissions, industry averageReplace with the manufacturer Environmental Product Declaration where the supplier publishes one.
LPG (by volume)All countries1.643 kgCO2e/L2026globalLPG combustion, 2,987.208 kgCO2e/t at density 0.55 kg/L
LPG cylindersAll countries2.9872 kgCO2e/kg2026globalLPG combustion, 2,987.208 kgCO2e per metric ton
Monitors boughtunverifiedAll countries200 kgCO2e/unit2026proxy_eeioMonitor cradle-to-gate embodied emissions, industry averageReplace with the manufacturer Environmental Product Declaration where the supplier publishes one.
PetrolAll countries2.295 kgCO2e/L2026globalMotor Gasoline combustion
Phones boughtunverifiedAll countries70 kgCO2e/unit2026proxy_eeioSmartphone cradle-to-gate embodied emissions, industry averageReplace with the manufacturer Environmental Product Declaration where the supplier publishes one.
Printers boughtunverifiedAll countries150 kgCO2e/unit2026proxy_eeioPrinter / MFD cradle-to-gate embodied emissions, industry averageReplace with the manufacturer Environmental Product Declaration where the supplier publishes one.
R-134a refrigerant addedAll countries1301 kgCO2e/kg2014globalR-134a 100-year GWP, IPCC Fifth Assessment ReportQuantity is refrigerant mass leaked or topped up during the period, not the system charge.
R-22 refrigerant addedAll countries1760 kgCO2e/kg2014globalR-22 (HCFC-22) 100-year GWP, IPCC Fifth Assessment ReportQuantity is refrigerant mass leaked or topped up during the period, not the system charge.
R-32 refrigerant addedAll countries677 kgCO2e/kg2014globalR-32 100-year GWP, IPCC Fifth Assessment ReportQuantity is refrigerant mass leaked or topped up during the period, not the system charge.
R-404A refrigerant addedAll countries3943 kgCO2e/kg2014globalR-404A 100-year GWP, IPCC Fifth Assessment ReportQuantity is refrigerant mass leaked or topped up during the period, not the system charge.
R-407C refrigerant addedAll countries1624 kgCO2e/kg2014globalR-407C 100-year GWP, IPCC Fifth Assessment ReportQuantity is refrigerant mass leaked or topped up during the period, not the system charge.
R-410A refrigerant addedAll countries1924 kgCO2e/kg2014globalR-410A 100-year GWP, IPCC Fifth Assessment ReportQuantity is refrigerant mass leaked or topped up during the period, not the system charge.
R-507A refrigerant addedAll countries3985 kgCO2e/kg2014globalR-507A 100-year GWP, IPCC Fifth Assessment ReportQuantity is refrigerant mass leaked or topped up during the period, not the system charge.
Servers boughtunverifiedAll countries1200 kgCO2e/unit2026proxy_eeioRack server cradle-to-gate embodied emissions, industry averageReplace with the manufacturer Environmental Product Declaration where the supplier publishes one.
Tablets boughtunverifiedAll countries100 kgCO2e/unit2026proxy_eeioTablet cradle-to-gate embodied emissions, industry averageReplace with the manufacturer Environmental Product Declaration where the supplier publishes one.
Town gas or natural gasAll countries0.2023 kgCO2e/kWh2026globalNatural gas, derived from 2,695.416 kgCO2e/t at calorific value ~39.4 MJ/m3Billed in kWh by most utilities. Where a bill is in m3, convert using the supplier calorific value, not a default.

How these are used

The value applied to an entry is snapshotted onto that entry at the moment it is saved, together with the basis and how it was resolved. A figure in a published report therefore stays reproducible after this register changes. Where the register has since moved, the report’s factor appendix says so rather than hiding it.

The method in full, including what this service does not do, is on the methodology page.

Last reviewed 26 September 2026