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GreenhouseGasEmissionsIntensitiesoftheSteelandAluminumIndustriesattheProductLevel
BrianP.FlanneryandJanW.Mares
Report24-13August2024
ResourcesfortheFuturei
AbouttheAuthors
BrianP.FlanneryisavisitingfellowatResourcesfortheFuture(RFF).Dr.FlanneryjoinedRFFin2012where
hecontinuesinvolvementinclimateandenergyissuesthatbeganwhenhejoinedExxon’sCorporate
Researchin1980.HeretiredfromExxonMobilCorporationin2011asScience,Strategy,andPrograms
Manager.AtExxon,heconductedandsupportedclimateresearch,andorganizedinternationalmeetingsonclimate-relatedscience,technology,economics,andpolicy.AsanobserverforindustryandcontinuingatRFF,hefollowedandreportedonIPCCassessmentsandnegotiationsundertheUNFrameworkConvention.At
Exxon,FlanneryplayedaleadershiproleincreatingtheJointProgramontheScienceandPolicyofGlobalChange(MIT)andtheGlobalClimateandEnergyProject(Stanford).
Flanneryhasservedonnumerouseditorialandadvisoryboards,amongthemStanfordUniversitySchoolof
EngineeringandAnnualReviewsofEnergyandEnvironmentandparticipatedinassessmentsbytheUSDOE(climatemodelingandscenarios),EPA(climateimpacts),andIPCCWorkingGroupIII.Heservedwithbusiness
associationsincludingtheInternationalChamberofCommerce(Vice-Chair,EnvironmentandEnergy
Commission),USCouncilforInternationalBusiness(Chair,InternationalEnergyWorkingGroup),andMajorEconomiesBusinessForum(Chair,TaskForceonBusinessEngagement).
BeforeExxon,FlannerypursuedacareerinastrophysicswithdegreesfromPrinceton(1970)andUCSantaCruz(PhD1974)andasapost-doctoralassociateattheInstituteforAdvancedStudyandassistantand
associateprofessoratHarvard.FlanneryiscoauthorofthereferencebookNumericalRecipes:TheArtofScientificComputing.
JanW.MaresisasenioradvisoratResourcesfortheFuture,wherehehasbeeninvolvedwithworkonenergyandenvironmentalissuessince2009.From2003to2009,hewasDeputyDirectorofthePrivateSectorOfficeoftheDepartmentofHomelandSecurity.DuringtheReaganAdministration,MareswasanAssistant
SecretaryofCommerceforImportAdministrationforaboutayear,aSeniorPolicyAnalystattheWhiteHouse,andforfouryearswasthreedifferentAssistantSecretariesofEnergyincludingforFossilEnergy.Before
enteringfederalservice,MareswaswithUnionCarbideCorporationforabout18years.Aboutnineyearsofthattenurewereinthelawdepartment,whereheworkedonantitrustcomplianceandpurchasingissues,aswellasspendingsevenyearsonissuesinvolvingUnionCarbide’soverseasactivities,andhebecamethe
InternationalCounsel.Theothernineyearsinvolvedbusinessresponsibilitiesinthechemicalsarea.TheyincludedleadinganeffortforthreeyearstocreateachemicalsjointventurewithaMiddleEastern
governmentcompanyandbeingtheoperations/profitmanagerforseveralgroupsofindustrialchemicals.
Fromearly1980untiljoiningtheDepartmentofEnergyin1981,hewasVicePresident-GeneralManageroftheEthyleneOxideDerivativesDivision.
GreenhouseGasEmissionsIntensitiesoftheSteelandAluminumIndustriesattheProductLevelii
Acknowledgments
Theauthorsbenefitedgreatlyfromdiscussionswithourcolleaguesandcoauthorsonrelatedpapers:JenniferA.HillmanandMatthewC.PorterfieldandtheirstudentsatGeorgetownUniversityLawCenter;stafffromanumberoftradeassociationsforenergy-intensiveindustries;andDavidBaileyandCatrinaRorkeatthe
ClimateLeadershipCouncil(CLC).WealsorecognizethesignificantcontributionofeditorAdrienneYoungtothisreportandothersinourseriesofworkonborderadjustments.FlanneryacknowledgesfinancialsupportfromtheCLCforresearchonborderadjustments.
AboutRFF
ResourcesfortheFuture(RFF)isanindependent,nonprofitresearchinstitutioninWashington,DC.Itsmissionistoimproveenvironmental,energy,andnaturalresourcedecisionsthroughimpartialeconomicresearchandpolicyengagement.RFFiscommittedtobeingthemostwidelytrustedsourceofresearchinsightsandpolicysolutionsleadingtoahealthyenvironmentandathrivingeconomy.
TheviewsexpressedherearethoseoftheindividualauthorsandmaydifferfromthoseofotherRFFexperts,itsofficers,oritsdirectors.
SharingOurWork
OurworkisavailableforsharingandadaptationunderanAttribution-NonCommercial-NoDerivatives4.0
International(CCBY-NC-ND4.0)license.Youcancopyandredistributeourmaterialinanymediumorformat;
youmustgiveappropriatecredit,providealinktothelicense,andindicateifchangesweremade,andyou
maynotapplyadditionalrestrictions.Youmaydosoinanyreasonablemanner,butnotinanywaythat
suggeststhelicensorendorsesyouoryouruse.Youmaynotusethematerialforcommercialpurposes.Ifyouremix,transform,orbuilduponthematerial,youmaynotdistributethemodifiedmaterial.Formore
information,visit
/licenses/by-nc-nd/4.0/.
ResourcesfortheFutureiii
Contents
1.Background1
2.KeyPointsforDevelopingProductGGIValues2
3.Rangeof,andSourcesofDatatoDevelop,GGIsfromProductionofUnwroughtPrimaryandSecondary
AluminumandBasicOxygenFurnaceSteelandElectricArcFurnaceSteel4
A.Introduction4
B.RangesofGGIsfromtheProductionofAluminumandSteel5
C.Contributions(inPercent)toGGIofAluminumandSteelProductsfromVariousRawMaterials,
Electricity,andThermalEnergy16
D.SourcesofDataUsedtoDevelopGGIsforAluminumandSteelandTheirRawMaterials19
Appendix:BorderAdjustmentReportsandBlogs26
1.Background
Webeganourworkonborderadjustmentsnearlyadecadeago,becausewedidnotexpectthattheapproachtakenintheAmericanCleanEnergyandSecurityActtoprovideprotectionfordomesticproducersagainst
importsfromcountrieswithoutgreenhousegas(GHG)controlpolicieswouldbeacceptabletotheWorld
TradeOrganization(WTO).In2018,togetherwithGeorgetownUniversityLawSchoolprofessorsJenniferA.HillmanandMathewC.Porterfield,wedevelopedaWTO-compatibleF
ramework1
forborderadjustmentsin
thecontextofaUSdomesticcarbontax.AsacentralconceptoftheFramework,weproposedaGreenhouseGasIndex(GGI)toaccountforthecarbondioxideequivalentemissions(CO2e)requiredtomanufacture
coveredGHG-intensiveproducts.Foragivenmanufacturingfacilityoroperation,e.g.,toproducesteelor
petrochemicals,GGIaccountsforGHGemissionsoccurringbothfromproductionoperations,aswellasthe
emissionsrequiredtoproduceGHG-intensiveproductspurchasedfromsuppliersofelectricity,fuelsusedtogeneratethermalenergyandrawmaterials.Formanyyears,USfacilitiesthatemitmorethan25,000tonnesCO2eannuallyhavedeterminedandreportedtheirGHGemissionstoEPA.KeyinnovationsintheFrameworkincludethetreatmentofemissionsfromproductsacquiredthroughthemanufacturer’ssupplychain(ina
fashionsimilartovalue-addedtaxes)andthedesignofstraightforwardprocedurestoallocateemissionsfromafacilitytotheGHG-intensiveproductsitmanufactures.Ourapproach,GGI,isconsistentwithstandards
developedbytheInternationalOrganizationforStandardization(ISO).Inaconsistent,comprehensivefashion,GGIappliestoGHG-intensiveproductsinallsectorsoftheeconomy,includingthosethatproducealuminum,iron,andsteel.Theappendixtothisreportcontainsalistwithlinkstoourblogsandreportsonborder
adjustmentsandtheGHGintensityofproducts.
Overthepastseveralyears,wehaveinteractedwithexpertsfromacademia,nationalgovernments,
internationalorganizations,andimportantly,withoveradozensectoraltradeassociations.Basedonthese
interactions,discussions,andourownrelevantexperience,webelievethatourapproachisfeasiblefor
industryandrelevanttovariousapplicationsthatinvolveGHG-intensiveproducts,including,forexample,
borderadjustments,procurementpolicies,andcorporatereporting.Inparticular,GGIcouldapplytoproductsofUSandforeignmanufacturersinthealuminum,iron,andsteelsectors.
Thisreportupdates,expandsupon,andshouldbeconsideredasareplacementforthetestimonyand
submissionsweprovidedtheUSInternationalTradeCommissionrelatedtoitshearingonDecember7,2023.
ItadditionallyservesasamodificationandexpansionofthemodulesforIron,Steel,andFerroalloysandfor
AluminaandPrimaryandSecondaryUnwroughtAluminuminour2022report:TheGreenhouseGasIndexfor
Productsin39IndustrialSectors.
WearecurrentlydevelopingandwillpublishtheestimatedrangeofGGIsformanyproductsinthemodules
for39industrialsectorsinour2022reportbecauseoftheUSITChearingandanticipatingfurthergovernmentinterestinthissubject.
Thetablesbelowprovideestimated,illustrativelowandhighGGIvaluesforrepresentativebasicproductsinthealuminumandsteelsectors.ResultsareillustrativebecausemanufacturersintheUnitedStatesand
aroundtheglobeutilizeanenormousvarietyofprocesses,sourcesofenergy,andrawmaterialsinfacilitieswithdifferingefficienciestocreatesimilarproducts.
1Flannery,BrianP.,JenniferA.Hillman,JanW.Mares,andMatthewC.Porterfield,2020.FrameworkProposalforaUSUpstreamGHGTaxwithWTO-CompliantBorderAdjustments:2020Update.Washington,DC:ResourcesfortheFuture.
/publications/reports/framework-proposal-us-upstream-ghg-tax-wto-compliant-border-adjustments-
2020-update/
ResourcesfortheFuture1
GreenhouseGasEmissionsIntensitiesoftheSteelandAluminumIndustriesattheProductLevel2
2.KeyPointsforDevelopingProductGGIValues
1.FacilitiesandoperationsofUSfirmsproducingatleast25,000tonnesperyearofGHGemissionsdetermineandreportthemannuallytoEPA.Similarreportingprogramsexistinmany,butnotall,nationsthatexporttotheUnitedStates.
2.FirmslikeCRUandinternationaltradeassociationsforsteelandaluminumindustriesexistthat
collectandpublishemissionsintensityinformationonaverageforbasicoxygensteel,EAFsteel,andprimaryaluminumforvariouscountriesorgroupsofcountries.
3.TheprocedurestodetermineGGIaresimilartothoseusedinothercontextstodeterminevalue-
addedtaxes(VATs)forspecificproducts.Here,theyaccountforthecumulativeemissionsofGHGsrequiredtocreateGHG-intensiveproductsinaparticularfacility,includingboththosefrom
operationsofthemanufacturerandfromGHG-intensiveproductspurchasedfromsuppliers.
Essentially,thisisacradle-to-gateapproachforGHGemissions.
4.TotheextenttheUSgovernmentwantstodevelopenergyintensitydataforexporterstotheUS,forthepurposeofimporttariffs,therelevantUSassociationscouldbeexpectedtoassistthe
Administratorindevelopingthatinformation.NotethatmanydomesticfirmshaveoperationsoutsidetheUSwhichgivethemaddedperspectivesconcerningimports,andAmericanfirmsarevulnerabletoimportsfromcountrieswithweakGHGcontrolmeasures.NotealsothatexportstoothernationsfromUSfirmsarevulnerabletosuchcompetition.
5.All13tradeassociationsthatwetalkedto,includingsteelandaluminum,indicatedthatourGGI
conceptcouldbeimplementedbytheirmembers.ThedatatodetermineGGIareavailable.The
procedurestodetermineGGIssimplyinvolveaccounting,albeitinvolvingagreatdealofinformation,muchofitnotcurrentlypubliclyreported.
6.Thesteelandaluminumcompanies,laborunions,associations,suppliers,andcommunitiesand
regionswheretheyoperatewillinsistthatanycarbontaxorotherGHG-controlpoliciesthataffect
thecompetitivenessbothofthesebusinessesandtheircoveredproductsmustbeimposedonsimilarimportedproductsandrebatedforcoveredexportedUSproducts.
7.Itisimportanttofocusonemissionsassociatedwithproductsofspecificfacilitiesandcompanies,
because,asourresearchandthefollowingtablesdemonstrate,GGIvaluesofidenticalproducts
producedindifferentfacilitiescanvarysignificantly,notonlyforfacilitiesofdifferentcompanies,butevenamongfacilitiesofthesamecompany.UsinganaveragevaluetocharacterizeGHGemissionsassociatedwithproductsofanentiresectororforgroupsofproductswilldisruptcompetitionbothwithinasectorandbetweensectors.Forexample,productsmadefromplastics,aluminum,orsteelmaycompeteinapplications,e.g.,intheautomotivesector.Forthesereasons,itwillbeimportanttodesignmetricsforemissionsandallocationtoproductsthataresimilaracrossallcoveredsectors.
8.WenotethatimplementationofprocedurestodetermineGGIwouldbefacilitatedifallmanufacturersofGHG-intensiveproducts(includingelectricity)wererequiredtodetermineandreportGGIvaluesfortheirproductstotheircustomersandregulators,andthattheinformationshouldbepublicly
available.Inparticular,thiswouldsimplifythetreatmentofGGIforpurchasesfromsuppliers.
Otherwise,manufacturerswouldneedtorelyontheirownestimatesorthird-partydeterminationsofGGIforsuchpurchases,ratherthanthosedevelopedbythesuppliersthemselveswithdirect
information.
9.Resultsshouldbeviewedaspreliminaryandillustrativeformanyotherreasons.Becausewedonothaveinformationforspecificfacilities,estimatesarebasedonvariousaveragesforkeyindustrial
processesandemissionsfromsuppliers.Also,theinformationderivesfromavarietyofnational,
sectoral,andprivatesourcesusingdifferentmethodsandcoveringdifferenttimeperiods.The
sourcesspantwodecadesormore.Duringthattime,manymanufacturershavesignificantly
improvedtheefficiencyoftheiroperationsormayhaveincreasedemissionstosatisfyrequirements
ResourcesfortheFuture3
forcleanerorsaferproducts.Nonetheless,theestimatesdoindicatehowGGIvalueswouldbe
determinedgivenappropriateinformationforaspecificfacilityandgiveasenseoftheanticipatedrangeofvalues.
10.Besidesusingdifferentsuppliersandprocedurestomanufactureproducts,facilitiesalsodiffer;forexample:insize,age,maintenance,operatingpractices,andefficienciesthataffecttheGGIvaluesoftheirproducts.Forproductslikeprimaryaluminumandelectricarcfurnacesteel,theGGIof
electricitytheyusehasamajorimpactontheGGIoftheproductandontherangeofGGIsofsuchproductsfromdifferentmanufacturers.Forproductslikesecondaryaluminumandelectricarc
furnacesteel,theGGIissubstantiallyimpactedbytheamountofscrapused.(NotethatintheFrameworkweproposed,scrapisassumedtohaveaGGIofzero.)
11.ManyofthesesameissueswillaffectthedatathatwillbeprovidedtotheUSITCthroughits2024
surveyofindividualproducers.Theessentialtakeawaysarethatthereisnouniquevalueforthe
greenhousegasintensityofspecificproductsandthatvaluesshouldbedeterminedforproductsofspecificfacilities.Amongotherissues,ourfullreports(listedintheAppendix)describeapproachesthatmightbeusedtodefineaverageordefaultvaluestobeusedforproductsimportedfromnationscurrentlywithoutdetailedrequirementsforGHGreportingbyfirmsandfacilitiestoimplementthe
regulations,especiallyduringinitial,start-upyears.
12.Ourdetailedreportsprovideobservationsconcerningotherissuesthatmayberelevanttothe
determinationanduseofGGIvaluesforproducts.Forexample,thereareseveralconcerns
surroundingthetimelinessandavailabilityofdataintheUnitedStatesandothernations.Currently,USfacilitiesreportGHGemissionsannuallyinAprilfollowingtheinventoryyear.Informationand
procedureswillneedtobeupdated,likelyannually.GGIvaluesarenotstatic;theywillchangeas
industrialprocesses,rawmaterials,procedures,technology,products,andmarketsevolve.Borderadjustmentproceduresshouldbedesignedtopromotecontinuousimprovement.Forexample,theyshouldincludeappealsprocessesforrelevantparticipantstochallengedeclaredGGIvaluesthat
appeartobeincorrect,incomplete,orfraudulent.
13.LowerGGIvaluescontainestimatesusingtheleastGHG-intensiveinputsandprocesses,e.g.,usingnaturalgasratherthancoalforthermalenergy,andusinghydropowerornuclearenergyratherthancoaltogenerateelectricity.ThehighervaluesforGGIareestimatesusingthemostGHG-intensiveinputs,e.g.,usingcoaltoproduceelectricity,moreGHG-intensiverawmaterialsandprocesses,andlowerprocessingefficiencies.
14.Resultsprovidedinthisreportareillustrative,becausemanufacturersintheUnitedStatesand
aroundtheglobeutilizeanenormousvarietyofprocesses,sourcesofenergy,andrawmaterialsinfacilitieswithvaryingenergyandmaterialsefficienciestocreatesimilarproducts.Theyarealso
IllustrativebecausethedatausedIsfromdifferentyearsandareas.Consequently,listedGGIvaluesdonotrepresentthefullrangeofpossibleoutcomes.Asasteptowardfurthercharacterizingthe
uncertaintyinGGI,thisreportprovidesadditionalcalculationsofGGIrangesfortheaboveproducts
thatincorporatesomeadditionalsourcesthataffectthepotentialranges.Thisalsoisafurtherupdatetoourpreviouswork.ThetextinSectionDIncludesdataneededtocalculateGGIrangesbutdoes
notincludecalculationsofallrangesofGGIsinthetables.
GreenhouseGasEmissionsIntensitiesoftheSteelandAluminumIndustriesattheProductLevel4
3.Rangeof,andSourcesofDatatoDevelop,GGIsfromProductionofUnwroughtPrimaryand
SecondaryAluminumandBasicOxygenFurnaceSteelandElectricArcFurnaceSteel
A.Introduction
OurhearingstatementandsubmissionstotheUSITCincludedalistofrangesofGGIsforfouraluminumandsteelproducts.Afurtherdevelopmentandexplanationofthoserangesisprovidedhere.Inthecourseof
preparingthisupdatedreport,theGGIrangesforsomeoftheproductsanddeterminationsdeviateslightlyfromthoseinthesubmissions:
BelowareestimatedrangesofGGIforsteelandaluminumproducts.LowerestimatesassumetheleastGHG-intensiveinputsandprocesses,e.g.,usingnaturalgasratherthancoalforthermalenergy,andhydrorather
thancoalforelectricity.HigherestimatesassumelowerefficienciesandmoreGHG-intensiveinputsandprocesses:
Product
LowGGI
HighGGI
(tonnesCO2equivalentpertonneofproduct)
BOFRawSteel
2.09
3.04
EAFRawSteel
0.019
0.645
PrimaryUnwroughtAluminum
2.12
19.64
SecondaryUnwroughtAluminum
(100%scrap)
0.241
0.534
Twosetsoftablesanddatasourcesfollow.SectionBcontainsestimatedhighandlowGGIstoproducesomealuminumandsteelproducts.Theestimatesincludeemissionsbothfromoperationsofthemanufacturerandthoseassociatedwithproductspurchasedfromsuppliers,includingcontributionsfromGHG-intensiveraw
materials,electricity,thermalenergyandGHGprocessemissions.SectionCindicatesthepercentage
contributionfrommajorinputstoproductionacrosstheGGIrangesestimatedforaluminumandsteel
products.SectionDprovidesdetaileddiscussionsandsourcesforthedatausedinthisanalysis.PartofthetextcomesfromthemodulesforvariousproductsintheRFFreportTheGreenhouseGasIndexforProducts
in39IndustrialSectors(September27,2022
2
),withtherestofthebackgroundinformationcomingfromothersources.SomeofthecopiedtextfromthemodulesintheRFFreporthasbeenmodifiedtouserangesofdatathatwereavailableinsteadofaverages.
Datausedinthisreportcomesfromavailablestudiespublishedoverthepast20yearsandmore.Thus,the
estimatesaresurelynotaccuratein2024,afteralltheyearsofeffortstoimproveefficiencies.TheaveragesoftheserangesofGHGemissionsareprobablyhigherthanaveragesthatwouldbedeterminedbasedoncurrentdata,becausethedatausedintheserangescomesfrommanydifferentyears.However,iftheproducthas
beenheavilyregulatedoverthepast20years,inwaysthatrequiredmoreenergyuse,e.g.,toreduce
emissionsorimprovesafety,theaveragesofcurrentGHGemissionsmaybehigherthantheonesprovidedhere.
B.RangesofGGIsfromtheProductionofAluminumandSteel
ThefollowingtablesprovideanindicationofthepossiblerangesofGGIsforaluminumandsteelandthe
variousrawmaterials,thermalenergy,andelectricitytomanufacturethem.Wheretheunderlyingdatawasinarange,oneextremewasusedforthelowestdatapointwhiletheotherextremeforthehighestdatapoint.
Similarly,whereelectricitywasused,hydrowasassumedforthelowestdatapointcaseandcoalwasassumedforthehighestdatapointcase.Wheredataisavailableforthermalenergy,generallynaturalgaswasassumedforthelowestdatapoint,andfueloilorcoalwasusedforthehighestdatapoint.Wherearangeofefficiencyorusageofrawmaterialisavailable,thelowestoftherangeorusagewasassumedforthelowestdatapointandthehighestoftherangeorusagewasassumedforthehighestdatapoint.
2
/publications/working-papers/the-greenhouse-gas-index-for-products-in-39-industrial-
sectors/
ResourcesfortheFuture5
GreenhouseGasEmissionsIntensitiesoftheSteelandAluminumIndustriesattheProductLevel6
BauxiteMining
LowGGI
HighGGI
Electricity(kWh/tonnebauxite)55
PowersourceHydroCoal
Power(tonnesCO2e/tonnebauxite)00.005
Thermalenergy(tonnesfueloil/tonnebauxite)0.00150.0015
GGIforfueloil(tonnesCO2e/tonnefueloil)3.503.82
Thermalenergy(tonnesCO2e/tonnebauxite)0.00530.0057
0.0053
0.0107
GGI(CO2e/tonnebauxite)
Alumina,basedon2and3tonnesofbauxite
LowGGI
HighGGI
Bauxite2MT3MT
BauxiteGGI(tonnesCO2e/tonnealumina)0.0110.032
Electricity(MWh/tonnealumina)0.6220.622
PowersourceHydroCoal
Power(tonnesCO2e/tonnealumina)00.622
ThermalenergyNaturalgasFueloil
Thermalenergy(tonnesCO2e/tonnealumina)0.2070.285
GGI(tonnesCO2e/tonnealumina)0.2180.939
ResourcesfortheFuture7
Anode
Rawmaterials(assumesrawmaterialis100percentpetcokewith90.5percentC)
?Petroleumcoke:676kgrawmaterial/tonneanode
?Hardcoalpitch:148kgrawmaterial/tonneanode
?Recycledanodebuts:214kgrawmaterial/tonneanode
?Totalcarbonfromrawmaterial:1.038tonnesC/tonneanode
LowGGI
HighGGI
Rawmaterials(tonnesCO2e/tonneanode)3.443.44
Thermalenergy(MJ/tonne)3.5853.585
EnergysourceNaturalgasCoal
Thermalenergy(tonnesCO2e/tonneanode)0.1810.317
Electricity(kWh)124.2124.2
PowersourceHydroCoal
Electricity(tonnesCO2e/tonneanode)00.124
GGI(tonnesCO2e/tonneanode)3.623.88
AnodeeffectPFCs
GGI(tonnesCO2e/tonnealuminum)0.160.16
GreenhouseGasEmissionsIntensitiesoftheSteelandAluminumIndustriesattheProductLevel8
Electrolysis
LowGGI
HighGGI
Elec
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