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PolicyResearchWorkingPaper10436
TheEffectsofEnergyPrices
onFirmCompetitiveness
EvidencefromChile
JuergenAmann
ArtiGrover
Finance,CompetitivenessandInnovationGlobalPractice
May2023
ProducedbytheResearchSupportTeam
PolicyResearchWorkingPaper10436
Abstract
consistentwiththestrongversionofthePorterhypothe-sis.Third,theseeffectsareheterogeneousandvarybyfirmattributessuchassize,ownershipandlocation.Fourth,investigatingnon-linearpatternsinfirmoutcomesbasedonthelevelofenergyprices,thefindingsshowthatthepositivecorrelationbetweenfossilfuelpriceincreasesandcapitalupgradingisparticularlypronouncedwhenenergypricesareatrelativelylowlevels.
Thispaperanalyzestheimpactofchangesinenergyprices
onthecompetitivenessofmanufacturingfirmsinChile.
UsingtheChileanAnnualNationalIndustrialSurveydata,
thepaperillustratesthat,first,increasesinenergyprices
generallydonothurtfirmcompetitiveness.Second,the
impactofenergypricesdependsonthefueltype—while
electricitypriceincreasesarenegativelycorrelatedwithfirm
outcomes,fossilfuelpriceincreaseshaveapositiveassocia-
tionwithinvestmentandfirmproductivity,aresultthatis
ThispaperisaproductoftheFinance,CompetitivenessandInnovationGlobalPractice.ItispartofalargereffortbytheWorldBanktoprovideopenaccesstoitsresearchandmakeacontributiontodevelopmentpolicydiscussionsaroundtheworld.PolicyResearchWorkingPapersarealsopostedontheWebat/prwp.Theauthorsmaybecontactedatagrover1@.
ThePolicyResearchWorkingPaperSeriesdisseminatesthefindingsofworkinprogresstoencouragetheexchangeofideasaboutdevelopmentissues.Anobjectiveoftheseriesistogetthefindingsoutquickly,evenifthepresentationsarelessthanfullypolished.Thepaperscarrythenamesoftheauthorsandshouldbecitedaccordingly.Thefindings,interpretations,andconclusionsexpressedinthispaperareentirelythoseoftheauthors.TheydonotnecessarilyrepresenttheviewsoftheInternationalBankforReconstructionandDevelopment/WorldBankanditsaffiliatedorganizations,orthoseoftheExecutiveDirectorsoftheWorldBankorthegovernmentstheyrepresent.
TheEffectsofEnergyPricesonFirm
Competitiveness:
EvidencefromChile*
JuergenAmann(UniversityofNottingham)t
ArtiGrover(InternationalFinanceCorporation,WorldBankGroup)?
JELClassification:D21;D24;L60;O14;Q41;Q55.
Keywords:Energyprices;Fossilfuels;Firmproductivity;Firm-leveltechnologyadoption,Competitiveness.
*ThisresearchwascompletedundertheguidanceofMarianneFay,CountryDirectorforChile.TheauthorsaregratefultoDoerteDoemelandandYiraJ.Mascarofortheirstrategicguidance,andtoEsperanzaLasagabaster,VincentPalmade,RichardRecord,ErikvonUexkullandseveralcolleaguesfromtheMinistryofFinanceinChilefortheirusefulcomments.
temail:
amannj.work@
?Correspondingauthor,email:
agrover1@
2
1Introduction
Greengrowthrequiresgreentechnologies,thatis,productiontechniquesthatecon-omizeonexhaustibleresourcesandemitfewergreenhousegases.Yet,investmentinsuchtechnologicalchangesisinhibitedbecausecarbon,usuallyusedasshorthandforgreenhousegases(GHGs),ishighlymispriced.
1
Forinstance,fossilfuelssub-sidiesandthefailuretoimplementtaxesorcontrolsforinternalizingtherisksofclimatechangeresultinasubstantiallylowerusercostofcarbonthanisappropriatefromalong-termsocietalperspective.Pricingcarbontoreflectitstruecostremainschallengingduetopoliticalreasons.
2
Inaddition,assessingtheeffectsofenergypricevariationonfirm-leveloutcomesisdifficultduetoextensivedatarequirementsandidentificationissues.Consequently,empiricalworkanalyzingtheimpactofen-ergypricesonfirmcompetitivenessisstillrelativelyscarcerindevelopingcountriescomparedtodevelopedeconomies(
Burkeetal.
,
2016
).
Thispapercontributestounderstandingtheeffectsofenergypriceincreasesonmanufacturingfirm-leveloutcomesinChile,anemergingeconomy,whichhasundergonefast-pacedeconomicdevelopmentinrecentyears.
3
Chileisaninterestingcaseasthecountryhasexperiencedasubstantialvariationinprimaryenergyinputs,includinghydro,coalandgas,asaprimarysourceofenergyproductioninthepast;see
FigureA.1
.
4
Thecountryhasalsocommittedtocarbonneutralityby2050,butitsindustrycontinuestodependheavilyonfossilfuelsdespitesomeprogress.Inthecontextofitsbroadertaxreformagenda,theBoricadministrationthattookofficeinMarch2022isconsideringcorrectivetaxesandsubsidyreformstoincentivizetheuseoffossilfuel-savingtechnologies.Atthesametime,thegovernmenthasannounced
1Notethatinthisstudy,wecombinevarioustypesoffossilfuelswhichmayvarynotablyintheamountofGHGemissions.
2Industrialpolicieshavehistoricallysupportedtheprovisionofsubsidizedenergy,amajorin-putinmanufacturing,especiallyinmarketswherecost-competitivenessisparticularlyimportant(
El-KatiriandFattouh
,
2017
).Consequently,policymakersmayfeartheadversereactionsofin-terventionstargetingareductionofgreenhousegasemissionsthroughchangesintheprice-settingmechanism.Climatechangemitigationinemergingandemergingeconomiesmightposeachallengefromadevelopmentperspectiveifitrequiresmorecostly,low-carbonenergysources(
Jakoband
Steckel
,
2014
).
3Followingthe
historicWorldBankCountryandLendingGroupsclassification
(lastaccess:December2022),Chilewasanuppermiddle-incomecountryatthebeginningofoursampleperiodin1995andbecameahigh-incomecountryin2012.
4Between1995-2013,morethan95%ofChileanmanufacturingfirmsusedelectricity,followedbydiesel,with35%-54%usingthisfueltype.TheconsumptionofotherfuelssuchasLPGandpetrolislower;onaverage20%-30%firmsusethesefuels.Arelativelysmallershareoffirmsusesnaturalgas,coke,keroseneandpipegas.
3
variousmeasurestopromoteinvestment,innovationandproductivitygrowth.Well-designedpolicyinterventionthatcombinescarbonpricinginstrumentswithtargetedadjustmentsupporttoovercomeinitialobstaclestoadoptingnewtechnologiescanyieldawin-winoutcomeofhigherproductivityandloweremissions.However,thecurrentevidencebaseforpolicydesignislimited.Thispapercontributespreciselytothisgapbyassessingtheeffectsofenergypricechangesonfirmoutcomes.
Tothisend,thepaperusesthepubliclyavailableversionoftheChileanAnnualNationalIndustrialSurveytostudytheeffectsofenergypricesonfirmoutcomes.Thedatacontains100,803observationson12,169plants,withanaverageof4,200uniquefirmsobservedacrosssurveyyearsfrom1995to2015.Weestimateseparateelasticitiesofelectricityandfossilfuelforvariousfirm-leveloutcomessuchaspro-ductivity,energyefficiency,employment,wages,andprofitsemployingfixed-effects(FE)panelestimations.
5
Wealsoestimatetheheterogeneityinresponsesbyfirmattributesandnon-linearitiesconditionalonenergypricelevels.Weaddtothero-bustnessofourresultsthroughanInstrumentalVariableapproachwhereweutilizetheregionalenergydistributioncosttoaccountforunobservedreversecausality.
Thispapermakesthefollowingbroadcontributions:First,itfindsthatoverallincreasesinenergypricesgenerallydonothurtfirmcompetitiveness.Second,itcon-firmsnotableheterogeneityinhowenergypricesurgesaffectfirmperformanceoftheChileanmanufacturingsectorinlinewithotherrecentworks.Thesedependonthetypeofenergyinput,i.e.electricityvsfossilfuels,(
Amannetal.
,
2021
;
Cal`?etal.
,
2022
,amongothers)andhintatvariousdegreesofsubstitutabilitybetweendistinctproductioninputsconditionalonfirmcharacteristics(
BrucalandDechezlepr?etre
,
2021
,amongothers).Forinstance,whileelectricitypriceincreasesnegativelycorre-latewithproductionandemployment,fossilfuelpriceincreasesarenotnecessarilydetrimentaltofirmperformance.Forexample,a10%riseinfossilfuelpricescor-relatessignificantlywithacapitalinvestmentincreaseof3.1%andanincreaseinoutputperworkerof0.8%.Inotherwords,ourresultssupportthestrongversionofthePorterHypothesis(
Porter
,
1991
;
PorterandVanderLinde
,
1995
)forfossilfuelincreasesbutnotforelectricitypriceincreases.Third,itpointsoutextensivehetero-geneitiesofenergypricehikesalongmanydimensions.Wefindheterogeneouseffectsbyfirmattributessuchassize,ownershipandlocation.Theheterogeneityanaly-sissuggeststhatthestrongversionofthePorterHypothesiscanonlybeobservedforlargefirms(with50employeesorabove).Bycomparison,smallfirmsobserveanegativecorrelationwithsurgesinenergypricesingeneralandelectricitypricesinparticular.OurresultsalsoindicatethatthePorter-typeadoptionmechanismis
5Weconstructaharmonizedunitpriceindexforfossilfuelsbycombininginformationoncoal,gas,diesel,petrol,LPGandkeroseneuseofChileanmanufacturingfirms.
4
morepronouncedforexportingfirmsandfirmsunderforeignownership,whilefirmsthatonlyoperatedomesticallyandareunderdomesticownershiparemoreadverselyaffectedbyhikesinelectricityprices.Fourth,itpresentsexplanatoryevidencethatissuggestiveofanotablechangeintherelationshipbetweencompetitivenessindi-catorsandfossilfuelpricechangesconditionalonthepricelevel.Wefindthatthepositivecorrelationbetweenfossilfuelpriceincreasesandcapitalupgradingismorepronouncedwhenfuelpricesarelow.Athigherfuelpricelevels,thiseffectbecomessmallerandeventuallyinsignificant.Similarnon-lineareffectscannotbeobservedforelectricityprices.
Thestructureofthispaperisasfollows:
section2
,providesanoverviewoftheempiricalfirm-levelliteratureontheenergyprices-productivitynexuswhile
section3
setsabackgroundoftheinstitutionalchangespertainingtoenergypricesforChileanmanufacturingfirms.WethenintroducetheEstructuradelaindustriamanufactur-eradata(
INE
,
2015
)in
section4
,afterwhichweturntoourempiricalstrategyandtheresultsinsections
5
and
6
,respectively,beforeconcludingin
section7
.
2Literature
Theliteratureidentifiesfourmaintransmissionchannelsforhowfirmsmayrespondtoenergypriceinterventions(
Rentschleretal.
,
2017
;
Costeetal.
,
2018
):Onestrat-egy,wherefirmsinnovatebyadoptingmoreefficienttechnologiesandreapeconomicbenefit,isoftenreferredtoasthePorterHypothesis.
6
Additionally,firmsmaypursueothercopingstrategies,suchascostpass-ontocustomersandotherfirms,absorptionoradjustingproductioninputs,i.e.,substitution.
Evaluatingthesetransmissionchannels,theempiricalfirm-levelliteraturefindsbroadsupportforthePorter-typeinnovationhypothesis,wherepolicy-ledpricein-terventionsleadtoinnovationandnotablebusinessupgrading.
BrucalandDeche-
zlepr?etre
(
2021
)showthatlargeandenergy-intensivesectorsinIndonesianmanu-facturingtendtoreduceenergyconsumptionmostsignificantlyinresponsetoanenergypricehike.Plantsreacttohigherenergypricesbyupdatingtheircapitalstockandinvestinginnewandpresumablymoreenergy-efficienttechnology.Usingfirm-leveldataofsmallandmicroenterprisesfromIndonesiafor2013,
Rentschler
andKornejew
(
2018
)exploretheimpactofinputpricechangesofelectricityand
6TheliteraturedistinguishesbetweendifferentformsofthePorterHypothesis(
Ambecetal.
,
2013
):Underits”weak”form,environmentalregulationsspurinnovations,whileunderthe”strong”version,environmentalregulationswillleadtoincreasesinfirmcompetitiveness.The”narrow”in-terpretationstatesthatmoreflexibleregulationsmaybebetteratprovidingthepreferableincentivestructurestofirmsthanmoreprescriptiveforms.
5
variousfossilfuelsonfirmperformance.Theauthorsfindthathigherpricesforallenergytypesareassociatedwithhigherenergyefficiency.
Cal`?etal.
(
2023
)evaluateenergyprices’directandindirectimpactonfirms’economicperformanceforelevendevelopingcountriesbetween2002and2013.UsingWorldBankfirm-levelsurveydata,theauthorsfindthathigherenergypricesdonotnecessarilyhampereconomicperformance.Theyalsoreportconsiderableheterogeneities,asenergy-intensivefirmsreportasmallerperformanceeffectinresponsetoariseinenergypricesthantheirlessenergy-intensivecounterparts.
Cal`?etal.
(
2022
)focusonmedium-tolarge-sizedmanufacturingfirmsintwoemergingeconomies(MexicoandIndonesia).Theyfindthatwhilesurgesinelectricitypriceharmplants’performance,increasesinfuelpricesyieldpositiveoutcomesforlaborandtotalfactorproductivityandprofits.Theeffectsareparticularlypronouncedforcapital-intensivemanufacturingsectors.Inthesamevein,
Amannetal.
(
2021
)analyzetheeffectsofenergypricehikesonmanufacturingfirmsinOman.Theyshowthatincreasesinfossilfuelpricesarecausallylinkedtoimprovementsinproductivityandefficiencyandleadtonotablebusinessupgrading.As
Cal`?etal.
(
2022
),theOmanstudyonlyobservessuchinnovationeffectsforfossilfuelpriceincreasesbutnotforelectricityhikes,whicharemoredetrimentaltofirmperformance.
Theextenttowhichenergyinputscanserveassubstitutesdependsonthecountryandpolicycontext.
RentschlerandKornejew
(
2018
)findthatwhileelectricitycanbesubstitutedawaybyablendofotherenergysources,itplaysaminorroleinreplacingfossil-basedenergysources.
Amannetal.
(
2021
)evaluatethesubstitutabilityofelectricityandaggregatedfossilfuelsandfindthatOmanifirmssignificantlyincreasetheirkWhconsumptionofelectricityinresponsetorisingfuelprices.
Firm-levelevidencesuggeststhattheeffectivenessoftheabsorptionchannelsdependsonfirmcharacteristicsandsectoralattributes.Particularlyfirmsinenergy-intensivesectorsrespondmorestronglytopricehikes.
RentschlerandKornejew
(
2018
)highlightthatfirm-levelresponsepatternsofIndonesianmicro-firmsareverydifferentdependingontheanalyzedsector.
BrucalandDechezlepr?etre
(
2021
)reportthatforIndonesianmanufacturingfirms,energypriceincreasesarecausallylinkedtoupticksinplantexitandemploymentcontraction,particularlyforenergy-intensiveandlargefirms.Theauthorsalsoreportjobreallocationfromenergy-intensivetoenergy-efficientfirmsandsectors.
KumarandPrabhakar
(
2020
)analyzehowIndianenergy-intensiveexportsreacttochangesinenergypricesandfindadversetradeeffects,assertingthatcarbonleakageconcernsarenotnecessarilyunfounded.Fur-thermore,energy-intensivesectorsareaffectedmoreseverelybyenergypricehikes,mostnotablythenon-ferrousmetalandmachineryindustry.Inturn,
Cal`?etal.
(
2023
)donotfindstatisticalevidencethatpricehikesleadtoemploymentlosses
acrosselevendevelopingeconomiesbetween2002and2013.
Numerousstudiesidentifynotablecostpass-throughfromfirmstotheconsumerindicatingfirmsonlybearpartofthecarboncosts(
LinandJiang
,
2011
;
Arlinghaus
,
2015
;
JoltreauandSommerfeld
,
2019
).However,firm-levelevidenceonthistrans-missionchannelremainsrelativelyscarceforemergingeconomies.
Rentschlerand
Kornejew
(
2018
)confirmthathigherpricesforallenergytypesareassociatedwithhigherlong-runsalesinIndonesia.
Cal`?etal.
(
2023
)doonlyfindsignificantevidenceforanaggregatedcostpass-througheffectforfirmsexperiencingpoweroutages.
3InstitutionalSetting
In1998,Chilesufferedaseveredrought,whichhadanotableimpactontheenergygenerationoftheCentralInterconnectedSystem(SIC)network.
7
Thisevent,inconjunctionwithdisruptionsinthreenaturalgasplants,causedblackoutsbetweenNovember1998andApril1999,forcingthegovernmenttorationsupply(
Serra
,
2022
).Thesubsequentperiodofthelate-1990stomid-2000swascharacterizedbyheavyuseofnaturalgasinelectricitygenerationandmassivenaturalgasimportsfromArgentina(
Cansinoetal.
,
2018
).However,thegas-heavyenergyproductionepisodeabruptlystoppedin2005whenArgentinabeganrestrictingandtaxingnat-uralgasexportsduetodomesticdeficitsleadingtoanotablepricesurgeinChile.
Inresponse,Chilesawtheconstructionofnewcoalplantstoclosethewedgebetweenreducedenergysupplyandgrowingdemand.Coalplantsplayedacrucialroleinthisendeavorgiventheircomparablylowercostofelectricitygeneration(
Serra
,
2022
).Thecountryalsodiversifieditsenergymixintermsofenergytypeanddestination.Forexample,in2009/2010,ChileimportednaturalgasfromAlgeria,EquatorialGuinea,theArabRepublicofEgyptandIndonesiaandconstructedlarge-scaleliquefiednaturalgasterminals(
Mundacaetal.
,
2015
),leadingtoanoverallreductionintherelativeweightofhydropower(
Cansinoetal.
,
2018
).
Technologicaladvancementsandgrowingenvironmentalconcernshaveledtoastrongerfocusongreenandrenewableenergyinrecentyears.Bythe2010s,increas-ingpublicoppositionandstricterenvironmentalrequirementshaltedtheconstruc-tionofadditionalcoal-firedplants(
Serra
,
2022
),andnewpolicymeasurespromotingnon-conventionalrenewableenergieswereputintopractice(
MEFR
,
2008
;
Cansino
7Throughouttheanalyzedperiod,Chilehadfourmainelectricitygrids:theNorthernInter-
connectedSystem(SING),theCentralInterconnectedSystem(SIC),theAysenSystem(SEA),
andtheMagallanesSystem(SEM),withtheformerbeingintegratedintotheNationalElectricity
System(SEN).Withinthesegrids,numerousstate-ownedandprivateenergyproducershavebeen
inchargeofenergygeneration(Serra,2022).
6
7
etal.
,
2018
).Theyear2014alsosawthepassingofcarbontaxlegislationwiththeGeneralTaxReformBill.
8
4Data
TheChileanAnnualNationalIndustrialSurvey(ENIAfromnowon)ismadeavail-ablebytheNationalStatisticalInstitute(
INE
,
2015
).ENIAdataispubliclyavailableandspanstheperiod1995-2019.From1995to2007,ENIAoffersaharmonizedpaneldataset(referredtoasthecombineddata)whichidentifiesthesamemanufacturingfirmwithauniqueIDlinkingplantsovertime.Atthetimeofthisstudy,uniquefirmIDslinkingpaneldatawereunavailableand,untilrecently,ENIAhadmicrodataavailablefrom2016-2019inseparateannualwaves(withoutauniquefirmIDovertime).WerefertotheseseparatewavesastherawversiononENIA.
9
ThecombinedENIAdatasetsuffersfromalackofregionalandmanufacturingsector-levelidentifiers.TorecoverinformationonthelocationandtheISIC4-digitcodesforeachplant,weresorttotherawdataversionofENIA,whichcontainsbothdesiredvariables.Wematchplantsinthecombinedandrawdatabytheircommoncharacteristicsandapplythesamematchingtechniquestoexpandthepanelstructureinthepost-2007period.Thisprocedureyieldsafinaldatasetcontaining100,803observationson12,169plants,withanaverageof4,200uniquefirmsobservedacrosssurveyyears.WeprovideamoreextensivediscussiononthematchingalgorithminAppendix
C
.Asillustratedin
FigureA.2
,thematchingalgorithmachievesastablefirmsampleovertheentiresamplehorizonandalowattritionrate.
Thecombineddataalsoexhibitirregularitiespotentiallystemmingfrommis-reportedelectricityandfossilfuelprofiles.Weaddressthisissuebyemployingasimplecleaningalgorithm,whichprovidesarule-basedproceduretoidentifyandcorrectinter-temporalchangesinreportedquantitiesandunitpricesofpre-definedmagnitudes.WeprovideamoreextensivediscussiononthecleaningalgorithminAppendix
D
.
8Withitsinceptionin2014,thetaxreform(Ley20.780)fallstooclosetotheendofthesampleperiodtomeritanempiricalanalysis.Atthetimeofwriting,theimplementationofthepolicyremainsanongoingprocess;seetheWorldBank’s
ResultsBrief15February2021
andproject
MarketInstrumentsforClimateChangeMitigationinChile
(lastaccess:September2022).
9Theauthorsareworkingonarevisionoftheresultsusingthenewlyavailabledata.
8
5EmpiricalMethodology
5.1BaselineEstimation
ModelStructure.Ourempiricalsetupissimilartothatofotherworksintheliteraturesuchas
Amannetal.
(
2021
);
Cal`?etal.
(
2022
).Weestimate:
yit=βixit+εit,(1)
wherexit=[upL,upF]\denotetheunitpricesforelectricity(EL)andfossilfuels(FF)forfirmiandperiodt,respectively.Thecalculationoftheelectricityunitpricesisstraightforward:
quantity,
up:=value
(2)
wherevaluedenotesthepurchasedvalue(inrealLCU)andquantitydenotesthepur-chasedquantityofenergytypem={EL}.
10
Forthefossilfuelaggregate,wecalcu-latekWh-equivalentquantitiesforalln={coal,gas,diesel,petrol,LPG,kerosene}fossilfueltypesaccordingtotheconversionratesin
TableB.1
asfollows:
upF=工w×up,
n
對nq?,
w=q?
(3)
whereq?denotesthequantity(inkWhequivalents)offossilfueltypenforfirmiandperiodt,andwcorrespondstoitsfixed-quantityweight,respectively.Thecalculationoftheindividualupseriesisidenticalto
Equation2
form=n.Thetwoenergyunitpriceserieswederiveinthiswayarevisualizedin
FigureA.3
.
DependentVariables.Weanalyzetheeffectofenergypricevariationsonfirm-leveloutcomes,yit.Tothisend,wecompartmentalizetheoutcomevariablesbyapplyingtheframeworkintroducedin
section2
totheextenttowhichthisispos-siblewiththeopen-accessversionofENIA.
11
Wedefinethesedomainsas:invest-
10AllmonetaryseriesaredeflatedusingISIC2-digitindustry-levelfollowing
Haraguchiand
Amann
(
2023
).
11AmoredetailedanalysisofadditionalvariablesofinterestsuchasTFPQorothercopingmechanisms,particularlythecostpass-throughdimension,wasnotpossibleduetocurrentdata
9
mentandproductivity/survival,substitutionandabsorption.Onthecompetitive-ness/innovationeffects,weevalu
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