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LectureNotes
Introduction
Animmenseamountofeconomicdataisgatheredonaregularbasis.Everyday,newspapers,radio,television,andtheInternetinformusaboutsomeeconomicstatisticorother.Althoughwecannotdiscussallthesedatahere,itisimportanttobefamiliarwithsomeofthemostimportantmeasuresofeconomicperformance.
2-1 MeasuringtheValueofEconomicActivity:GrossDomesticProduct
Thesinglemostimportantmeasureofoveralleconomicperformanceisgrossdomesticproduct(GDP),whichaimstosummarizealleconomicactivityoveraperiodoftimeintermsofasinglenumber.GDPisameasureoftheeconomy’stotaloutputandoftotalincome.Macroeconomistsusethetermsoutputandincomeinterchangeably,whichseemssomewhatmysterious.Thereasonisthat,fortheeconomyasawhole,totalproductionequalstotalincome.Ourfirsttaskistoexplainwhy.
Income,Expenditure,andtheCircularFlow
Figure2-1
Supposethattheeconomyproducesjustonegood—bread—usinglaboronly.(Noticewhatwearedoinghere:Wearemakingsimplifyingassumptionsthatareobviouslynotliterallytruetogaininsightintotheworkingoftheeconomy.)Weassumethattherearetwosortsofeconomicactors—householdsandfirms(bakeries).Firmshireworkersfromthehouseholdstoproducebreadandpaywagestothosehouseholds.Workerstakethosewagesandpurchasebreadfromthefirms.Thesetransactionstakeplaceintwomarkets—thegoodsmarketandthelabormarket.
Supplement2-1MeasuringOutput
GDPismeasuredbylookingattheflowofdollarsinthiseconomy.Thecircularflowofincomeindicatesthatwecanthinkoftwowaysofmeasuringthisflow—byaddingupallincomesorbyaddingupallexpenditures.Thetwowillhavetobeequalsimplybytherulesofaccounting.Everydollarthatafirmreceivesforbreadeithergoestopayexpensesorelseincreasesprofit.Inourexample,expensessimplyconsistofwages.Totalexpenditurethusequalsthesumofwagesandprofit.
FYI:StocksandFlows
Goodsarenotproducedinstantaneously;productiontakestime.Therefore,wemusthaveaperiodoftimeinmindwhenwethinkaboutGDP.Forexample,itdoesnotmakesensetosayabakeryproduces2,000loavesofbread.Ifitproducesthatmanyinaday,thenitproduces4,000intwodays,10,000ina(five-day)week,andabout130,000inaquarter.Becausewealwayshavetokeepatimedimensioninmind,wesaythatGDPisaflow.IfwemeasuredGDPatanytinyinstantoftime,itwouldbealmostzero.
Figure2-2
Othervariablescanbemeasuredindependentoftime—werefertotheseasstocks.Forexample,economistspayalotofattentiontothefactoriesandmachinesthatfirmsusetoproducegoods.Thisisknownasthecapitalstock.Inprinciple,youcouldmeasurethisatanyinstantoftime.Overtimethiscapitalstockwillchangebecausefirmspurchasenewfactoriesandmachines.Thischangeinthestockiscalledinvestment;itisaflow.Flowsarechangesinstocks;stockschangeasaresultofflows.Inunderstandingthemacroeconomy,itisoftencrucialtokeepthedistinctionbetweenstocksandflowsinmind.Aclassicexampleofthestock–flowrelationshipisthatofwaterflowingintoabathtub.
RulesforComputingGDP
Naturally,themeasurementofGDPintheeconomyismuchmorecomplicatedinpracticethanoursimplebreadexamplesuggests.ThereareanumberoftechnicaldetailsofGDPmeasurementthatweignore,butafewimportantpointsshouldbementioned.
First,whathappensifafirmproducesagoodbutdoesnotsellit?WhatdoesthismeanforGDP?Ifthegoodisthrownout,itisasifitwereneverproduced.Ifonefewerloafofbreadissold,thenbothexpenditureandprofitsarelower.Thisisappropriate,sincewewouldnotwantGDPtomeasurewastedgoods.Alternatively,thebreadmaybeputintoinventorytobesoldlater.Thentherulesofaccountingspecifythatitisasifthefirmpurchasesthebreadfromitself.Bothexpenditureandprofitarethesameasifthebreadweresoldimmediately.
Second,whathappensifthereismorethanonegoodintheeconomy?Weaddupdifferentcommoditiesbyvaluingthemattheirmarketprice.Foreachcommodity,wetakethenumberproducedandmultiplybythepriceperunit.AddingthisoverallcommoditiesgivesustotalGDP.
Manygoodsareintermediategoods—theyarenotconsumedfortheirownsakebutareusedintheproductionofothergoods.Sheetmetalisusedintheproductionofcars;beefisusedintheproductionofhamburgers.TheGDPstatisticsincludeonlyfinalgoods.Ifamillerproducesflourandsellsthatflourtoabaker,thenonlythesaleofbreadisincludedinGDP.AnalternativebutequivalentwayofmeasuringGDPistoaddupthevalueaddedatallstagesofproduction.Thevalueaddedofthemilleristhedifferencebetweenthevalueofoutput(flour)andthevalueofintermediategoods(wheat).Thesumofthevalueaddedateachstageofproductionequalsthevalueofthefinaloutput.
Finally,weneedtotakeaccountofthefactthatnotallgoodsandservicesaresoldinthemarketplace.Toincludesuchgoodsitisnecessarytocalculateanimputedvalue.Animportantexampleisowner-occupiedhousing.SincerentpaymentstolandlordsareincludedinGDP,itwouldbeinconsistentnottoincludetheequivalenthousingservicesthathomeownersenjoy.Itisthusnecessarytoimputeavalueofhousingservices,whichissimplylikesupposingthathomeownerspayrenttothemselves.Imputedvaluesarealsocalculatedfortheservicesofpublicservants;theyaresimplyvaluedbythewagesthattheyarepaid.
RealGDPVersusNominalGDP
Supplement2-2NominalandRealGDPsince1929
Valuinggoodsattheirmarketpriceallowsustoadddifferentgoodsintoacompositemeasurebutalsomeanswemightbemisledintothinkingweareproducingmoreifpricesarerising.Thus,itisimportanttocorrectforchangesinprices.Todothis,economistsvaluegoodsatthepricesatwhichtheysoldinsomegivenyear.Forexample,wemightmeasureGDPat1998prices(oftenreferredtoasmeasuringGDPin1998dollars).ThisisthenknownasrealGDP.GDPmeasuredatcurrentprices(incurrentdollars)isknownasnominalGDP.Thedistinctionbetweenrealandnominalvariablesarisestimeandagaininmacroeconomics.
TheGDPDeflator
TheGDPdeflatoristheratioofnominalGDPtorealGDP:
.
TheGDPdeflatormeasuresthepriceofoutputrelativetopricesinthebaseyear,whichwedenotebyP.Hence,nominalGDPequalsPY.
Chain-WeightedMeasuresofRealGDP
Supplement2-3Chain-WeightedRealGDP
In1996,theBureauofEconomicAnalysischangeditsapproachtoindexingGDP.Insteadofusingafixedbaseyearforprices,theBureaubeganusingamovingbaseyear.Previously,theBureauhadusedpricesinagivenyear—say,1990—tomeasurethevalueofgoodsproducedinallyears.Now,tomeasurethechangeinrealGDPfrom,say,2014to2015,theBureauusesanaverageofthepricesinboth2014and2015.Similarly,tomeasurethechangeinrealGDPfrom2015to2016,theBureauusesanaverageofthepricesin2015and2016.
FYI:TwoHelpfulHintsforWorkingwithPercentageChanges
Supplement8-5GrowthRates,LogarithmsandElasticities
Thepercentagechangeofaproductintwovariablesequals(approximately)thesumofthepercentagechangesintheindividualvariables.Thepercentagechangeoftheratiooftwovariablesequals(approximately)thedifferencebetweenthepercentagechangeinthenumeratorandthepercentagechangeinthedenominator.
TheComponentsofExpenditure
AlthoughGDPisthemostgeneralmeasureofoutput,wealsocareaboutwhatthisoutputisusedfor.Nationalincomeaccountsthusdividetotalexpenditureintofourcategories,correspondingapproximatelytowhodoesthespending,inanequationknownasthenationalincomeidentity,
Y=C+I+G+NX,
whereCisconsumption,Iisinvestment,Gisgovernmentpurchases,andNXisnetexports,orexportsminusimports.Consumptionisexpenditureongoodsandservicesbyhouseholds;itisthusthespendingthatindividualscarryouteverydayonfood,clothes,movies,TVs,automobiles,andthelike.Food,clothing,andothergoodsthatlastforshortperiodsoftimeareclassifiedasnondurablegoods,whereasautomobiles,TVs,andsimilargoodsareclassifiedasdurablegoods.(Thedistinctionissomewhatarbitrary:Agoodpairofhikingbootsmightlastformanyyears,whilethelatestlaptopcomputermightbeoutofdateinamatterofmonths!)Thethirdcategoryofconsumption,knownasservices,includesthepurchaseofintangibleitems,suchasdoctorvisits,legaladvice,andhaircuts.
Investmentisforthemostpartexpenditurebyfirmsonfactories,machinery,andintellectualpropertyproducts;thisisknownasbusinessfixedinvestment.Wenotedearlierthatgoodsputintoinventorybyfirmsarecountedaspartofexpenditure;theyareclassifiedasinventoryinvestment.Thiscanbenegativeiffirmsarerunningdowntheirstocksofinventoryratherthanincreasingthem.Athirdcomponentofinvestmentspendingisactuallycarriedoutbyhouseholdsandlandlords—residentialfixedinvestment.Thisisthepurchaseofnewhousing.
Thethirdcategoryofexpenditurecorrespondstopurchasesbygovernment(atalllevels—federal,state,andlocal).Itincludes,mostnotably,defenseexpenditures,aswellasspendingonhighways,bridges,andsoforth.ItisimportanttorealizethatitincludesonlyspendingongoodsandservicesthatmakeupGDP.Thismeansthatitexcludesunemploymentinsurancepayments,SocialSecuritypayments,andothertransferpayments.Whenthegovernmentpaystransferstoindividuals,thereisanindirecteffectonGDPonly,totheextentthatindividualstakethosetransferpaymentsandusethemforconsumption.
Finally,someofthegoodsthatweproducearepurchasedbyforeigners.Thesepurchasesrepresentanothercomponentofspending—exports—thatmustbeaddedin.But,conversely,expendituresongoodsproducedinothercountriesdonotrepresentpurchasesofgoodsthatweproduce.SincetheideaofGDPistomeasuretotalproductioninourcountry,importsmustbesubtracted.Netexportssimplyequalexportsminusimports.
FYI:WhatIsInvestment?
Supplement3-4EconomistsTerminology
Economistsusetheterminvestmentinaveryprecisesense.Toaneconomist,investmentmeansthepurchaseofnewlycreatedgoodsandservicestoaddtothecapitalstock.Itdoesnotapplytothepurchaseofalreadyexistingassets,sincethissimplychangestheownershipofthecapitalstock.
CaseStudy:GDPandItsComponents
Supplement2-5,DefiningNationalIncome
Table2-1
Fortheyear2016,U.S.GDPequaledabout$18.6trillion,ornearly$58,000perperson.Approximatelytwo-thirdsofGDPwasspentonconsumption(about$12.8trillion).Privateinvestmentwasabout16percentofGDP(about$3.1trillion),whilegovernmentpurchaseswerenearly18percentofGDP(about$3.3trillion).Importsexceededexportsbyabout$520billion.
OtherMeasuresofIncome
Supplement2-6SeasonalAdjustmentandtheSeasonalCycle
ThereareothermeasuresofincomeapartfromGDP.Themostimportantareasfollows:grossnationalproduct(GNP)equalsGDPminusincomeearneddomesticallybyforeignnationalsplusincomeearnedbyU.S.nationalsinothercountries;netnationalproduct(NNP)equalsGNPminusacorrectionforthedepreciation,orwearandtear,ofthecapitalstock(consumptionoffixedcapital).Depreciationequaledabout16percentofGNPin2017Netnationalproductisapproximatelyequaltonationalincome.Thetwomeasuresdifferbyasmallamountknownasthestatisticaldiscrepancy,whichreflectsdifferencesindatasourcesthatarenotcompletelyconsistent.Byaddingdividends,transferpayments,andpersonalinterestincomeandsubtractingindirectbusinesstaxes,corporateprofits,socialinsurancecontributions,andnetinterest,wemovefromnationalincometopersonalincome.Finally,ifwesubtractincometaxesandnontaxpayments,weobtaindisposablepersonalincome.Thisisameasureoftheafter-taxincomeofconsumers.Mostofthedifferencesamongthesemeasuresofincomearenotimportantforourtheoreticalmodels,butwedomakeuseofthedistinctionbetweenGDPanddisposableincome.
SeasonalAdjustment
Manyeconomicvariablesexhibitaseasonalpattern—forexample,GDPislowestinthefirstquarteroftheyearandhighestinthelastquarter.Suchfluctuationsarenotsurprisingsincesomesectorsoftheeconomy,suchasconstruction,agriculture,andtourism,areinfluencedbytheweatherandtheseasons.Forthisreason,economistsoftencorrectforsuchseasonalvariationandlookatdatathatareseasonallyadjusted.
2-2 MeasuringtheCostofLiving:TheConsumerPriceIndex
WenotedearlierthedifferencebetweenrealandnominalGDP:realGDPtakesGDPmeasuredindollars—nominalGDP—andadjustsforinflation.Therearetwobasicmeasuresoftheinflationrate:thepercentagechangeintheGDPdeflatorandthepercentagechangeintheconsumerpriceindex(CPI).
ThePriceofaBasketofGoods
Thepercentagechangeintheconsumerpriceindexisagoodmeasureofinflationasitaffectsthetypicalhousehold.TheCPIiscalculatedonthebasisofatypical“basketofgoods,”basedonasurveyofconsumers’purchases.Thepointofhavingabasketofgoodsisthatpricechangesareweightedaccordingtohowimportantthegoodisforatypicalconsumer.Ifthepriceofbreaddoubles,thatwillhaveabiggereffectonconsumersthanifthepriceofmatchesdoublesbecauseconsumersspendmoreoftheirincomeonbreadthantheydoonmatches.TheCPIisdefinedas
Supplement2-4,“TheComponentsofGDP”
LiketheGDPdeflator,theCPIisameasureofthepricelevelP.
HowtheCPIComparestotheGDPandPCEDeflators
Figure2-3
TheGDPdeflatorisameasureofthepriceofallgoodsproducedintheUnitedStatesthatgointoGDP.Inparticular,theGDPdeflatoraccountsforchangesinthepriceofinvestmentgoodsandgoodspurchasedbythegovernment,whicharenotincludedintheCPI.Itis,thus,agoodmeasureofthepriceof“aunitofGDP.”TheCPIisapoorermeasureofthepriceofGDP,butitprovidesabettermeasureofthepricelevelasitaffectstheaverageconsumer.SincetheCPImeasuresthecostofatypicalsetofconsumerpurchases,itdoesnotincludethepricesof,say,earthmovingequipmentorStealthbombers.Itdoesincludethepricesofimportedgoodsthatconsumerspurchase,suchasJapanesetelevisions.BothofthesefactorsmaketheCPIdifferfromtheGDPdeflator.
Afinaldifferencebetweenthesetwomeasuresofinflationismoresubtle.TheCPIiscalculatedonthebasisofafixedbasketofgoods,whereastheGDPdeflatorisbasedonachangingbasketofgoods.Forexample,whenthepriceofapplesrisesandconsumerspurchasemoreorangesandfewerapples,theCPIdoesnottakeintoaccountthechangeinquantitiespurchasedandcontinuestoweightthepricesofapplesandorangesbythequantitiesthatwerepurchasedduringthebaseyear.TheGDPdeflator,bycontrast,allowsthebasketofgoodstochangeovertimeasthecompositionofGDPchanges.Thus,theCPI“overweights”productswhosepricesarerisingrapidlyand“underweights”productswhosepricesarerisingslowly,therebyoverstatingtherateofinflation.Byupdatingthebasketofgoods,theGDPdeflatorcapturesthetendencyofconsumerstosubstituteawayfrommoreexpensivegoodsandtowardcheapergoods.TheGDPdeflator,however,mayactuallyunderstatetherateofinflationbecausepeoplemaybeworseoffwhentheysubstituteawayfromgoodsthattheyreallyenjoy—someonewholikesapplesmuchbetterthanorangesmaybeunhappyeatingfewerapplesandmoreorangeswhenthepriceofapplesrises.
Anothermeasureofinflationistheimplicitpricedeflatorforpersonalconsumptionexpenditures,orPCEdeflator.Thismeasure,computedastheratioofnominalconsumptionexpenditurestorealconsumptionexpenditures,issimilartotheGDPdeflatorbutincludesonlytheconsumptioncomponentofGDP.LiketheCPI,thePCEdeflatorexcludesgoodspurchasedbygovernmentandbybusinessesandincludesimportedgoods.LiketheGDPdeflator,itallowsthebasketofgoodstochangeovertime.Becauseofthesecharacteristics,theFederalReserveusesthePCEdeflatorasitspreferredmeasureofinflation.
DoestheCPIOverstateInflation?
Supplement2-7,“MeasuringthePriceofLight”
Supplement2-8,“ImprovingtheCPI”
Supplement2-9,“CPIImprovementsandtheDeclineinInflationDuringthe1990s”
ManyeconomistsbelievethatchangesintheCPIareanoverestimateofthetrueinflationrate.WealreadynotedthattheCPIoverstatesinflationbecauseconsumerssubstituteawayfrommoreexpensivegoods.Therearetwootherconsiderations:
NewGoodsWhenproducersintroduceanewgood,consumershavemorechoicesandcanmakebetteruseoftheirdollarstosatisfytheirwants.Eachdollarwill,ineffect,buymoreforanindividual,sotheintroductionofnewgoodsislikeadecreaseinthepricelevel.ThisvalueofgreatervarietyisnotmeasuredbytheCPI.
QualityImprovementsLikewise,animprovementinthequalityofgoodsmeansthateachdollareffectivelybuysmorefortheconsumer.Anincreaseinthepriceofaproductthusmayreflectanimprovementinqualityandnotsimplyariseincostofthe“same”product.TheBureauofLaborStatisticsmakesadjustmentsforqualityinmeasuringpriceincreasesforsomeproducts,includingautos,butmanychangesinqualityarehardtomeasure.Accordingly,ifovertimethequalityofproductsandservicestendstoimproveratherthandeteriorate,thentheCPIprobablyoverstatesinflation.
Supplement2-10“TheBillionPricesProject”
In1995,apanelofeconomistsappointedbytheSenateFinanceCommitteestudiedtheproblemandconcludedtheCPIoverstatesinflationbyabout1.1percentagepointsperyear.TheBLShassincemadefurtherchangesinthewaytheCPIiscalculatedsothatthebiasisnowbelievedtobelessthan1percentagepoint.
2-3 MeasuringJoblessness:TheUnemploymentRate
Finally,weconsiderthemeasurementofunemployment.Employmentandunemploymentstatisticsareamongthemostwatchedofalleconomicdata,foracoupleofreasons.First,awell-functioningeconomywilluseallitsresources.Unemploymentmaysignalwastedresourcesand,hence,problemsinthefunctioningoftheeconomy.Second,unemploymentisoftenfelttobeofconcernsinceitscostsareveryunevenlydistributedacrossthepopulation.
TheHouseholdSurvey
TheU.S.BureauofLaborStatisticscalculatestheunemploymentrateandotherstatisticsthateconomistsandpolicymakersusetogaugethestateofthelabormarket.ThesestatisticsarebasedonresultsfromtheCurrentPopulationSurveyofabout60,000householdsthattheBureauperformseachmonth.Thesurveyprovidesestimatesofthenumberofpeopleintheadultpopulation(16yearsandolder)whoareclassifiedaseitheremployed,unemployed,ornotinthelaborforce:
Figure2-4
POP=E+U+NL,
wherePOPisthepopulation,Eistheemployed,Uistheunemployed,andNListhosenotinthelaborforce.Thus,wehave
L=E+U,
whereListhelaborforce.Thelabor-forceparticipationrateisthefractionofthepopulationinthelaborforce:
Labor-ForceParticipationRate=L/POP.
Supplement2-11,“AlternativeMeasuresofUnemployment”
Theemploymentrate(e)andunemploymentrate(u)aregivenby
e=E/L
u=U/L=1–e.
CaseStudy:Men,Women,andLabor-ForceParticipation
Supplement8-6,“Labor-ForceParticipation”
Overtheperiod1950to2016,labor-forceparticipationamongwomenrosesharply,from34percentto56percent,whileamongmenitdeclinedfrom86percentto69percent.Manyfactorshavecontributedtotheincreaseinwomen’sparticipation,includingnewtechnologiessuchasclothes-washingmachines,dishwashers,refrigerators,etc.,whichreducedthetimeneededforhouseholdchores;fewerchildrenperfamily;andchangingsocialandpoliticalattitudestowardwomenintheworkforce.Formen,thedeclinehasbeenduetoearlierandlongerperiodsofretirement,moretimespentinschool(andoutofthelaborforce)foryoungermen,andgreaterprevalenceofstay-at-homefathers.
Figure2-5
Forthemostrecentdecade,thelabor-forceparticipationratehasdeclinedforbothmenandwomen.Partofthisisduetothebeginningofretirementforthebaby-boomgenerationandpartisduetothesloweconomicrecoveryfollowingthefinancialcrisisof2008to2009.Someeconomistspredictthatthelabor-forceparticipationratewilldeclinefurtherovercomingdecadesastheelderlyshareofthepopulationcontinuestorise.
TheEstablishmentSurvey
Inadditiontoaskinghouseholdsabouttheiremploymentstatus,theBureauofLaborStatisticsalsoseparatelyasksbusinessestablishmentsaboutthenumberofworkersontheirpayrolleachmonth.Thisestablishmentsurveycovers160,000businessesthatemploymorethan40millionworkers.Thesurveycollectsdataonemployment,hoursworked,andwages,anditprovidesbreakdownsbyindustryandjobcategories.Employmentasmeasuredbytheestablishmentsurveydiffersfromemploymentasmeasuredbythehouseholdsurveyforseveralreasons.First,aself-employedpersonisreportedasworkinginthehouseholdsurveybutdoesnotshowuponthepayrollofabusinessestablishmentandsoisnotcountedintheestablishmentsurvey.Second,thehouseholdsurveydoesnotcountseparatejobsbutonlyreportsifapersonisworking,whereastheestablishmentsurveycountseveryjob.Third,bothsurveysusestatisticalmethodstoextrapolatefromthesampletothepopulation.Fortheestablishmentsurvey,estimatesaboutthenumberofworkersatnewstart-upfirmsthatarenotyetinthesamplemaybeimperfect.Forthehouseholdsurvey,incorrectestimatesabouttheoverallsizeofthepopulation—due,forexample,todifficultymeasuringchangesinimmigration—mayleadtoincorrectestimatesofoverallemployment.Anespeciallylargedivergencebetweenthetwosurveysoccurredintheearly2000s,whentheeconomywasrecoveringfromtherecessionof2001.OvertheperiodNovember2001toAugust2003,thehouseholdsurveyshowedanincreaseinemploymentof1.4million,whiletheestablishmentsurveyshowedadeclineof1.0million.
2-4 Conclusion:FromEconomicStatisticstoEconomicModels
Supplement2-12,“ImprovingtheNationalAccounts”
ThischapterhasexplainedhowwemeasurerealGDP,prices,andunemployment.Theseareimportanteconomicstatistics,sincetheyprovideanindicationoftheoverallhealthoftheeconomy.Thetaskofmacroeconomics,however,isnotjusttodescribethedataandmeasureeconomicperformancebutalsotoexplainthebehavioroftheeconomy.Thisisthesubjecttowhichweturninsubsequentchapters.
LECTURESUPPLEMENT
2-1 MeasuringOutput
Asdiscussedinthetext,wecanmeasurethevalueofnationaloutputeitherbyaddingupallofthespendingontheeconomy’soutputofgoodsandservicesorbyaddingupalloftheincomesgeneratedinproducingoutput.Thisbasicequivalencebetweenoutputandincomeallowsustodevelopthenationalincomeaccountingidentitiesrelatingsaving,investment,andnetexportsthatarepresentedinChapters3and6.
Althoughthetextusesthetermgrossdomesticproduct(GDP)torefertoboththespendingmeasureandtheincomemeasureoftotaloutput,thenationalincomeaccountsinfactprovidetwoseparatemeasuresoftotaloutput.Inthenationalincomeaccounts,GDPismeasuredbyaddingupspendingondomesticallyproducedgoodsandservices.Aseparatequantity,knownasgrossdomesticincome(GDI),ismeasuredbyaddingupincomegeneratedinproducingdomesticoutput.Intheory,thesemeasuresshouldbethesame.Inpractice,however,ameasurementerror—knownasthestatisticaldiscrepancy—meansthatGDPandGDIusuallydifferbyasmallamount.Typically,thediscrepancyaveragesclosetozerooverlongerperiodsoftimeandtendstobecomesmallerasthedataarerevised.
Duringthemid-tolate1990s,however,thestatisticaldiscrepancybecameunusuallypersistent,evenafterrevisionstohistoricaldata.Overtheperiod1993–1998,theeconomygrew4.5percentperyearwhenmeasuredusingrealGDIcomparedwith3.9percentperyearwhenmeasuredusingrealGDP.Figure1showsannualaveragegrowthratesoversuccessivefive-yearperiodssince1960.Asthefigureillustrates,thedifferenceingrowthratesfromthetwomeasureshastypicallyaveragedclosetozero.
WhichMeasureIsMoreAccuratefortheMid-toLate1990s?
Boththespendingandincomesidesofthenationalaccountsaremeasuredwitherrorbecausesignificantportionsofthedataareestimatesbasedonextrapolationsfromotherindicatorsandtrends.Foradditionaldiscussion,seeTheEconomicReportofthePresident,1997,U.S.GovernmentPrintingOffice,Washington,pp.72–74.TheReportarguesthatfromitsvantagepointbackin1997,Okun’slawseemedtofitbetterusingGDIgrowthratherthanGDPgrowth.Subsequentrevisionsandmoredataseemtohavereversedthisfinding,asdocumentedbelow.
Asmorecompletedatabecomeavailable,theBureauofEconomicAnalysisrevisesitsestimatesofGDPandGDI.Generally,theseannualandmultiyearrevisionsreplacemoreofthespending-sideestimateswithdetailedsourcedatathantheincome-sideestimates,whichoftencontinuetobebasedonincompletedata.Whentaxreturnsandcensusdatabecomeavailable,usuallywithalagofmanyyears,incomeestimateswouldbeexpectedtoimprove.Butbecausethesedataforincomeremainfarfromcomplete,GDPwouldstillbethemoreaccuratemeasure,althoughthediscrepancybetweenthetwoprobablywouldshrink.Thepersistenceofthedifferenceforthelate1990s,despiteseveralmajorrevisions,hascontinuedtobepuzzling.
AnotherwayofgaugingtheaccuracyofGDPcomparedwithGDIistoconsiderwhichmeasurefitsbetterwithwell-knowneconomicrelationshipsthathavetypicallyheldinthepast.OnesuchrelationshipisOkun’slaw,aruleofthumbdiscussedinChapter10thatrelatesthegrowthrateofoutputtothechangeintheunemploymentrate.ArthurM.Okun,“PotentialGNP:ItsMeasurementandSignificance,”inProceedingsoftheBusinessandEconomicsStatisticsSection,AmericanStatisticalAssociation(Washington,DC:AmericanStatisticalAss
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