8 9y,9a71M :detcerroc yaM02 THE SOLOW PRODUCTIVITY PARADOX: WHAT DO COMPUTERS DO TO PRODUCTIVITY? kcaJ t.tEelpirT 1 noituti tssgnnIikoorB ”.scitsitats ytivitcudorp eht ni tub erehwyreve ega retupmoc eht ees nac uoY“ 7891( woloS treboR ) ?x od .dnedaA rer aetas hopIntu e q,t sdfsilor o anne eayet h rwt,oommnsiro hsp’awoloS nomm otcs oem hstesses sda nsaweiv errep as pi? httTiuo bdai a esnb atca h,w ofsi gniwoll oe fhfhtoc agenitaula vsenoitc eestarap essnia t.n xotocIdar ae phr to”fsnoitanalpxe“ .snoitisop (1) You don’t see computers “everywhere,” in a meaningful economic sense. sd rneatu pmoC .kco tlsatip aec h ftdo nPa D fGeora hlsla myslevital eear rtanempiu qgenisseco rnpoitamrofni (2) You only think you see computers everywherer osfexed neici rcpinod ethnemnre v. oG tu prteutou pldmaeoercru seareomf e ,rdnenohai ttg insosiitodhprt o”c, c t oalssolartafe“ftupmoc htwor gsi osl aoo”t.“tsaf (3) You may not see computers everywhere, but in the industrial sectors where you most see them, output is poorly measuredf osres uyvae her ahcih w,ecnarusn idn aecnani fer aselpma x .E .deifice pyslro ostpiupt uftoopecn oe chnte veere hd wnyagolonhc entoitamrofni (4) Whether or not you see computers everywhere, some of what they do is not counted in 1rotc eeScivr eneSocnerefn oe C htdtaetnese rypllanigi rsokram endroes asrbiep a spi hT .n 7e, 9t2 t9t 1slf1 ie-aia,rh1wrrawT1pdw Aa,txtoOd ayrtaiPvitc uy ddtenoiharvtPitcudorP ndietnese rsp adw n,asisyla ncAimono c fEuoaer u,Btsimono cfEei hsC arwoht uea hetlihw ,noitaicos scAimono cnEacire meA h ftsognite eomgaci h8C9 9,1yraun aeJ h ttmar oyfranimilerp yltae r” mg?Ianw ogDniwo l rS pogUnidee peSgna hlCacigolonhc esT Id“elt intoiss enasi .yrots ichimono cfseotni otpnavel eerm onssonoitasrevn or confidl oaGidua lodCtetbedni 5,7n7o1ituti tssgnnIik or:oo t rhmaedBtohe ur tn safr in e efaaeiepotchpbabtopoC :li a 4mr3-o1e6-797- 2e0n 2o,h6p3 0. 0C,2.nDotgnih s,,aW. WNesvtAtesuhcassaM .UDE.KOORB@TTELPIRTJ economic statistics,ecafretni-re sruett e,becneinevn o,cb oe jhnntooitpmusn oe crsaelp m.a xE dna os.htrof (5) You don’t see computers in the productivity statistics yet, but wait a bit and you wills isi h .T w e fansonoitacilp myitivitcudo rep htta hate dei h,tyticirtce l fenooisuff ied hhtt iywgola neaht .ga lgno lahti welbisi vyln oer aygolonhcet (6) You see computers everywhere but in the productivity statistics because computers are not as productive as you thinkngis emdets yrsetupm odceli ashfac u,ssetodce nyan ae mreare h,t e.r eH ng iesreadw trdfenotasu p tmeaochcnt eriectsu p mmsoonrcofitr e oseess rrla,teaasuhtbtcejorp sah nekat a gnorw.nrut (7) There is no paradox: Some economists are counting innovations and new products on an arithmetic scale when they should count on a logarithmic scale. Background . St.'U n ys:hinWoits e eushqntrec nxoocda ryatpivitcud orreptup m eo,hcet c santfOi ecnano s sestrni imasgiro hsp’aw o? ls toruSeBtup meno rictosme vrseneawit sganfiw otrugptuo d nsaretupm o nctinemtsev nginiwo reg hltl i:Wnoitse u,qdetal ehrguo h,ttnereff imadorf , 3? 8 7no4m 9wt9o1o1rdFw oyltsivitcud o3r7p91-t seeohsptre vyegrolonh cneotitamrofni w eyrtgivitcud orrop b da,nl.a S e.rnhU ait reteynpec r 9ed.pe1saer cyntiivitcud orroptcaf-itlum ta eht etar fo 9.2 ;tnecrep retfa ,3791 eseht ytivitcudorp htworg setar erew 2.0 tnecrep dna1.1 percent. e h ftsoeimono cdeezilairts2ud n ei f htots o nmdievres bnoe eebv ashnwodwo lrsali m iS OECD. e h nteigna hlcacinhc e ftnooisuff ird omfsinahc eem h sttixetn oec h fttor arpehtonA e hott ndieirr aec rsatnemevorp myitivitcudo r,pstsimono cyen a ymdbl ewhe i. navyImonoce w oen r eaewgna hlcacinhc eyt n,awe isvi h. ntyOrenihc awm e nntinemtsev nhiguor hetcalpkrow esuace b,ygolonhce tnoitamrofn in itnemtsevn is'ymonoc eeh tn ideidobm ee btsu mgnicneirepxe gnisseco rnpoitamrof n nitinemtse v. ngIniwo r sgtia httnemtsev nyirenihc a fmdon iek h sttiaht e rhsocim i,h7w 9tn9ni1empi ueqleba rruedcud otfrnopec rt4eu3p o rbdoaeftnuo ctcnaempiuqe 2 .S.U tnemtrapeD fo robaL ,a8991( b8991.) 2 .)tnecr e2p 2y(renihc almairtsud n fieora hes hntaht 3 teau r etyblsuoiv btos u. tmwIe i”vyrenihc awme ns“i h nteotab eldaitnatsb u sseirehT senihc awm etna hstuoiv bto o sn ti ti. usBenihc awm esneilp myigolonhc ewt etna hltev eelmos e hr tosftnuoc cyaltcerr oe cnf,oi t.c yantfIivitcudo rgpnivorp mr ioefnig neerit ne ehetra latip a ncaot aed h otttnemtsuj dyatila ugaqnik aym bs(enihc awm e fnsosenevitcudo rdpecnahne ,to nlli wyrenihca mdevorpm ineh t)stupni by itself htgiu o,hyttivitcud orroptcaf-it leusm i,ar . ytivitcudo rrpob aylranid reosaerc ndiluohs ne t,tsfeiiomo cee vbeeaswhua cseebtano soe srxloada ryatpivitcudorp-retup meohcT saeigna hyctila utqa hdti anset f .s otyiImono cneoitamrof n ni,a)deifitna unqet fto otnu bd(ias e r,oemgn ayhtcil atu aq dh,ntta s ea snhpntait aiwyhat dtoutp tluao nnfioofitrop orrepg rhaclum remusn ofscotneme ls,eastup nsisenis usba—secivr efhsotwo re ghd tn,astcudo rdpezimotsuc tnatrop meir oh mc snuaiomitamrof ntia hnta elmla—strop x.eS .osUtrotubirtn osd can,adnamed s rsnnoeaotc h iuootttb rt icidpeurehdts tonuorot pc.eb fI ti s ie utra thnetoh itetsau mfroofni tnia httup neivitcudo re pr eoammoc es banhoitamrof ntia hr,togniwo rstgiup neivitcud o sraap feocnatrop mei hltl e swsanethgi enhoitamrof nri oefl odrenethgi eshi hnte h,tts aep h ntsiaw . ymono cnered o namyigolonhc entoitamrofni danuo rsaevlov egrnitseret nsxiiodar ayptivitcudo rwpol oe Shhtci hntwixetn oe ch,tsuhT ytivitcudo r3p791-ts oe phset ir.e shnToitse ud qnsaeus sciimono cdeevloser nfruoebmun tne cdeers o .p enpesr ouhieistht Tu slttoapsme tldtleaats i st sroaaeea shhlrf,tz nzawuopdwols nnie v;etnec etra hlt lta o snsii h,tyllautc ay(mono cseecivr e oasytmono csedo omago rtffihs srot cgensicudorp-sd oloagnoitid a erehtdtis t sutaonwemyol p. m Sfef .lonUa aheh rt,o0m491 4 ). 3lairtsud nr iotfnecr e6,p2tnempiu qneoitamrof nr iotfnecr e2ep2r eswera he sh, t77 9n1I -tats.www//:p t,tshetis bAeSwU- t daAetn tEhaua SBtotdfaedlia tdeedhsilbup ntun(empiuqe .)exe.atadau/aeb/2bbe/NEB/vog. ansrup-.ttaotls t.diwntwaawa///a:epbt/t2hbbe/NEB/vog.asu ,ecif fsOeiroget aec hstedulc n,iat aAd EeB h nt”i,tnempiu qdeetal edr nganisseco rnpoitamrofnI“ larehpir edp nsaretupm oscedulc nnir u nthicih wy(renihc agmnitnuoc cda nganitupmoc .tnempiu qdeetal ed rnyapocoto hd Pn,astnemurts n,Itnempiu qneoitacinumm o,C)tnempiuqe gnissec onropitamr o tffnnoe Ic t r0u de4ooepbttanu o7 tm9nna9ie1mpi urqeetupmoC .tnemtse vtnniempi ueqleba rruedcud otfrnoPec rt4eu1p o db,natanempiuqe ,gnirutcafun a,Mgnin i,Mgnih4s idf nyartser o,ferutlucir g,Aseirtsud nginicudorp-sdo oeg hT t , ndsfe nn eoc9a od hr4rsedteorte pfenyt puo nol,fe cpnoc9cmor4aeietpcurt sdnnoaC ,4 4,9s1et adteSt i etnfhcUotart slbaAcitsita tsSu(s n0e 4 Ce”9nh,1itec rroof bdaelcneirepxe“ table no. 128, pp. 116-118). 3 erof eybmono cee hdteziretcara hrceveta hmwo r"fymono cneoitamrofn i n "oattfi hes h steirehT s a tweisuac e,btnadnu bsas esl anwoitamrof nsipahr etp u,bnoitamrof n fieocnes bta oynlerus( smie hgtnidnatsre d. ndUootsred nlul eywr e svsitfi hcsimono ceese h fte on. o)Nylts oecrom d nnaoitacu d feeol oer hmto rgfnign a,rseus syicil ocpimono c feeogn aerd ira wotfnatropmi nnooitax ad tnosatevitnec nfeiorofere hdtn at(nemtsev nfeiol oe rho,ttymono ce ehngtininiart em o scfdnoni eerrtu teguhnftitsac e ,rohottfw ocrigmo n softconeanimre t,eoe)htdttnemtsevni noitubirt nedsohnrctaetup mt oatchh tg , u ts.osie h hiu h t d,tsefcrronnshoaoosaoiteFfitubirtsid e so uhswrekr otwa hdtnu o)f399 1r(egue r,Kelpm a .xr y eoesyFkigolonhc entoitamrof nfio sntif iehssre v edtha atghntitseg g,u ts oooshdnrwek rno awshgtnin rraeeh gei vhsarhetupmoc e hhtt idwetcenn oec rsara etynec e nrsieta tdSeti neU h ntsinoitubirts isdgninr ade neamocni etutits bsuesmite msorsetup m:owC esi ivenhtota beserid e,h nt.is argeAtup mhfotocworg hc ussb o njlili krs odfnam eed hgtnicud e,rstup nrieh ttosnia g oayde h st,alatip ancam uthsniaga .srell ektn a,by a,ssa em ohst ixwodar awpol oe Shgtnilpu otcsnia gwae igvnitness igdno r etat sodnluo hesnO :deta ts sa,helpma xr eo,f)799 1s(ehci l.i sreGus srieh teose hfto ,rnowodw oyltsivitcud o erthput ombealb o erhh pttkicw ultls ietrs ’ne ewth utB" lr aonewro d.wm o eelslhsIbt orreptu pt tmo,auonmbce l hbs coi air,hpxwodarap s ri,otnenamr e tp si,itnatrop meir o dm? neAus stinemerusa elam l t a si? ritOon nt iu,bsretupm ofscomr enhtic uotm soynlla esxriodar ae ph et?r yerHotisna rtti stia h,wssenevitnev n oigtninepp a shtia h,wecnei c osgtninepp a shtia h fwsomret ”.seitivit craeh togotnineppah ytivitcudo rrpetupm oec h ntsonoitis onpev ewseiv esrnoitc edserebm ugnniwoll oefhT paradox. I. You don’t see computers “everywhere,” in a meaningful economic sense. ftoup ne ihnd tinkaco tlsatip ae chnstiretupm ofecora he shsstirett atma h,wwe isvi hntI egr aealk atmonn aecra hlsla mysr ehavt itwup n. nilAla mes rsaera hess e. hsTecivr elsatipac , h dtcnnwi oaom oir oost gdn tut loebctucw ieooeorpnh ttxsenee ostc crah aotnpjwomaoimrg d n”asretupmo cs“mr ee the ,tsIruep aspi hfrtoedniam ee rhn tI.(sretupm ontcinemtsev nmiorf mr eet h;tylbaegnahcretni—tnempiu qlearehpir espu lspretupmoc—”tnempiu qreetupmoc“ stanempiu qreetupm oscniatn otca hytroget arceda o s”raitbnempiu qgenisseco rnpoitamrofni“ e eest —o)esn.nt3o nfeo nsotpimoc 4 d nnaosnegr od Jn,a)499 1l(ehc id Snraeni le Orsanoitarolp xeevisneherpm otcs oemhT h o.r)i5t9S91( htoB stes f eostraolhu :tcegnulh noaathiictttwnaouuroqgceca (1) d Y =s d K +s d K +s d L +d p t c t c cn t cn L t t erdehw Y = dY/dt, the rate of growth of output, d K , d K d dna L are rates of growth of the t t c t cn t K—stupni ,)Kseciv rleasti praectup m,oyclrepo rlpa(ti praectup moc lati praectupmoc- non c, nc, s—rob a,d lLn,a)secivres( dd n ,atiup n fieora hes h sti B.ytivitcud orroptcafi t hlftuow m oerhgt i t sihT noitauqe syas taht eht etar fo htworg fo tuptuod( hntiw odregthgiew-er a ehshslta u)qYe t ,selpma xreo fs(tupni d K efro a edhyhesbtthg i,elwati praectup mhfotocw oef r t oegashrit c t c .yt ivitcu droortpcaf ih t t fel sweotu,fuoham)olrt rt pglsl aoantctio itrpeatcupmoc retup mdyoebcdiv osrepciv rleasti pefaroc a ehehsttami t)s5e9 9h1o(r i dtnnSoasnegroJ ;)98 9,1089 1n(osnegr oydJbepolev ekdrowema rgfnitnuoc claatip ae chgtni s,ulatip atcnempiuqe stlus eer h,tswo he1sl b .a setAra hesmoc nsi’tnempiu qreetupm oec s)u499 1l(ehc idS nraenilO ontoitubirtn olcla myslevital eeard atmnempiu qreetup m. oeClbitapm oec rsarep ahpt ofbo eomsa cyegbolonh creettup mno ecsh'w0 8 e9dfh1ooti r eeghpnti rnu ed,vhetw ocrigmonoce , )n1o(ita ukfqroeowem agrnfitnuo chc ta.w yo emrnhogItn o ectheutohguo rdhetsuf fyildediw dip anre es bathnempiu qgenitupm ofhcotwo re ghdtna—htwo rtgup nfsioet adrip ayrr enveve stinempiu qsei h fteora hes hnte hhwtwo r ogstnoitubirtn olcla myslevital eyrl neokam—deedni fsos ertlonec r de2npuo ryal nr oosftnuoc clali ttsnempiu qreetupm o,csw o eh2ls b. alstlAams kco tlsatip alcacisy hepht 5.secivr elsatip aftconec r re2epd nd un,a noitamrof n filo lsasapmoc n oestretupm o fcnooitinif eed hetgral nleehc idS nraenilO gnisu-retup m doencraawt fgonsitup moo sc dl)na 5ae0 g3 ,ae0pl1 braite httn(empi ugqneissecorp eer hetse hf.y t odnneaOgnahc nsuniam etrl u. s) e3e r0he3Tg a,ep9lb artieh tr(obal fnooitanibm oec h rt,otnempiu qgenisseco rnpoitamrof n,itnempiu qreetupmoc—snoitinifed e hste ood dsn, a)e2lb aete sl(la mnsiam esrera hesht—rob ad ln,aerawtf o,serawdr aghnitupmoc .ygolonhc entoitamrof nfniooitubirtn ohctworg r osftlus eertalum i)s499 1l(ehc idS nraeni l,Ostlus errie h ftsosenelbanosa eer hktce hocT e h 5fteora hss’tnempiu qgenitupm oectupm o)c499 1l(ehc idS nraeni lO wealthk cloatts ipac e hfetora hss’hori td Snnaosnegr onJa hrtehg ishhici h,w)tnecr e0p.2( productivek cloatts ipac remusn od cndan asledulc nkico tlsatip asc’hori td Snnaosnegr oeJsuac eybltr a,p)tnecr e5p.0( tnemtsev nriie hnta hrtella mhsc ussmiretupm ofecora hksco tlsatip ae chtta h et.t soeNlbarud .stnemtsev ndievil-tro hysr ee vrsaretupm o;cerahs 5 t ashetil p )mn1io(ita uefq soesun(ru tlearmronre pnu rssareetup mto acnhotitpmu seshat ,.))6 t8r n9ee1mm(op Riluaq t ed i rn neesp eeren rntrasmhuhofaraecaatttoeartsoeeurpmoc dle isyretupm otca hdteilp m ridoeug rla l)a399 1g(rebnethc idL n)a699 1t(t idH nnaossflojnyrB e hetsi asrnoitalum iesvitanret leas e. hlTatip arceh t notinemtsev nnia hstnrut errehgih de2 nl. nub0m1io ao rh otr,3attt tf l).wnur(ol40oebota.rm0gp igunqiet un pofmiootcubirtnoc r olfla mos oytlpm i sstinempiu qgenitupm o fceora h es: hmTelbo repm aes httnorfn omce hfto cimon onocoteitubirt neo gctn rliaau l stoentremtse vrneitup mnoortcu teelrbanos ayenra growth. nootitubirt nso’cretup meeohtctaluc lsaecsicr egxneitnuo chctaworG growth, not its rotcafi t nlooutimtubirtnoc productivity syih W:“noitse ue qhstrews nganitnuoc chat w.o rG ,sw o nh1osita u” q?serAehg it hoyntivitcudo rsypih W:“sy axsodar a”e p?hrTehg it hohntworg nfooitubirt n eomhc otertfara phsetisw ocrigmon onocoteitubirt nso’cytivitcud orroptcafitlum gniylp psxaaodar ayptivitcudo re phstterpret ne. i nsforIetupm oftcoup ne ihgtnidulc n,itup nyina . tntiohg ihlc uymr edve ht soosndesicre xgenitnuoc chatwo r,gytivitcudo rrpotcafitl uomt 6 efsonop s eeyhrltp mhsitisw orregtup m,onc e,hktrowem agrnfitnuo chctaw o ernhgIt ecnerefn on,cinosnegr o,Jd e se.rd entIupm ofecoci re phnltil atfae re ghodttnam etdupni enilc eedci rspuomr o .ne )eh8T99 1h(ori ts Sas,hatni otpca xsei hdtezisahp ms ea,hsnoitatneserp ,krowema rsfisyla nnaoitcudo rdpradn a n,tainsoitutitsb us stod ites larhew ogpnitupm onci tcap mciimono cee h,twe isvi h. nttOnemtsev n fisodn irkeh tgonidulc n,istup nrieh tlo ltasniaga . yltrl aoayttsivitc u rtds eooiatnrupp mefohoct d ntau(p trueotup meoscua cseebs iw renaiovitutits btuu sps nitihu tonboaitavre seenrO .sexed neici rrpetupm occinod eghni s,unoitalf e yddbetamit s se)itup nliatip arcetupm oecrofereht ec irreptup m eothc atdhetu ger va.ead mheotSami tysletnednepe d tn eoiyrntaitn a duenqcairP e rsaenilc eedci r fp;i)noitc etsx een hete sd(etatsre veo rsacitsita ttsnemnrev o ngsienilced nneaohhitttut i et , rsdsdsebnseihuaettsla tss tr osuersipvel notahiu t p,fwemdoohoertctgatsrevo data suggest. ftonuo me ahtta hktni homtte esstsimono cyen aemsuac esbesi rnaoitavres edrnoc eAs 6 doetrre fxeorda rwao p letohhStgu o,efhynitloevitanre tlA laborh t,nwyeothritgvitc udorp .ytivitcudo rrpotcafitl utmcef fta osne o td finie v,eytivitcudo rrpob atlcef flal itwup nrietupm onci e vt aswhuo mlt oa,Sh)telpm ar,xo0 ef9,9d1i ve aesDsr (e dho e t ts m, oo mse estteaetmaiesIhs rob a,les a.y cynntaIivitcudo rrpob at lod nn,aytivitcudo rrpotcafitl utmuo bganikl anteeb .3 7r9e1 tdfeaw ool ssyltaivitcudorp 6 gniydob m,estcudo rwp e fnsosenevisavr edp nraebm uenht—ymono cee h ntei eyse hntoitavonni ylbanosa edrlu oe cnnoa hetr oemra—sta elfacigolonhc ew ted nn,anoitcudo rfspodoht ewmen d n,ayro ttsnemerusaems ieaombs ltas uemre h,twe isv i .h nntOoitutitsb utsup nmio rtfs utjcepxe .yro tnsoitutitsb utsup ne i hfytotidil ae v hfstoseldrag e,ryro tystivitcudo rgpnis s eiarmofereht .wol e,bI InVoitc e nsdiessucs i sdwie isvihT rotcafitl utms ut jo,nw ools lsyaitivitcudo rrpob aeltagerg gtaa hsntioitavres edrri hAt dlu oyhtsivitcud orrop bna el,hsttu prnei httsoni adgeatutits btu sssurjet u.py mtfoiIcvitcudorp . ts oeynotdivitcud orroptcafit lhugmu on he,tv)erek rrloeawpti pdaecsae r ecfsnouiac ewbo(rg yrtsud nsiesi aerga sruetupm oecvisnet neir o:Mlev eylrtsud ne ihtttaa htts usjwo h)s899 1h(oritS rotcafit lyurmtsu densi i tasor en tto,uidnboitutits btuus phngiuo ryhttivitcud orropbal tcap mrio j eaak maolmtla mo sosstiretupm ofecora he sh,tlev eeltager g .ge yahtttAivitcudorp no rehtie tuptuo htworg ro robal.ytivitcudorp ytivitcudo rwpol oe Shdteterpretni e)rylticilp xt eohnguoh tt(cef fnse ia)h799 1m(malF x:o xdro a odurstaoaacrY puaedpe ns aoechitmes semiconductor age ntis utj odnn ae(rehwyre ve na hytldip aerr onme vdeeppo redv ashrotcudnocim er sosfexed ne ic.i )ryPrtsud nrietupm oecht sfdo nriek hot tosonrgiotcudnoci m de,ns )anIoIit cnneoisissuc s eiehd etsse(c irreptupmoc .)elpma xre o,fselibomot u nasomets ynsoisneps u”stnegilletn id“ nsaeka rkbcolitn ay(renihcam tnecr ed8pnuo r tasaeci rrpotcudnocim egsninilc emdo rsfulpr ursemusn oec hstetalucl amcmalF fyorots irhaey- 0e 5hrte vroebm ue ng osuatehtalum uhcci h,whtwo rP gDlGaun nfao timr et poosndtlus esr’mma l,Fxodar ayptivitcudo re phfstoisyla n e a.hr storFotcudnocimes noitutitsb utsup nfeiosuac esbesi rtaa hstrotcudnocim er sodfnam ee dhfttor ae phgtnihsiugnitsid t oasdhttu ptnsini atgnaempi ugqneisu-rotcudnoci mree s hdstnroaetu p nmfoooictutits beuhst( evor 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