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Acceleration / 45 CopyrightedMaterial–Paperback/Kindle available @ Amazon Astheir computers got fasterand faster, the quants wereabletodomoreandmore.Theycreatednewexotic derivativesbasedonstrangecombinationsofthings.They could magnify the reward (and risk) of a security. They could invertit,soyougainedifthesecurityfellinvalue. Theycouldeventrytocapturetherewardifaninvestment increasedinvalue,buteliminatetheriskifitwentdown— oratleasttheythoughttheycould. Ashousingpricescontinuedtoclimbduringthebub- ble, the subprime loans were packaged into mortgage- backedsecuritiessothattheycouldbetradedlikebonds. This had become standardpracticeformortgages. How- ever, in addition to that, new types of derivatives were createdbasedonthepackagedsubprimeloans.Mostnot- able were “collateralized debt obligations” (or CDOs), which attempted tosiphonoffthelowest risk loans and repackagethemintoasecuritythatcouldbemarketedasa high quality investment. These new derivative securities werethensoldtobanksandfinancialinstitutionsallover theworld,withtheunderstandingthattheywereverylow riskinvestments. Whenthesubprimeborrowersstarteddefaulting,the valueofthemortgage-backed securitiesplunged,andthe derivativesdidnotworkasexpected.Inmanycasesitwas difficultorimpossibletocalculatetheirvalue.Inaddition, financialinstitutionshadengagedinmanyothercomplex interrelationships based on exotic derivatives that were intendedtohelpmanagevariousrisks.Allthisledtoun- certaintythatcausedvaluestofallevenmore. Theresult THE LIGHTS IN THE TUNNEL / 46 CopyrightedMaterial–Paperback/Kindle available @ Amazon wasthedownfallofBearStearnsinMarch2008,andthe globalcrisisthatfollowed. The point of this, of course, is that it would have beenimpossibletocreatetheseweirdderivativeswithout accesstoverypowerfulcomputers.Ifthesubprimecrisis hadoccurredinearlieryears,itwouldcertainlyhavebeen a far smaller event. It’s worth noting that the meltdown startedin2007.Aswearenowin2009,weknowthatthe powerofthecomputersonWallStreetdeskshasroughly doubled,evenasthecrisishascontinued. Exoticderivativesare,ofcourse,nottheonlyexam- ple of the dramatic impact of advancing computer tech- nology on financial markets. On October 19, 1987, the stock market fell a staggering twenty percent in a single day.Therewasreallynospecificnewseventorotherfac- tor thatmighthaveexplainedthesuddendrop. Manyof the people involved in quantitative technologies on Wall Street at the time believe that the crash may have been precipitated by computer programs that traded autono- mouslyinthehopeofproviding“portfolioinsurance”for biginvestors. Asthisis beingwritten,articlesare appearinginthe pressregardingtheuseofextremelyfastWallStreetcom- putersthatallowtransactionsto beexecutedinfractions ofasecond. Thispractice,known as“flashtrading,” has quicklyattractedthenoticeoftheSecuritiesandExchange Commissionandmayresultinnewregulation. Astheseexamplesshow,wecanexpectthattherate ofchangeandthevolatilityofnearlyeverythingaroundus will be somehow amplified by the incredible increase in Acceleration / 47 CopyrightedMaterial–Paperback/Kindle available @ Amazon ourabilitytocompute.Wecanalso certainlyexpectthat thisdramaticallyexpandedcomputationalcapacitywillbe focusedincreasinglyonautomatingourjobs. Laterinthischapter,we’lllookinmoredetailatsev- eral specific advancing technologies and how theymight impact the job market and the economy in general. But first,let’snowturnfrommachinestohumanbeings.Isit possiblethatwecansomehow“outrun”computerssowe canallkeepourjobs? Diminishing Returns In1811,EnglandwasinthemidstoftheIndustrialRevo- lution. That year, a group called the Luddites formed in Nottingham. The Luddites consisted of skilled textile workers who felt threatened by the introduction of me- chanical looms that could be operated by low-paid, un- skilledworkers.Theytooktheirnamefromamannamed NedLudwhohadreportedlydestroyedoneof thesead- vanced looms. The Luddites’protests grew into outright riotsanddestructionofmachines.TheBritishgovernment finallyenactedharshmeasuresandthemovementcameto an end in 1812. Since then, the word “luddite” has, of course,evolvedintoasomewhatderogatorytermforany- oneopposedtotechnological progressorillequippedto dealwithnewtechnologies. Economistsgenerallydismisstheideathatadvancing technology will ever permanently displace humans and thereby continuouslyincreasethe unemployment rate.In otherwords,mostmainstreameconomistsfullyacceptour assumption at the beginning of this chapter. (Not the THE LIGHTS IN THE TUNNEL / 48 CopyrightedMaterial–Paperback/Kindle available @ Amazon “2089” version; the never one.) Those who have raised concerns in more recent times are dismissed as “neo- Luddites.” Economists have also formulated something calledtheLudditefallacytohelpexplainwhytheconcerns of neo-Luddites are wrong. We’ll look at this in a little moredetaillater. Obviously, England is now a modern country, and the vast majority of workers still have jobs. The British peoplearenowfarbetteroffthantheywerein1812.So weretheLudditeswrong?Orjusttwohundredorsoyears tooearly? Weknowthattechnologyhasadvancedtremendously since1812.Whatabouthumanbeings?Haveweadvanced aswell? In termsof basicbiology, we areessentially un- changed. Little if any biological evolution takes place in onlytwohundredyears.Still,doesn’titseemlikelythatthe average British worker today is far more capable than a typicalworkernearlytwohundredyearsago? Let’simaginewhatlifewaslikeforanaverageEnglish personin1812.Asitturns out,it’seasytoget somein- sightinto this becauseCharlesDickens was bornin that exactyear.Dickensdrewonhisownexperiencesandob- servationsasachildwhenhelaterwrotehisfamousno- vels.Hisdescriptionsofaharsh,poverty-strickensociety and an environment made filthy by the soot from coal- burningindustryarewellknown. InOliverTwist,Dickensdescribesthemiserablelifeof anorphanboyduringtheIndustrialRevolution.Herehe expresseshisfeelingsasthestarvingOliverisgivenscraps ofmeatthathadfirstbeenofferedtoadog:“Iwishsome Acceleration / 49 CopyrightedMaterial–Paperback/Kindle available @ Amazon well-fed philosopher, whose blood is ice, whose heart is iron;couldhaveseenOliverTwistclutchingatthedainty viands the dog had neglected.I wish he could have wit- nessedthehorribleaviditywithwhichOlivertorethebits asunderwithalltheferocityoffamine.” 15 Clearly, the average British worker is far better fed today.Weknowtheenvironmentisalsomuchcleanerand more healthy. The literacy rate in Britain today is pur- portedtobeashighas99percent.It’shardtoknowwhat itwasin1812,butaround50percentmightbea decent guess—andofcourse,theabilitytoreadandwritewould havebeenhighlyconcentratedintheupperclasses. In 1812, there was essentially no public education available in England. The government did not begin to investsignificantlyineducationuntil1870,andattendance was not compulsory until 1880. Obviously, the average workertodayisfarbettereducatedthanheorshewould havebeenin1812. Givenallofthis,wecansaythat,duetodramaticim- provementsinlivingconditionsandeducation,anaverage worker today is certainly more capable and able to per- form more complex, high-level tasks than a worker in 1812.Buttherealquestionis:canweexpectthatkindof improvementtocontinueinthefuture? Thefollowinggraphshowswhatanaverageworker’s abilitytoperformcomplextasksmightlooklikeoverthe pasttwohundredorsoyears.Thegraphicisjustanintui- tiveestimate.Itisnotbasedonanyrealdata.However,I suspect that most people would agree with the general shapeofthegraph,andthatisallthatreallymatters. THE LIGHTS IN THE TUNNEL / 50 CopyrightedMaterial–Paperback/Kindle available @ Amazon Average Worker’s Ability to Perform Complex Tasks I’vechosenanarbitrarypointonthegraphtoindicate theyear1812.After thatyear,wecanreasonablyassume thathumancapabilitycontinuedtorisequitesteeplyuntil we reach modern times.The steep part of thegraph re- flectsdramaticimprovementstoouroveralllivingcondi- tionsintheworld’smoreadvancedcountries: Vastlyimprovednutrition,publichealth,andenvi- ronmental regulations have allowed us to remain relativelyfreefromdiseaseandreachourfullbio- logicalpotential. Investmentinliteracyandinprimaryandsecond- aryeducation,aswellasaccesstocollegeandad- vancededucationforsomeworkers,hasgreatlyin- creasedoverallcapability. A generally richer and more varied existence, in- cludingeasyaccesstobooks,media,newtechnol- ogies and the ability to travel long distances, has probably had a positive impact on our ability to comprehendanddealwithcomplexissues. Luddites riot - 1812 Time Average Human Capability Acceleration / 51 CopyrightedMaterial–Paperback/Kindle available @ Amazon Thedegreeofimprovementthatwehaveseen,how- ever,islargelyrelatedtothelowlevelatwhichthingsgot started.In educationinparticular,weseemtohavehit a ceiling—andmayactuallybeseeingsomeevidenceofde- cline.IntheUnitedStates,themediaisrepletewithacon- tinuingparadeofstoriesabouttheongoingcrisisinboth primaryandsecondaryeducation. IntheU.S.,wearenotevensurewhattheactualhigh schoolgraduationrateis.Apaperpublishedin2008bythe NationalBureauofEconomicResearch 16 pointsout that “Dependingonthedatasources,definitions,andmethods used, the U.S. graduation rate has been estimated to be anywherefrom66to88percentinrecentyears—anasto- nishinglywiderangeforsuchabasicstatistic.Therangeof estimated minority rates is even greater—from 50 to 85 percent.”ArecentlypublishedstudybytheNationalCen- terforEducationStatistics 17 showedthatover14percent ofadultsintheUnitedStatesmaylackbasicreadingskills. Itseemsselfevidentthatifasmanyasathirdofourchild- renareunabletograduatefromhighschoolandupto1/7 of ourpopulation fails to achieve basic literacy, then we arenotsucceedinginsignificantlyadvancingthecapability oftheaverageworker. Even the earlier trends toward improved nutrition andpublichealthhave,inmanyways,turnedagainstus.In mostWesterncountrieswenowhavearagingobesityepi- demicamongtheadultpopulation,and—mostdisturbing- ly—alsoamongchildren.Whileadvancesinmedicinecon- tinue,manyofthesebreakthroughsseemtoprimarilyim- pact the health of retirement-age people. The overall THE LIGHTS IN THE TUNNEL / 52 CopyrightedMaterial–Paperback/Kindle available @ Amazon healthofouryoungerpopulationisstagnantor, insome cases,perhapsevendeclining.Inrecentyears,oneofthe fewpositivestoriesinthepublichealthandnutritionarena hasbeenthedeclineinthesmokingrate. While the last graph was just an estimate, here is anothergraph 18 thatisbasedonactualdata: TheaveragemathscoreonSATtestsadministeredby theCollegeBoardhasremainedessentiallyflatforthepast 35years.Thegraphforaverageverbalscoreslooksvirtual- lyidentical.College-boundstudentsthattaketheSATare, ofcourse,probablyaboveaverageinturnsofworkcapa- bility.Itseemsprettyclearthat,intermsofincreasingthe capabilityofouraverageworkers,wehavealreadypicked thelow-hangingfruit,andwearestrugglingjusttomain- tainthingsattheircurrentlevel. Atthispoint,weshouldhaveaprettygoodsensethat if computer technology continues to progress at the ex- Average SAT Math Scores 1972-2007 0 100 200 300 400 500 600 700 1972 1975 1978 1981 1984 1987 1990 1993 1996 1999 2002 2005 Year Average Math Score Acceleration / 53 CopyrightedMaterial–Paperback/Kindle available @ Amazon traordinaryratewehaveseenintherecentpast,thenhu- man workers will not be able outrun machine capability. Youcanseethisvisuallywiththetwographsbelow: Human Capability v. Computer Technology Whilethesetwographsarenotbasedonanyspecific data,wehaveshownprettyconvincinglythattheirshapeis moreor lesscorrect.Weknowthatthelower(computer technology) graph currently lies somewhere below the human average capability graph. And we know that the technology graph is increasing at an exceptionally fast geometric pace.Whatelsedo weneed toknow? Clearly, thelinesseemverylikelytointersectatsomepointinthe future. * * IfyouarefamiliarwiththewritingsofThomasRobertMalthus,this graphmaylookfamiliartoyou.In1798,MalthuspublishedhisEssays on thePrinciple of Population in which he argued thatgeometrically in- creasinghumanpopulationwouldoutstripsociety’sabilitytoproduce food. In Malthus’ version of the graph above, the top (diminishing returns)linerepresentsfoodproduction,whilethebottom(geometric) Capability to Perform Routine Jobs Computer Technology Human Workers Time THE LIGHTS IN THE TUNNEL / 54 CopyrightedMaterial–Paperback/Kindle available @ Amazon The continuing advance of computer technology alongageometricallyincreasingpathandthediminishing returnsfrominvestmentineducationseemtomakeavery strong case that the average worker—and perhaps many above-average workers—are in clear danger of having theirjobsautomated.Next,let’slookatsometrendsand specifictechnologiesthatshowexactlyhowthisislikelyto happen. Offshoring and Drive-Through Banking Automationandoffshoreoutsourcinghaveoneimportant thing in common: they are both driven by technology. Obviously,itisthevastimprovementinourcommunica- tionandinformationtechnologiesthathasenabledmany service-oriented jobs to be relocated to low-wage coun- tries. WhenIwasgrowingupinthe1970s,Ioftenhadthe opportunitytoseedrive-throughbankinginaction.This, ofcourse,wasbeforetheintroductionofATMmachines. Atypicalbankdrive-throughwassetupwithtwoorthree lanessothatmultiplecustomerscouldbehandledatone time. If you used the lane closest to the building, you linerepresentspopulation.Hebelievedthatthetwolineswouldinter- sectandresultinwidespreadfamine.Malthus,ofcourse,turnedoutto be wrong largely because he failed to anticipate the technological progressthatwouldoccurinfoodproductionandprocessing.Sodoes that mean the graph above is just another “Malthusian” prediction whichisalsodestinedtobewrong?Onethingtokeepinmindisthat Malthusinessenceplacedhisbetagainsttechnology;thegraphabove assumes exactly the opposite. We should also acknowledge the un- happypossibilitythatMalthusmightstillbevindicatedinthefuture, especiallyifclimatechangehasahighlynegativeimpactonagriculture. [...]... case of a pair of sunglasses sitting on a table The sunglasses might be closed with the lenses facing down, or with the lenses up Or perhaps the glasses are open with the lenses oriented vertically Or maybe one side ofthe glasses is open and the other closed And, of course, the glasses could be rotated in any direction And perhaps they are touching or somehow entangled with other objects Building and. .. at a number of retail stores We can be sure that in the future, these will become more reliable, easier to use, and more popular What will we do if someday a substantial percentage ofthe three and a half million cashiers in the U.S no longer have jobs? What additional education and training can we offer these workers? And what jobs would it prepare them for? And what is the impact of that potential... the power of computer technology Traditional Jobs: The “Average” Lights in the Tunnel All the attention being focused on new jobs being created by technology tends to distract us from the reality that the bulk ofthe job types in our economy have remained remarkably stable over time While technology has certainly impacted the way people in these jobs work, or the types of businesses at which they work,... seems likely that the radiologist’s job is at higher risk of being automated in the near future.* A big part ofthe reason for this is that the radiologist has what I call a software job “Software” Jobs and Artificial Intelligence When I speak of a “software” job, I don’t mean that a person who has the job necessarily works with or programs software I simply mean that automation ofthe job potentially requires... get out and retrieve it, he was unable to open his door This, of course, was an uproarious sight for an eleven or twelve year old I would be willing to bet that another potential problem was customers forgetting they still had the cylinder and simply driving away with it This type of drive-through bank has now, of course, followed in the path ofthe dinosaurs Today the technology seems clunky At the time,... recognize the sunglasses in any possible configuration and then Copyrighted Material – Paperback/Kindle available @ Amazon THE LIGHTS IN THE TUNNEL / 66 pick them up, fold them and put them back in their case is so difficult that we can probably conclude that the housekeeper’s job is relatively safe for the time being Contrast the housekeeping robot’s complex visual recognition challenge with the task of. .. presented by economists and other analysts is that technology creates jobs While history has shown that this is indeed true, it also shows quite clearly that the new job types created by technology are very often themselves quickly vaporized by the same phenomenon The IT jobs that are now being offshored and automated are brand new jobs that were largely created in the tech boom ofthe 1990s For someone... courtroom These attorneys are employed in the areas of legal research and contracts They work at law firms and spend much of their time in the library or accessing legal databases through their computers They research case law, and write briefs which summarize relevant court cases and legal strategies from Copyrighted Material – Paperback/Kindle available @ Amazon Acceleration / 71 the past They review... Many ofthe jobs listed in the table are already in the process of being automated or offshored Others will be targeted in the very near future Millions of other workers in occupations that do not appear in the list are also at high risk As we will see, this includes many occupations that are not, by any means, either low-skill or low paid Allowing these jobs to be relentlessly eliminated by the millions,... four years, and then medical school for another four That is followed by another five years of internship and residency, and often even more specialized training after that Radiology is one the most popular specialties for newly minted doctors because it offers relatively high pay and regular work hours; radiologists generally don’t need to work weekends or handle emergencies In spite ofthe radiologist’s . has quicklyattracted the notice of the Securities and Exchange Commission and mayresultinnewregulation. Astheseexamplesshow,wecanexpectthat the rate of change and the volatility of nearlyeverythingaroundus will. drink coffeeatStarbucks.Interms of unitdemandformoderate- lypricedpersonalproductslikecellphonesormp3play- ers,acashiermaycountasmuchasacorporateCEO. Many of the jobslistedin the tablearealreadyin the process of being automated oroffshored.Otherswillbe targetedin the verynear future. Millions of otherworkers in. Drive- throughbanksprovidedausefulconveniencetocustom- ers and alsooftenofferedextendedhours of operation. The pointIammakinghereisthatoffshoringisreally a precursor of automation. Offshoring is what you do THE LIGHTS IN THE