Tài liệu hạn chế xem trước, để xem đầy đủ mời bạn chọn Tải xuống
1
/ 27 trang
THÔNG TIN TÀI LIỆU
Thông tin cơ bản
Định dạng
Số trang
27
Dung lượng
356,13 KB
Nội dung
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 THELIGHTSINTHETUNNEL / 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 THELIGHTSINTHETUNNEL / 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. THELIGHTSINTHETUNNEL / 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 THELIGHTSINTHETUNNEL / 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 THELIGHTSINTHETUNNEL / 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. [...]... continues to drive relentlessly toward the total elimination of jobs What we are seeing is clear empirical evidence ofthe geometric increase inthe power of computer technology Traditional Jobs: The “Average” Lights inthe 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... being shipped to India and to other countries This trend will only grow, and as I have pointed out previously, where offshoring appears, automation is often likely to eventually follow Theautomationof software jobs is tied closely to the field of artificial intelligence When most of us think about artificial intelligence, we are quickly sidetracked into the world of science fiction We think of the. .. game of chess requires creativity within a set of defined rules, then could not something similar be said about the field of law? Currently there are jobs inthe United States for many thousands of lawyers who rarely, if ever, go into a courtroom These attorneys are employed inthe areas of legal research and contracts They work at law firms and spend much of their time inthe library or accessing legal... with the teller through a standard cash drawer If you were in one ofthe lanes further out, however, things were far more interesting You sealed your money, paperwork, checkbook, etc into a plastic cylinder and then dropped the cylinder into the provided opening The cylinder then traveled through an underground tube— propelled I think by some sort of vacuum mechanism— until it reached the teller She then... for human interaction Currently, U.S demand for radiologists continues to expand because ofthe increase in use of diagnostic scans such as mammograms However, this seems likely to slowas automationand offshoring advance and become bigger players in the future The graduating medical students who are now rushing into radiology for its high pay and relative freedom from the annoyances of dealing with... Paperback/Kindle available @ Amazon THE LIGHTSINTHE TUNNEL / 68 knowledge worker represented the best path to a prosperous future The advent of offshoring has increasingly called this proposition into question Today, offshoring is impacting knowledge workers across the board Jobs in fields such as radiology, accounting, tax preparation, graphic design, and especially all types of information technology. .. technology. ”19 This is one ofthe reasons that I did not include offshoring in our tunnel simulation We could have simulated an offshored job as an average light flickering out in one part ofthetunneland then another somewhat dimmer light appearing elsewhere However, our simulation was intended to show what would happen over the long run as automation gradually increased As technology continues its relentless... direction And perhaps they are touching or somehow entangled with other objects Building and programming a robot that is able to recognize the sunglasses in any possible configuration and then Copyrighted Material – Paperback/Kindle available @ Amazon THE LIGHTSINTHE 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... out ofthe ordinary, such as a tumor It is also much easier and more profitable to partially automate the radiologist’s job There would be little point to building a housekeeping robot that could only clear up some ofthe clutter in a home On the other hand, if you can automate 20 percent ofthe radiologist’s more routine work, then you can immediately eliminate one out of five radiology jobs None of. .. represented the leading edge of what was technically possible Drivethrough banks provided a useful convenience to customers and also often offered extended hours of operation The point I am making here is that offshoring is really a precursor ofautomation Offshoring is what you do Copyrighted Material – Paperback/Kindle available @ Amazon THE LIGHTSINTHE TUNNEL / 56 when you have some technology, . Drive- throughbanksprovidedausefulconveniencetocustom- ers and alsooftenofferedextendedhours of operation. The pointIammakinghereisthatoffshoringisreally a precursor of automation. Offshoring is what you do THE LIGHTS IN THE. voice -automation technology. ” 19 Thisisone of the reasonsthatIdidnotincludeoff- shoring in our tunnel simulation.Wecouldhavesimulated anoffshoredjobasanaveragelightflickeringout in one part of the tunnel and then. in some cases,perhapsevendeclining. In recentyears,one of the fewpositivestories in the publichealth and nutritionarena hasbeen the decline in the smokingrate. While the last graph was