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    Supply and Demand Analysis in Convergent Networks

    by

    Craig Thompson

    Bachelor of Engineering !onors"#niversity of New South $ales% &''(

    S#B)*TTED T+ T!E S,+AN SC!++, +- )ANA.E)ENT *N /A0T*A, -#,-*,,)ENT+- T!E 0E1#*0E)ENTS -+0 T!E DE.0EE +-

    )ASTE0 +- B#S*NESS AD)*N*ST0AT*+N

    AT T!E)ASSAC!#SETTS *NST*T#TE +- TEC!N+,+.2

    3#NE 455&

    6 455& Craig Thompson7 All rights reservedThe author hereby grants to )*T permission to

    reproduce and to distribute publicly paper and electroniccopies of this thesis document in whole or in part7

    Signature of Author8 9999999999999999999999999999999999999999999999999999999999999Department of )anagement

    April '% 455&

    Certified by8 9999999999999999999999999999999999999999999999999999999999999999999Charles !7 -ine

    Chrysler ,-) /rofessor of )anagementThesis Supervisor

    Accepted by8 9999999999999999999999999999999999999999999999999999999999999999999)argaret Andrews

    E:ecutive Director of the Sloan )BA /rogram

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    Chapter & of the document provides a broad introduction to network communications% its growth

    and development in recent years and the importance of developing economic frameworks for

    analyFing the industry7 The term >bandwidth? is defined and the concepts of >supply? and

    >demand?% as they pertain to bandwidth% are introduced7

    Chapter 4 provides a discussion of >Bandwidth Demand?7 Since the term is often used ;uite

    loosely throughout the industry a standard definition has been adopted for the purposes of

    research and discussion in this thesis7 The term >Bandwidth Demand? is used to describe the

    >Edge ,oad?% or >+ffered ,oad? presented to the edge of the network7 This is most commonly

    thought of as the load presented by endBandwidth Supply?7 Network Capacity% used as measure of

    Bandwidth Supply% is discussed relative to Edge Demand7 A brief introduction to networking

    technologies is given before discussing the drivers of Bandwidth Supply scaling7

    -inally% Chapter attempts to reconcile the two concepts of Bandwidth Supply and Demand by

    using basic economic theories and tools to analyFe the dynamic interaction between Supply and

    Demand7 .iven the comple:ity of supply and demand interaction in an industry with such a high

    state of flu:% the two concepts of supply and demand were analyFed separately in previous

    chapters7 This chapter attempts to link the two concepts through relatively simple supply and

    demand curves incorporating price data and the ;uantity of bandwidth demanded and supplied in

    local access connections7

    Thesis Supervisor8 Charles !7 -ineTitle8 Chrysler ,-) /rofessor of )anagement

    Supply and Demand Analysis in Convergent Networks /age 6 455& Craig Thompson7 All rights reserved7

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    Acknowledgements

    * would like to thank all those people that contributed to the thought process in this thesis7 *n

    particular * would like to acknowledge the contributions of 0yan Berryman% 0aGeev 0am and

    Naresh 0ao who spent a considerable amount of time discussing the issues raised in this thesis7

    +ther people to thank include the 0esearch Assistants and -aculty of the )icrophotonics Center

    at )*T and my thesis advisor /rofessor Charles -ine7

    -inally * would also like to thank those people that were directly affected by the time spent

    bringing this thesis together% particularly my wife ,ianne and family7 Thank you for your

    tremendous support% patience and time

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    Table of Contents

    Abstract777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777774Acknowledgements77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777(

    Table of Contents777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777 77777777777-igures and Tables7777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777Chapter &8 *ntroduction77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777 777777@

    *ndustry Background77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777@The Converging Network7777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777'$hat is bandwidthH77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777&5

    Shannon?s ,aw and the Time

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    *ndustry 0egulation77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777774Capital Availability77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777774

    Chapter 8 Dynamics of Supply and Demand777777777777777777777777777777777777777777777777777777777777777777777777777Defining the )arket7777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777LCalculating /rice Elasticities777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777

    /rice Elasticity of Demand8 ,ocal Bandwidth77777777777777777777777777777777777777777777777777777777777777777@

    /rice Elasticity of Supply8 ,ocal Bandwidth7777777777777777777777777777777777777777777777777777777777777777777L5AnalyFing Supply and Demand77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777L

    Costs% 0evenues and /rofits777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777LConclusion77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777L.lossary of Terms77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777 777LAppendi:7777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777 L

    E:ample Adoption 0ates for Services8 0esidential #sers77777777777777777777777777777777777777777777LEffective No7 Business #sers777777777777777777777777777777777777777777777777777777777777777777777777777777777777777LAggregated Demand8 0esidential #sers7777777777777777777777777777777777777777777777777777777777777777777777L

    Supply and Demand Analysis in Convergent Networks /age L6 455& Craig Thompson7 All rights reserved7

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    Figures and Tables

    -igure &8 Comple:ity in analyFing network convergence and evolution77777777777777777777777777777777777777&5-igure 48 Estimates for Bandwidth Supply and Demand77777777777777777777777777777777777777777777777777777777777777&(-igure 8 )cKinsey3/ )organ -orecast of Backbone Traffic77777777777777777777777777777777777777777777777777777&L

    -igure (8 0!K Estimates for ATITMs traffic demand7777777777777777777777777777777777777777777777777777777777777777777&L-igure 8 Edge Demand and Traffic /enetration777777777777777777777777777777777777777777777777777777777777777777777777777&@-igure L8 *nternet Domain Survey !ost Count777777777777777777777777777777777777777777777777777777777777777777777777777774-igure 8 #S .rowth in eCommerce777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777774'-igure @ /otential effects of migration of spectrum usage from analog to digital services777777777774-igure '8 Bandwidth Demand -orecast77777777777777777777777777777777777777777777777777777777777777777777777777777777777777777-igure &58 Average /eak demand in a Day77777777777777777777777777777777777777777777777777777777777777777777777777777777777-igure &&8 -orecast input parameters for service adoption rates777777777777777777777777777777777777777777777777777'-igure &48 )esh Network E:ample7777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777777((-igure &8 BoundaryCloud model < conceptual diagram7777777777777777777777777777777777777777777777777777777777777(-igure &(8 /rovisioning Costs Between &'@@ and 455&7777777777777777777777777777777777777777777777777777777777777777('-igure &L8 Scaling of Network Technologies777777777777777777777777777777777777777777777777777777777777777777777777777777775

    -igure &8 Carrier CA/E spending &''L

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    Chapter 1: Introduction

    Industry Background

    The idea of a convergent communications network% and the implications of such a network

    infrastructure% has been discussed for many years7 To a certain e:tent the concept of a converged

    network infrastructure is already being played out in the backbone networks that carry a myriad

    of different data% voice and media traffic7 The rapid development of packet switching

    technologies% the integration of packet and circuitconvergent networks?% and will ensure that the convergence will likely spread to the

    edge of the network7

    *n general there are a number of current trends that will continue to have a significant impact of

    the evolution of the convergent network8

    &7 Convergence of different services onto single platformsO

    47 *ntroduction of new% bandwidth intensive services e7g7 Napster% =ideo

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    The Converging etwork

    A >Converged Network? is defined as a common network infrastructure on which most or all

    communications services% such as voice% the *nternet% digital T=% can be delivered to endconvergence? of voice and data networks

    towards a less

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    -igure &8 Comple:ity in analyFing network convergence and evolution

    !hat is bandwidth"

    Before e:amining bandwidth supply and demand% it is useful to define what >bandwidth? is7

    According to $ebopedia% bandwidth is8 PThe amount of data that can be transmitted in a fi:ed

    amount of time7 -or digital devices% the bandwidth is usually e:pressed in bits per second bps" or

    bytes per second7 -or analog devices% the bandwidth is e:pressed in cycles per second% or !ertF

    !F"7Q&

    The term is often used ;uite loosely and in strict scientific terms means something slightly

    different7 -or the purposes of this thesis% the term >bandwidth? will be used in the conte:t defined

    above since it is useful to think of both demand pull and supply capacity in terms of bits

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    #hannon$s %aw and the Time&Bandwidth 'roduct

    $ithout going into specifics about the technical differences between the definitions of bandwidth%

    it is also useful to know that bandwidth is not unlimited7 Claude Shannon developed >Shannon?s

    ,aw? to describe the theoretical ma:imum rate at which errorhosts? or users and packets can carry a vast array of data% the utiliFation of the available

    bandwidth is very high7

    Circuit

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    minimal ;uality of service7 +ne limitation of this scheme is that the amount of resources devoted

    to each call% or circuit% is devoted to that service for the duration of the connection regardless of

    whether someone is speaking or not7 As discussed above% packet networks take the approach of

    sharing all resources% all of the time% which accommodates the wildly varying bandwidth

    re;uirements of different applications% often at the e:pense of 1oS7

    Today% much of the development in networking technology revolves around hybrid approaches

    that use both circuitdemand? for the products of this industry e:pansion% the current and potential >supply?

    of these products% i7e7 bits

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    used in recent reports published by several research institutes e:pressing future bandwidth

    demand7

    Table &8 Estimates for Bandwidth Supply and Demand

    Supply and Demand Analysis in Convergent Networks /age &6 455& Craig Thompson7 All rights reserved7

    Source and date CommentsYear Units Year Units

    Andrew dly!ko of AT"T

    #esearc$ %&'''( 1999

    )*'''-

    +*'' Tytesmont$ 1999

    1+///-

    190)) Tbitsday Total US oice and 2ata Traffic

    3ioneer Consulting %&'''( 1999 '.// Tbitssec 1999 &0*1& Tbitsday

    US ackbone 3eak 4our 5nternet-

    based traffic only

    &'''6 '.99 Tbitssec &'''6 0**/) Tbitsday

    &''16 &.+0 Tbitssec &''16 &'19& Tbitsday

    &''&6 ).11 Tbitssec &''&6 *&+9' Tbitsday

    &''/6 11.9& Tbitssec &''/6 1'&9000 Tbitsday

    &''6 1+.9& Tbitssec &''6 1*0&00 Tbitsday

    7c8insey3 7organ

    %&'''( 1999 9' 3ytesmont$ 1999 &''' Tbitsday

    US ackbone oice and 2ata

    Traffic. Source: ;CC, AT"T,

    UU

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    -igure 48 Estimates for Bandwidth Supply and Demand

    Coffman* +dly,ko AT-T %abs* 1../

    Coffman and +dlyFko predicted that while growth rates of the *nternet are lower than often

    ;uoted% the natural growth rate appears to be around &55 per year7 They also state that if the

    present trend continues% data traffic in the #S will overtake voice traffic around the year 4554%

    and will be dominated by the *nternet7

    *n &''' in TeraBytesmonth"8

    #S voice (@%555

    *nternet &5

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    )ost studies of data and voice networks have mostly concentrated on long

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    -igure 8 Edge Demand and Traffic /enetration

    (rivers of Bandwidth (emand

    The ;uantity of bandwidth being demanded is increasing7 This is proven beyond doubt by various

    measures of voice and data network traffic7 The drivers of this increasing ;uantity of bandwidth

    demanded are less well understood and often debatable7 This thesis presents the following drivers

    contributing to bandwidth demand7 +ther drivers may e:ist but can usually be included in one of

    the following categories8

    Declining Cost/erformance of Computing

    .rowth of Digital *nformation

    Broadband Access Adoption

    New Services Adoption

    Bandwidth /ricing

    Changing Culture

    Supply and Demand Analysis in Convergent Networks /age &@6 455& Craig Thompson7 All rights reserved7

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    connections have been employing >/rice /enetration? tactics to combat increasing competition47

    The slowdown in business of some competitors may have allowed incumbent carriers to raise

    prices to a sustainable level7

    *n a further e:ample% Cahners *n

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    Broadband Access Adoption

    *t appears that one of the greatest drivers of bandwidth demand is the increasing adoption of

    broadband *nternet connections7 This can be seen as supply!igh

    Speed?% which is defined as *SDN% ,AN% DS, and Cable )odems7Even though the most

    popular connection speed is still LKbps% lower speed modem connections 4@7@7LKbps" have

    decreased by over 45 in the last year% as shown in Table 47

    Table 48 *nternet Connection Speeds )arket Share

    Internet Connection Speeds Dec. 99 vs. Dec. 00#7S7 !ome #sers

    Dec. 1999 Dec. 2000

    Percent

    ChangeSpeed

    Users555"

    Composition

    PercentUsers555"

    Composition

    Percent

    )odem &(7(K L%5@ @7 (%@(4 75

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    7 adoption rate of broadband connections% defined as cable modems% ADS,% satellite

    connections and T&leased lines% compared with the #nited States with &&7& adoption7

    Table 8 #S !igh

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    population7 Si:teen percent of broadband households report listening to streaming audio in the

    past week% as compared to four percent on average7

    NielsenNet0atings and SBC Communications have also found that residential users with highusers? connected to the

    network7 )ost network services e:hibit this sort of characteristic < none more so than basic

    telephone service7

    The introduction of new services% at all levels of the value chain% contributes to the demand forbandwidth as more users adopt these services7 Some services will scale edge demand almost

    linearly with the number of users% e7g7 basic telephone service% while a number of new services

    scale edge demand almost e:ponentially with the number of users% e7g7 peer

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    with *nternet access at home would give up television if forced to choose between television and

    the *nternet7 Among those users who have ever listened to or viewed streaming media online there

    is an even larger shift towards the *nternet (&7 According to ,arry 0osen% /resident of Edison

    )edia 0esearch% Xour survey shows evidence that >streamies? Ythose that use streaming mediaZ

    are more sophisticated users of *nternet technology and rely on it more for entertainment% work%

    and news7X The study also found a relationship between a respondentMs age and their choice of

    medium7 Americans between the ages of &4 and 4( are more likely to give up television (

    percent" than the *nternet% while more than two

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    The following section provides data on the growth of certain services in use today7

    =oice Traffic

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    (ata Traffic

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    Internet #ervices

    Table &shows the average activity for a $eb user in )arch 455&% as reported byNielsenNet0atings *nc7

    Table L8 Average *nternet #se in )arch 455&

    "verage Internet Use in &arch 2001Combined home and work access

    Number of sessions per month

    &arch e$r(ar# ) Change

    5 &575

    Number of uni;ue sites visited 4& &' &57

    /age views per month &%&&@ &%5& L7(

    /age views per surfing session ( L

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    Table 8 #S *nternet$ireless #sers

    Internet Users*+ire!ess Usersmillions"

    ,ear

    2000 2002 200-

    United States

    *nternet #sers & &L' 4&(

    $ireless *nternet #sers 4 &@ @

    +or!dide

    *nternet #sers (&( L &%&(

    $ireless *nternet #sers (5 44 5

    +estern E(rope

    *nternet #sers ' &(@ 4(L

    $ireless *nternet #sers ' &L@

    Source8 eT-orecasts

    Corporate (ata and )&Commerce

    -igure 8 #S .rowth in eCommerce

    Source: ;orrester #esearc$

    Supply and Demand Analysis in Convergent Networks /age 4'6 455& Craig Thompson7 All rights reserved7

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    According to Constat% internal corporate intranet" traffic is growing at about 5 per year% but

    corporate traffic to the public *nternet is growing at &55 per year7

    (igital Cable and #treaming 5edia

    According to study XStreaming at a CrossroadsX by Arbitronand Edison )edia 0esearch% L of

    all $eb surfers accessed some form of streaming media in November 4555% as compared to 4@

    percent during the same time last year7 According to Nielsen

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    Chapter @: #ervices Adoption and

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    Content and services that draw on bandwidth are innumerable and few attempts have

    been made to identify and categoriFe a comprehensive list of content and servicesO

    Bandwidth studies are often delivered in the conte:t of market verticals% or industry

    analysis and are therefore ;uite narrow in focusO and

    Bandwidth studies fail to separate >bandwidth demand? from >bandwidth supply?7

    )any similar models will also use *nternet bandwidth demand as a pro:y for ne:t

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    demand typical in a high tech industry7 -or e:ample% when computer chips became more

    powerful% applications that consume greater computing power were created to absorb the spare

    capacity of these chips7 Analogously% the same can be said for supply and demand for bandwidth7

    9esultsThe following tables and graphs summariFe the results of various scenarios run through the

    model7 *n each case the results show the >+ffered ,oad? or >Edge

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    Average vs 'eak %oad

    .iven the offered load forecast at the edge of the network% -igure &58 Average /eak demand in a

    Day%graphs the average >peak load? each hour during a day defined by the following demand

    distribution8

    Table '8 /eak Demand Distribution

    Time = of Total

    ''''-'1'' 1.+&=

    '1''-'&'' 1.+&=

    '&''-'/'' 1.+&=

    '/''-''' 1.+&=

    '''-'*'' 1.+&='*''-')'' 1.+&=

    ')''-'+'' 1.+&=

    '+''-'0'' &.+9=

    '0''-'9'' )./=

    '9''-1''' )./=

    1'''-11'' )./=

    11''-1&'' )./=

    1&''-1/'' )./=

    1/''-1'' *.)9=

    1''-1*'' *.)9=

    1*''-1)'' *.)9=

    1)''-1+'' *.)9=1+''-10'' *.)9=

    10''-19'' +.9*=

    19''-&''' 1'.10=

    &'''-&1'' 1.+&=

    &1''-&&'' 1.+&=

    &&''-&/'' 1.+&=

    &/''-&'' 1.+&=

    The >Average /eak Demand? is defined as the average instantaneous demand in a given hour%e:pressed in Terabitssec7

    Supply and Demand Analysis in Convergent Networks /age (6 455& Craig Thompson7 All rights reserved7

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    -igure &58 Average /eak demand in a Day

    Forecast Average 'eak (emand )ach :our in a (ay

    >Tbits1sec?

    '.''

    *.''

    1'.''

    1*.''

    &'.''

    &*.''/'.''

    /*.''

    ''''

    -'1''

    '&''

    -'/'

    '

    ',''

    -'*'

    '

    ')''

    -'+'

    '

    '0''

    -'9'

    '

    1'''

    -11''

    1&''

    -1/'

    '

    1,''

    -1*'

    '

    1)''

    -1+'

    '

    10''

    -19'

    '

    &'''

    -&1''

    &&''

    -&/'

    '

    Time

    Terabits1sec

    &''&: -ase Case&'',: -ase Case&''&: 4ig$ Ado@tion of 2igital T&'',: 4ig$ Ado@tion of 2igital T

    5odel (escription

    This model covers the continental #nited States only7 This was done for simplicity but also

    because the best data is found for the #S market7 Both residential household and business traffic

    is modeled% although the model for residential services is significantly more refined7 Business

    data is very hard to come by and many business services are difficult to define in terms of

    bandwidth demand% e7g7 corporate database synchroniFation7

    Consumer household traffic can be easily modeled with service adoption rates as the primary

    driver7 Service adoption generally follows a cumulative

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    By principally classifying various types of services that would be demanded by a business and

    residential users and applying a cumulative normal distribution rate of technology adoption for

    the penetration and usage of each respective technology% a dynamic% interactive model can be

    used to test bandwidth demand under various scenarios7

    *t is important to note that the services in this model are a mi:ture of content signals < data%

    video% T= etc" that are currently delivered over both analog and digital networks7 !owever these

    services may be delivered over the digital >network? of the future7 As pointed in the previous

    section% it is crucial to consider all these services% as their gradual migration into the digital media

    will have a severe impact on bandwidth demand7 -or e:ample% analog T= could be delivered in

    the !DT= format and the analog phones could become digital7 *n contrast to many other

    research reports using the content demand driven methods% this model does not be restrict itself to

    only the digital traffic running through the telecommunications networks and *nternet backbones

    of today% but also considers the possible substitution of these technologies7

    #ervices

    A number of services for both residential users and business users are modeled7 New services can

    be added to the model% and some rules for service substitution have been included7 The follow list

    presents some of the services7

    Samp!e esidentia! Services4

    Audio =ideo Tet Images

    Tele@$one C$at

    o53 ;aB

    ireless Tele@$ony 6mail

    ideo 3$one 5mages

    7o?ies on 2emand

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    Samp!e $(siness services4

    +nline Applications

    AS3 A@@licationsDrou@ware 357

    ;inance and Accounting

    t$er AS3s

    Transactions

    nline 3rocurement

    6-Commerce

    ;inance and Accounting

    nline Trading

    ookings, #eser?ations

    Adoption 9ates

    -or each of these service types within these categories% a technology diffusion curve that follows

    a cumulative normal distribution in the shape of an S curve has been used to model adoption7 This

    method has been widely used and acclaimed as a reliable forecasting tool for technology

    adoption&(7 -or each of these services% historical data has been used wherever possible to estimate

    mean time in number of years since introduction" for 5thpercentile of the population to adopt

    this technology and for the &Lthpercentile one standard deviation from the mean" to adopt the

    technology7 These figures serve as the mean and standard deviation of the normal distribution as

    shown in -igure &&7 -or technologies in which historical data does not e:it% the inputs in the

    normal distribution have been estimated and sensitivities run to determine the impact of

    introduction date and adoption rate7

    &(0ogers% Everett7%

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    -igure &&8 -orecast input parameters for service adoption rates

    4 3 2 1 0 1 2 3 4

    L@ of totalopulation between

    &and &

    &L of totalopulation below

    &

    #nder this framework% it has also been assumed that the plateau rates of these service types will

    eventually be &55 and do not face the threat of being phased out or put in another way% not

    Pcrossing the chasm&Q7 Though this may over simplify the problem% the effect can be mitigated

    by manipulation of the standard deviations7

    Average usage rate changes per user are dependent on a number of factors7 *n categories such as

    spontaneous communication% video on demand% and online interactive gaming% the category usage

    rates will probably depend on consumption behavior of individuals and households7 +n a

    category level% the total usage is more likely to be constant7 !owever% within a category% such as

    spontaneous communication% the substitution among the individual services such as cellular

    phones% voice over */% and traditional telephony depends on factors such as network effects%

    relative performance over price and cross price elasticity7 As a result% it is believed that the

    average usage rates per user for newer technologies will increase as general pricing falls7 To

    illustrate this% people will tend to change their cell

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    Chapter : Bandwidth #upply

    Chapters &and 4 e:amined bandwidth and the drivers that fuel the demand for bandwidth7 This

    chapter will deal with the other side of the economic e;uation < the supply of bandwidth7 Supply%

    in the conte:t of communications networks and this thesis% is taken as the network capacity

    available to meet the edgeoversupply? of bandwidth7 *n general this

    statement seems to refer to the increasing build out of fiber by C,ECs and carrier?s carriers such

    as $illiams Communications and L5Networks7 -or e:ample L5networks has built 4&%555 miles

    of fiber in North America and L%455 miles in Europe% of which &4%555 miles and %@55 miles are

    lit respectively7 $hile it is ;uite possible that a lot of fiber remains unlit in the backbone% this

    should not be e;uated with >supply?7 Network Capacity is determined by entire systems of fiber%

    networking e;uipment and management systems% and is generally segmented into various

    markets for bandwidth7 +lder fiber and systems may ensure an undersupply of usable network

    capacity in the future as ne:t

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    can be e:pressed in >:

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    -igure &48 )esh Network E:ample

    The capacity re;uired in each link is best e:plained by taking the simplest of networks% a single

    link between two nodes% if the edge demand at each node is >:?% then the capacity of the link

    should be >4:? for a nontrunking? capacity e:pressed as bitssec"Wmiles7&LThis is likely because links between two maGor

    nodes maybe made up of more than one fiber and may have tributaries that feed into the trunk7

    +?Dell has stated that for the edge load to double each year in the ##NET network% the network

    capacity must double appro:imately every ( months7 This e;uates to a an @

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    demarcation borders between each cloud7 Today these clouds can be associated with the maGor

    segments of the network often defined by carriers and e;uipment providers access networks%

    metro networks and backbone or longedgeedge? maybe a single device% such as a phone% or a

    network in itself such as a corporate ,AN or home network7 +f that traffic% a percentage of it

    must leave the edge and travel into the access network before return to the edge to some other

    edge device such as another telephone or ,AN7 A certain percentage of edge traffic may also need

    to enter the metro network to get where it is going% and so on for backbone and international

    traffic7 At the boundaries there are a finite number of nodes and ports that can handle the handE1month15bps?

    199'

    1991

    199&

    199/

    199

    199*

    199)

    199+

    1990

    1999

    &'''

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    &'7 This was derived from two different sets of data% one presenting Total Bandwidth Demanded

    for each year between &''5 and 4555% and the other showing average prices for *,EC leased

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    -igure &'8 .raph of prices relative to total bandwidth demanded

    As can be seen% the demand function is ;uite elastic as the adoption of leased

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    probably hasn?t given the fallout in telecom companies recently and the continued strength of

    *,ECs% the data above provides a reasonable representation of local leased

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    -igure 458 /rices for *nter6bps?

    'rice>E1month?

    199'1991

    199&

    199/

    199

    199*

    199)

    199+

    1990

    1999

    &'''

    Deneral Trend

    199'-&'''

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    Table &8 /rices for Earthlink Broadband Services

    Source8 Earthlink $ebsite% 5545&% http8www7earthlink7net

    -igure 4&8 /rices for Earthlink Broadband Services

    *n general% it appears as if the Elasticity of Supply is inelastic for low6bps?

    'riceE1year

    ;iBedCost

    ariableCost

    TotalCost

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    Analy,ing #upply and (emand

    The following section discusses a framework for thinking about the interaction of supply and

    demand in Service /rovider networks7 Again% supply and demand is relative to a service or set of

    services% but the relative dynamics of the supply and demand should be somewhat consistent

    across services7

    Costs* 9evenues and 'rofits

    *n building a model of supply and demand% it is important to gain an understanding of the costs

    involved in delivering the bandwidth products to market7 There are three main costs to consider8

    fi:ed costs% variable costs and marginal costs7 $hile cost data from service providers is difficult

    to find% there are a few observations to note8

    -i:ed costs are considered very high due to the large capital investment in e;uipment%

    real estate% labor and current" fi:ed

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    -igure 448 Steadyunbundling? of the networkO

    -irms% particularly at the local access level% are able to heavily price discriminate by

    customer segmentationO

    -irms with high fi:ed% sunk costs and low marginal costs have a strong incentive to avoid

    direct price competitionO

    4.rowth in the PNew EconomyQ8 #7S7 Bandwidth #se and /ricing Across the &''5s% Douglas A7 .albiSenior Economist% Competitive /ricing Division% -CC% December 455574(0ateE:change% http8www7rate:change7com

    Supply and Demand Analysis in Convergent Networks /age L46 455& Craig Thompson7 All rights reserved7

    1 bps"

    /

    ^Bbp s

    "

    )arginal cost asymptotic to Fero

    Short

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    Currently there is little opportunity for competitive differentiation% especially across A,,

    services offered% although this is e:pected to change with current innovations in >service

    aware? technologiesO

    Service /roviders face a reasonably elastic demand curve as evidence by data in the

    previous section and work conducted by others7

    .iven the observations about pricing and the demand curve facing Service /roviders% a Service

    /rovider will seek to profit ma:imiFe in much the same manner as a monopolist7 This is shown

    -igure 47 The recurring operating profit for the services" is shaded7

    -igure 48 /rice

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    The supply

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    the e:pected operating profit and the e:pected life of the e;uipment before replacement74 *t is

    critical that the life of the capital e;uipment be estimated properly% as it is the primary

    determinant of value in this scenario7 *f innovation makes the current e;uipment obsolete and

    new competition emerges% the carrier may need to replace the e;uipment sooner than e:pected%

    resulting in a loss of value for the proGect7 $ithout competition% the carrier will try to stick with

    older technology unless new e;uipment actually adds new capacity that would induce additional

    demand7 This has been demonstrated by the *,EC carriers? investments in *SDN and T&s and

    their reluctance to adopt newer technologies until new competition forced them to invest in DS,

    technology7 /erhaps another way to look at it is a monopolist or firm with market power is

    encouraged to invest in new technologies to maintain capacity and market share% and therefore

    market power7 *f an *,EC has market power% than this game can be played ;uite effectively7

    -igure 48 Cyclical nature of supply and demand in current telecommunications markets

    40yan Berryman% )*T Sloan% )ay 455&7

    Supply and Demand Analysis in Convergent Networks /age L6 455& Craig Thompson7 All rights reserved7

    Steady

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    Conclusion

    This thesis has reviewed the concepts of supply and demand as they pertain to bandwidth in

    convergent networks7 A draft model for estimating and analyFing edge demand has been

    presented% and a framework for thinking about the interaction of supply and demand facing

    Service /roviders has been developed7

    Bandwidth demand appears to be driven by a number of factors including8

    The declining costperformance of computing and the proliferation of computing devices

    is generating data that is increasingly more valuable in a network of such devicesO

    The tremendous growth of digital information re;uiring processing by computers and

    networks of computersO

    The pricing of bandwidth7 Elastic demand ensures that bandwidth demand scales

    dramatically with decreasing pricesO

    Broadband access adoption increases the bandwidth demanded by changing user?s on