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    Factors Affecting Logistics Performance:

    A global supply chain perspective

    A thesis submitted

    By

    Zohaib Aziz Shaikh (9374)

    To

    Department of Business Administration

    n partia! fu!fi!ment of

    The re"uirement for the

    De#ree of

    $AST%& ' BS*%SS AD$*ST&AT'*

    n

    Supp!y +hain $ana#ement

    This thesis has been

    A,,epted by the fa,u!ty

    A+-T. ' BS*%SS AD$*ST&AT'*

    $r/ arhan$ehboob

    Ad0isor

    $r/ Syed A!i &aza

    $ana#er &esear,h

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    Acknowledgement

    irst of a!! 1ou!d !ike to thank A!mi#hty A!!ah the #reatest of a!! for #i0in# me the

    stren#th and determination to ,omp!ete this resear,h/ Se,ond!y 1ou!d !ike to thank my thesis

    super0isor $r/ arhan $ehboob for his mar0e!!ous support2 he!p and super0ision throu#hout this

    study/

    -ast but not the !east 1ou!d !ike to thank my parents and friends for their ,ontinuous

    en,oura#ement and support not ust durin# this resear,h 1ork but throu#hout my !ife/

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    Table of Contents

    A,kno1!ed#ement////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////i

    Abstra,t////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////0

    +hapter 5 ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

    / ntrodu,tion//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////6

    / &esear,h Ba,k#round///////////////////////////////////////////////////////////////////////////////////////////////////////////3

    /6 8rob!em Statement////////////////////////////////////////////////////////////////////////////////////////////////////////////////3

    /3 &esear,h uestion////////////////////////////////////////////////////////////////////////////////////////////////////////////////3

    /4 :ypotheses////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////4

    /; &esear,h 'be,ti0e///////////////////////////////////////////////////////////////////////////////////////////////////////////////4

    /< &esear,h S,ope/////////////////////////////////////////////////////////////////////////////////////////////////////////////////////4

    /7=ustifi,ation of Study//////////////////////////////////////////////////////////////////////////////////////////////////////////////;

    /> -imitations of Study/////////////////////////////////////////////////////////////////////////////////////////////////////////////;

    +hapter 5 6///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

    6/3/ Study ?ariab!e @ -o#isti,s 8erforma///////////////////////////////////////////////////////////////////////////////////>

    6/3/6 ndependent ?ariab!e ua!ity of port infrastru,ture////////////////////////////////////////////////////9

    6/3/3 ndependent ?ariab!e 6 &oad density///////////////////////////////////////////////////////////////////////////

    6

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    6/3/4 ndependent ?ariab!e 3 Transport ser0i,es///////////////////////////////////////////////////////////////////

    6/3/; ndependent ?ariab!e 4 -ead time to eCport/////////////////////////////////////////////////////////////////6

    6/4 +on,eptua! frame1ork///////////////////////////////////////////////////////////////////////////////////////////////////////3

    6/; &esear,h $ode!//////////////////////////////////////////////////////////////////////////////////////////////////////////////////4

    +hapter 5 3/////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////;

    3/ $ethodo!o#y//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////eCamines 1hi,h fa,tors inf!uen,e the "ua!ity of port

    infrastru,ture of Spain/ Statisti,a! data of 94 ,ompanies has been used in this resear,h/ a,tor

    ana!ysis2 t tests and eCp!oratory fa,tor ana!ysis are used/ n this resear,h three 0ariab!es are used

    in this study in,!ude "ua!ity of port infrastru,ture2 te,hno!o#y system on port and the on time

    re!iabi!ity of ship arri0a! and departure/ &esu!t ,on,!uded that a!! the 3 0ariab!es are positi0e

    ,orre!ated to the "ua!ity of port infrastru,ture/ :e su##ests that po!i,y makers and the seaport

    authorities 1ou!d use different te,hno!o#ies for enhan,in# the "ua!ity of port and makin# the

    effi,ient ,ustom ,!earan,e 1ith that a!so in,rease the on time ship arri0a! and departure/

    /'/'( !ndependent 1ariable / 3 oad density

    Bose (63) aspe,ts 1hi,h inf!uen,e road density and effi,ien,y in nationa! hi#h1ays

    1ith the he!p of statisti,a! data from (9;>@997)/ They used ordinary !east s"uare and re#ression

    te,hni"ue/ The 0ariab!es are #ro1th in road density2 #ro1th in hi#h1ay density and effi,ien,y of

    road density/ &esu!ts ,on,!ude that measures the road density a,ross the years ha0e been

    impro0ed in effi,ient manner but further impro0ement re#ardin# #ro1th in road density of

    nationa! hi#h1ay in mu,h needed in se0era! states of ndia/ :e su##ests that in,reased the

    hi#h1ay road density2 #ro1th of road density and "ua!ity of the roads be,ause "ua!ity and

    #ro1th of road density p!ay a maor part in su,,essfu! ,ontro! strate#y in road transport/

    +ropper2 Friffiths L $ani 999inspe,ts the fa,tor of road density and popu!ation

    pressure in a ,ountry 1ith the he!p of statisti, data from (979)/ They used e,onometri,2

    re#ression te,hni"ue and ordinary !east s"uare te,hni"ue in this study/ The 0ariab!es they

    ,onsidered in this study are road density2 A#ri,u!ture househo!d density2 ,!eared !and and the

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    To Analyse What Factors Affecting Logistic Performance:

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    road net1ork/ &esu!ts ,on,!ude that the profitabi!ity for reimbursement the territory for

    a#ri,u!ture prob!em depend on 0arious physi,a! fa,tors to pro0ide some natura! prote,tions from

    forest/ They su##est that in,reased the road density ,o0ers the forest and ,!earin# the !and

    be,ause the pressures of popu!ation in,reases so need to bui!d the hu#e road infrastru,ture by

    redu,in# the forest and ,!earin# the !and/

    !im1en#u2 unes2 :eadey L .ou 63s,rutinize the inf!uen,e of road infrastru,ture in

    de0e!opin# ,ountries by usin# the dataset of year 66/ Te,hni"ues are used in this resear,h are

    "uantitati0e te,hni"ues su,h as ordinary !east s"uare re#ression ('-S) and ,orre!ation/ The

    0ariab!es are used in this study are roads2 different !anes of roads2 road infrastru,ture2 pa0ed road2

    size of the roads and road density/ &esu!ts ,on,!uded that the re!ationships bet1een the 0ariab!es

    are si#nifi,ant/ They ,on,!uded that the tota!numbers of !anes are important for the effi,ient road

    infrastru,ture/ They su##est that a!! the po!i,y makers and de,ision makers of road infrastru,ture

    shou!d ,reate mu!tip!e !anes for hea0y ,ontainerized traffi, from that effi,ien,y of !o#isti,

    performan,e of a ,ountry shou!d in,rease and a!so speed up the !o#isti, performan,e of the

    ,ountry/

    /'/'4 !ndependent 1ariable ( 3 Transport services:

    Tur0ey and $ohrin# (97;) empiri,a!!y identify the mar#ina! ,ost pri,in# of s,hedu!ed

    transport ser0i,es/ n this study ,ointe#ration and ,ross se,tiona! te,hni"ue are used/ The

    0ariab!es are ,onsider for this study are tota! transport ,ost2 mar#ina! ,ost2 users ,ost and

    produ,er ,ost/ &esu!ts ,on,!ude that tota! ,ost of transport ser0i,es is ,a!,u!ated by the mar#ina!

    ,ost and the fares shou!d be set be!o1 the mar#ina! pri,e of produ,er ,ost/ They su##est that

    #o0ernment subsidies shou!d be in,reases on !o,a! transport ser0i,es 1hether the ,onsumer

    in,ome !e0e! is risin#/

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    To Analyse What Factors Affecting Logistic Performance:

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    :ibbs (97) empiri,a!!y identify the maintainin# transport ser0i,es in rura! areas/ n this

    study 'rdinary !east s"uare and ,ross se,tiona! te,hni"ue has been used/ The 0ariab!es are

    ,onsidered for this study are roads2 infrastru,ture and mode of transport in rura! areas/ &esu!ts

    ,on,!ude that the e!e,ted representati0es of #o0ernment offi,ers shou!d take ,are of

    infrastru,ture of roads in the rura! areas and en,oura#e the !ife of rura! areas peop!es 1here they

    ,an enoy ea,h ne,essity of transport ser0i,es/ :e Su##est that the main aim of #o0ernment

    offi,ia!s of rura! areas to prepare a po!i,y 1here they en,oura#e the f!eCibi!ity of the transport

    ser0i,es in the rura! areas/

    Kidokoro (66) empiri,a!!y identify the effe,ts of pri,e re#u!ation in ,ontra,tin# out

    transport ser0i,es/ n this study used non@parametri, statisti,a! and e,onometri, te,hni"ues/ The

    0ariab!es for this study are pri,e2 "ua!ity ser0i,es2 tota! ,onsumer surp!us and transport ,ompany

    profits/ &esu!ts ,on,!ude that the !o,a! #o0ernment #ot the 0arious information re#ardin# the

    pri,e so they maCimize their profits and net ,onsumer surp!us than the pri0ate transport firms/ :e

    su##est that both the #o0ernment and pri0ate transport ha0e #ot different types of pri,in#

    strate#ies but the !o,a! #o0ernment #ot the information about the pri0ate firm pri,in# strate#ies

    so #o0ernment ,an redu,e the pri,es so that pri0ate firm transport e0en do not a,hie0e a break

    e0en ,ost/

    /'/'5 !ndependent 1ariable 4 3 Lead time to e6port:

    Apte and ?is1anathan (6) eCamine the si#nifi,an,e of redu,in# the !ead time/ n this

    resear,h %&8 (enterprise resour,e p!annin#) and $&8 (materia! re"uirement p!annin#) te,hni"ue

    has been used/ The key 0ariab!es are used in this resear,h in,!udes the redu,in# the !ead time and

    impro0es the effi,ien,y of o0era!! pro,ess/ &esu!ts ,on,!ude that redu,in# the !ead time 1ou!d

    #i0e the f!eCibi!ity and responsi0e distribution net1ork/ They su##est that redu,in# the !ead time

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    that 1ou!d in,rease the ,ustomer satisfa,tion2 in,rease the f!eCibi!ity of the pro,ess and a!so

    minimizes the in0entory/

    +han#2 Zhan#L -i 6 eCamine the affe,tin# fa,tor of !ead time of ,hina/ Statisti, data

    had been used from period 64@6>/ Statisti, and e,onometri, te,hni"ue had been used in this

    study/ our 0ariab!es are used in this study in,!ude !ead time to eCport2 transport infrastru,ture2

    manufa,turin# and number of ports in,!udin# dry and sea ports/ &esu!ts ,on,!ude that a!! the

    0ariab!es are positi0e!y ,orre!ated to the redu,in# !ead time/ They su##est that transport

    infrastru,ture authorities and the manufa,turer shou!d ,raftin# the strate#ies in a 1ay that

    minimizes the !ead time from the in,reases the ,ustomer satisfa,tion and a!so in,rease the FD8

    of the ,ountry/

    *ordas2 8ina!iL Frosso 6) road density (Bose 632 +ropper2 Friffiths L

    $ani 999 L !im1en#u2 unes2 :eadey L .ou63) and !ead time to eCport (Apte L

    ?is1anathan 662 +han#2 Zhan# L -i 6 L *ordas2 8ina!i L Frosso 6

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    /'4 esearch Model:

    The mode! proe,ted for the study is as fo!!o1s

    Figure /'$: a,tors affe,tin# -o#isti, 8erforman,e

    Sour,e: AuthorIs %stimation

    &oad Density

    (&D)Transport Ser0i,es

    (TS)

    -ead Time %Cport(-T%)

    ua!ity of 8ort nfrastru,ture('8)

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;

    Chapter # (

    Methodology

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"eescriptive &tatistics

    n des,ripti0e stats sho1s the statisti,a! Summarization of a!! the 0ariab!es that are !inked

    in this study 1hi,h ha0e been seen in be!o1 tab!es 1ith the interpretation of the data/

    4'/'$ Logistic Performance !nde6:

    Table ?o 4'/'$: >escriptive &tatistics: Logistic Performance !nde6

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    To Analyse What Factors Affecting Logistic Performance:

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    Fermany and *ether!ands i/e/ area of 4/2 so this is ,!ear!y sho1s that most of the ,ountries ha0e

    #ood o0era!! !o#isti, performan,e indeC/ =amai,a2 8ara#uay and Armenia ha0e the 1orst !o#isti,

    performan,e ratin# in this study i/e/ in the re#ion of 6/4 for both se!e,ted years 1hi,h is not #ood

    be,ause the a0era#e ratin# of this #roup is 3/;/ So these ,ountries needs positi0e ,han#e in there

    infrastru,ture system of the ,ountry to impro0e the o0era!! !o#isti, performan,e/

    4'/'/ Lead Time To 06port:

    Table ?o 4'/'/: >escriptive &tatistics: Lead Time 06port

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    paper 1ork to faster eCport/ $ore do,uments pro,ess and outdated pro,edure in the port 1ou!d

    in,rease the !ead time to eCport and redu,es the ratin# as 1e!!/ A,,ordin# to the abo0e tab!e

    =amai,a performan,e is par be!o1 amon# the se!e,ted ,ountries as it takes days of eCport

    somethin# in 6 and the situation more 1orse in 66 and it takes 4 days of eCport somethin#

    1hi,h is not a,,eptab!e to in,rease the FD8 of the ,ountry and to bad to ,ompetin# in the 1or!d

    !eadin# e,onomy ,ountries/

    4'/'( )uality of Port !nfrastructure:

    Table ?o 4'/'(: >escriptive &tatistics: )uality +f Port !nfrastructure > 4/> Q (@/63) (TS) RRRRR///////////////////////////////////%"uation 4

    @ear /$/

    -8 P 3/ Q (@/

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    4.6Coefficients Analysis

    The ,oeffi,ient ana!yses for a!! the mode!s are #i0en be!o1/

    Coefficients

    /$

    Coefficient

    /$/Comment

    -ead Time %Cport @/9;63> @// 'n the other hand !ead time eCport has a ,oeffi,ient of @/

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    /336

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    To Analyse What Factors Affecting Logistic Performance:

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    Chapter # 5

    Conclusion and

    ecommendations

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    5.Conclusion and ecommendations

    5.Conclusion

    As ar#ued in the pre0ious ,hapters that the key purpose of this 1ho!e resear,h is to boost and

    de0e!op the o0era!! !o#isti, performan,e of the ,ountry by in0esti#ate the re!ationship of !o#isti,

    performan,e 1ith other re!ated 0ariab!es to the !o#isti,s su,h as "ua!ity of port infrastru,ture2

    road density2 transport ser0i,es and !ead time to eCport/ 'rdinary !east s"uare te,hni"ue has been

    used in this study to ,onfirm the re!ationship bet1een !o#isti, performan,e and a!! the other

    se!e,ted 0ariab!es/ A,,ordin# to the resu!ts "ua!ity of port infrastru,ture and road density has a

    positi0e stron# re!ationship 1ith the !o#isti, performan,e 1hi!e transport ser0i,es has a s!i#ht!y

    1eak re!ationship 1ith the !o#isti, performan,e 1here as !ead time to eCport has a s!i#ht!y 1eak

    re!ationship and insi#nifi,ant re!ationship 1ith the !o#isti, performan,e in the fo!!o1in# year

    66/So a!! these independent 0ariab!es are e"ua!!y important to boost and impro0e the any

    ,ountryGs !o#isti, performan,e/

    5.2

    ecommendations

    After a robust ana!ysis of data from 0arious dimensions L perspe,ti0es2 fo,usin# on

    beta ,oeffi,ients and positin# the hypothesis resu!ts2 fo!!o1in# are re,ommendation points of this

    study based on resu!ts

    t is re,ommended that the po!i,y maker shou!d fo,us on impro0in# the "ua!ity of port

    infrastru,ture2 road infrastru,ture and po!i,y maker shou!d re0amp a!! the obso!ete

    pro,ess of !o#isti,s so that the o0era!! !o#isti, performan,e shou!d impro0e and he!p to

    #ro1 the ,ountryGs e,onomy/

    urther it is re,ommended that the !o#isti, professiona!s ensure that the ,ontinuous

    impro0ement is re"uired to attain the #oa!s and ,reate a si#nifi,ant impa,t on ,ountryGs

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    e,onomy/

    $oreo0er2 =amai,a2 8ara#uay and 8eru shou!d impro0e !o#isti,s ser0i,es of their

    ,ountries by impro0in# f!o1 of order pro,essin#2 impro0in# !ead time by de!i0ery order

    on time2 e!iminate paper 1ork pro,ess and introdu,e ne1 te,hno!o#y/ Armenia2 +o!umbia and Serbia shou!d impro0e the "ua!ity of port infrastru,ture of their

    ,ountry by insta!!in# !atest ma,hinery at the port and or#anize the 0esse! s,hedu!e

    proper!y/

    As 1e seen in the abo0e des,ripti0e stats that ,ountries !ike Fermany and *ether!ands are

    eC,eptiona!!y #ood in a!! their !o#isti,s pro,ess a,ti0ities !ike for instan,e Fermany

    ,onsidered the %urope top hub in !o#isti,s be,ause of their 1or!d ,!ass !o#isti,a!

    infrastru,ture and thatIs 1hy a!! the bi# #iant firms ,hoose Fermany for their %uropean

    head"uarters and as 1e!! as *ether!ands ,onsidered %uropeGs !ar#est port and fourth

    bi##est port in 1or!d1ide and *ether!ands ust behind Fermany in terms of Eor!d bank

    ratin# in,!ude ,ustom performan,e2 !o#isti, infrastru,ture and time!iness of ,onsi#nment/

    So the po!i,y makers shou!d set these t1o ,ountries as a ben,hmark for makin# future

    po!i,ies of their ,ountry/

    5.3Future &tudies

    As dis,ussed in the pre0ious ,hapters that the #rounds on 1hi,h ,ountries ha0e been

    se!e,ted on their superior FD8 rankin# so it mi#ht be possib!e that the same study 1ou!d be

    ,ondu,ted on the !o1 FD8 ,ountries rankin# to ,he,k the impa,t of these 0ariab!es on the

    -o#isti, performan,e/

    $oreo0er in future time series or pane! re#ression te,hni"ue shou!d a!so be done by usin#

    same 0ariab!es 1hi,h 1i!! he!pfu! to obser0e the trend and to fore,ast the study 0ariab!e/

    urthermore2 in future "ua!itati0e resear,h shou!d a!so be ,ondu,ted for the same 0ariab!e to

    predi,t the study 0ariab!e/

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    %ibliography

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    eferences

    Alipour, H. R., Khorshidi, G. R., Naghdi, A., Alizadeh, H., Honarmand, H.,

    &Shabani, Z. (!"#$. %he theor o' constraints a comparati)e

    assessment. Far east journal of Psychology & Business,"#("$

    Abe, K., & *ilson, +. S. (!!$. *eathering the storm in)esting in port

    in'rastructure to lo-er trade costs in ast Asia. World Bank Policy Research

    Working Paper Series, Vol.

    Apte, /. 0., &1is-anathan, S. (!!$. Strategic and technological

    inno)ations in suppl chain management. International journal of

    manufacturing technology and management, (#$, 2345.

    6ose, S. (!!#$. Road 7ensit, Resource 8ntensit and 9cienc in National

    High-as o' 8ndia ":54";. !conomic and Political Weekly, :2"4:;".

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    A global upply !hain Perspecti"e4;

    Hausman, *.H., ?ee, ?.?. and Subramanian, /., !!:, EGlobal logistics

    ser)ices, suppl chain metrics and bilateral trade patternsF, 0imeo,

    *orld 6an, ctober.

    Hibbs, +. (";!$ %ransport 'or =assengers. 8nstitute o' conomic A@airs

    Hobart =aper No. #. Second edition, ";".

    httpIIdata.-orldban.orgIindicator

    httpsII---.-to.orgIenglishItratopJeIde)elJeIa3tJeIglobalJre)ie-"#progJeItr

    ansportJandJlogistics.pd'.

    +ansson, +an . (";$ 0arginal . (!!$. %he e@ects o' regulator re'orm on Bualit."ournal of the

    "apanese and international economies, #3("$, "#:4"32.

    Kleinbaum, 7. G., Kupper, ?. ?., & 0orgenstern, H. ("5$. !pidemiologic

    research4 principles and 5uantitati.e methods. +ohn *ile & Sons.

    0ustra, +. (!""$.

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    Appendi6

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    APP0?>!H

    The ,ountries that are in,!uded in this study are se!e,ted on the basis of their hi#her FD8

    rankin#s/ o!!o1in# be!o1 are the !ist of ,ountries that are in,!uded/

    Country

    @ea

    r

    @ear /$ P in

    Trillion=

    LP! T& )+P! >

    LT

    0

    Gnited &tates

    /$

    4/99 3/>/>>

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    6

    Austria

    /$

    /4> 3/>9

    34/ 3/

    >enmark

    /$

    /334 3/>;

    43/37

    36/;;

    9 3/4 7

    Malaysia

    /$

    /6>> 3/44

    34/46

    ;/7 43//37

    ;/4 >/3

    Peru

    /$

    /77 6/94

    3>/74

    > 3/; 9/73 6/3

    Lu6embourg

    /$

    /;9 3/>6

    4/794

    ;/6 /6 /7

    &ri Lanka

    /$

    /;9 6/7;

    7 /73

    &erbia

    /$

    /4< 6/>

    67/4

    ; 6/7 ;/> 3

    Paraguay

    /$

    /64 6/4>

    >

    .amaica

    /$

    /4 6/46

    43/97

    4 ;/3 6/6>

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    57/63

    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;

    ?amibia

    /$

    /6 6/

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;6

    Countries @ear LP! T& )+P! > LT0

    Armenia 66 6/;< 3>/69 3 69 ;/7 4/ 6

    +hina 66 3/;6 3/44 4/4 46/77 3

    +o!ombia 66 6/>7 33//7> 4

    Denmark 66 4/6 36/; ;/> 7/;7 6

    ran,e 66 3/>; 6 4Korea2 &ep/ 66 3/7 6>/;6 ;/; 6 ;/99 ;/; 6/> /;

    $a!aysia 66 3/49 3/> ;/; 4 3

    8ara#uay 66 6/4> /37 3/< 7/97 />

    8eru 66 6/94 3>/;9 3/; /;

    atar 66 3/36 4/3< ;/6 7>/ 67/;7 6/7 49/;6 /9

    Sin#apore 66 4/3 69/7< 4>/;< 6

    South Afri,a 66 3/7 6

    nited Kin#dom 66 3/9 >/37 ;/> 76/67 3

    nited States 66 3/93 6/6> ;/<

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;3

    Table ?o 4'/'$: >escriptive &tatistics: Logistic Performance !nde6

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;4

    Netherlands Netherlands

    7enmar German

    Borst

    Serbia 6razil

    Armenia Serbia

    6razil Armenia

    Table ?o 4'/'4: >escriptive &tatistics: oad >ensity escriptive &tats Bith espect To Pakistan

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;;

    LP! LT0 LT! T& > )+P!

    8akistan 6 6/>3 6/3 /;9 ;/6> 36/94 4/

    8akistan 66 6/>3 3 ; 39/ 36/9> 4/4

    /$ Pre2regression output 3 />66

    +L& egression +utput

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;> @/

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    To Analyse What Factors Affecting Logistic Performance:

    A global upply !hain Perspecti"e;7

    .ears 6 66

    ?ariab!es+oeffi,ien

    t8rob ?a!ue

    +oeffi,ien

    t8rob ?a!ue

    Transport Ser0i,es @/63 /3 @/6;> /

    + 4/6> / 4/6;6 /

    &@S"uare /3>64 /46>6

    Adusted &@S"uare /3

    @Statisti,s 7/33> 6/973

    Sour,e AuthorGs %stimate