Measurement of Risk - Theory and Practice

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    f

    Kcjysxckcep ag Kjxdcp Xfyd

    Pbcaxv je` ^xjipfic

    "Feios`fel Yicejxfa Jejovyfy ag Kjmax Kjxdcp Ixjybcy&

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    ff

    Jhypxjip

    Pbfy xc~axp iawcxy pbc pa~fi ag kjxdcp xfyd kcjysxckcep gxak p|a ~afepy ag wfc|/ pbcaxv je`

    ~xjipfic% Pbc pbcaxcpfijo jy~cip `fyisyycy pbc `cwcoa~kcep ag pbc xcicep |axd ag Iabcxcep Xfyd

    Kcjysxcy je` ba| pbc pxj`fpfaejo WjX kcpba`aoalv gfpy fe |fpb pbfy ec| `cwcoa~kcep% Fp ~afepy

    asp pbjp WjX jy j xfyd kcjysxc bjy yakc ixsifjo ybaxpiakfely je` lfwcy je awcxwfc| ag p|a ec|

    xfyd kcjysxcy/ pbc Cr~cipc` Ybaxpgjoo je` pbc Y~cipxjo Xfyd kcjysxc/ pbjp yjpfygv joo pbc

    ~xa~cxpfcy ag hcfel Iabcxcep%

    Fe ~xjipfic/ WjX je` Ypxcyy Pcypfel jxc ypfoo pbc gjwaxfpc je` kayp iakkae xfyd kcjysxckcep

    paaoy fe pbc gfejeifjo fe`sypxv% Pbc xc~axp `fyisyycy pbc ~xaicyy ag iak~spjpfae ag WjX eskhcxy

    gax ~axpgaofay je` pbc pbxcc ~xakfecep WjX kcpba`aoalfcy/ @copj+Eaxkjo/ Bfypaxfijo je` Kaepc

    Ijxoa joael |fpb pbcfx j`wjepjlcy je` `fyj`wjepjlcy% Pbc gfejo pa~fi iawcxc` fy Ypxcyy Pcypfel%

    \c `fyisyy |bjp pbcyc pcypy jxc/ pbcfx xaoc fe xfyd kjejlckcep/ je` ba| pbcv jxc ycp s~% Ypxcyy

    Pcypy/ kaxc pbje pbc apbcx kcjysxcy ag xfyd/ `c~ce` bcjwfov ae zsjofpjpfwc `cifyfaey%

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    Pjhoc ag Iaepcepy

    Jhypxjip %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% ffPjhoc ag Iaepcepy %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% fffOfyp ag Pjhocy %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% wOfyp ag Gflsxcy %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% wfFepxa`sipfae%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% :Iabcxcep Xfyd Kcjysxcy %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 9

    Jiic~pjeic Ycpy %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 9Kcjysxc ag Xfyd %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 0Jrfaky ag Iabcxceiv %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 0

    Wjosc jp Xfyd "WjX&%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

    Gfxyp Lsog \jx :66> %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 09Pbc Jyfje Isxxceiv Ixfyfy%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 03Pbc Xsyyfje @cgjsop! OPIK Iaooj~yc %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 0Gflsxc 98 Y^R Xclxcyyfae Hcpj je` :!Yzxp"Kjpsxfpv& %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 7:Gflsxc 99 Xclxcyyfae Hcpj gax `fggcxcep Kaecvecyy %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 7:

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    Fepxa`sipfae

    Fp fy bskje ejpsxc pa bjpc seicxpjfepv je` yfeic jlcy ~ca~oc bjwc pxfc` pa iakc s~ |fpb pcibefzscy pakfpfljpc/ fg eap cofkfejpc/ pbc cggcip ag seicxpjfepv ae pbcfx ofwcy% Pbfy yfeloc zscyp bjy y~j|ec` kjev

    gjkasy j`wjeicy fe pbc pbcaxv ag kjpbckjpfiy/ ~xahjhfofpv/ feysxjeic je` gfejeic% Bfypaxv fy xc~ocpc |fpb

    pjocy ysib jy pbayc ag pxj`cxy ~aaofel kaecv palcpbcx pa hsggcx oayycy gxak yfedfel ax oaapfel ag pbcfx

    ybf~y% Kjpbckjpfifjey bjwc y~cep lxcjp ocelpby ag pfkc pa yps`v cwcepy ag ibjeicy ya pbjp pbcv iaso`

    se`cxypje` je` zsjepfgv seicxpjfepv% Fe pbc ~jyp gc| `cij`cy pbcyc j`wjeicy bjwc iakc palcpbcx se`cx j

    gaxkjo gfco` ijooc`Xfyd Kjejlckcep% Jixayy pbc y~cipxsk/ gxak hsyfecyy yibaaoy/ gfejeic `c~jxpkcepy pa

    hfl hjedy je` fewcypkcep gfxky/ Xfyd Kjejlckcep fy ea| wfc|c` jy j yc~jxjpc cepfpv fe fpycog%

    Xfyd/ fe lcecxjo/ fy j wcxv hxaj` je` a~ce iaeic~p% Joo segaxcycce oayycy gxak se`cyfxjhoc cwcepy gjoo

    se`cx pbc ijpclaxv ag xfyd% Gax pbc ~sx~ayc ag asx yps`v/ |c |foo iaeyf`cx pbc `cgfefpfae ag xfyd gxak pbc

    ~afep ag wfc| ag je fewcypkcep gfxk% Fe pbfy ijyc/ xfyd fy ijpclaxf}c` fepa Zsjepfgfjhoc Xfydy je` Eae+

    Zsjepfgfjhoc xfydy% Zsjepfgfjhoc Xfydy/ jy pbc ejkc ysllcypy/ jxc pbc xfydy gjic` hv pbc gfxk |bfib ije hc

    zsjepfgfc` fepa j eskhcx cjyfov% Pbcyc feios`c xfydy gxak kjxdcp cwcepy/ ixc`fp `cgjsopy/ je` xfydy gxak

    pbc gfxky a~cxjpfaey% Pbc Eae+Zsjepfgfjhoc Xfydy j gfxk gjicy jxc ysib jy pbayc iakfel gxak ~aofpfijo

    je` ocljo xclsojpfaey/ kjxdcp foofzsf`fpv cpi%

    Pbc `cifyfae ag j gfxk pa iaeicepxjpc ae y~cifgfi xfyd kjejlckcep `c~ce`y ixfpfijoov ae fpy hsyfecyy je`

    a~cxjpfaey% Gax je fewcypkcep gfxk/ pbc kjmax yasxicy ag xfyd jxc Kjxdcp Xfydy/ Ixc`fp Xfydy je` Ofzsf`fpv

    Xfyd% Kcjysxckcepy ag pbcyc `fggcxcep pv~cy ag xfydy jxc `aec syfel wcxv `fggcxcep pcibefzscy%

    Ixc`fp Xfyd fy kcjysxc` hv yps`vfel pbc y~cifgfiy ag hae`y! oajey pcxky/ iawcejepy je` pbc gfejeifjo

    bcjopb ag pbc se`cxovfel iax~axjpfae% Ofzsf`fpv xfyd fewaowcy dea|fel pbc pcxky ag pbc `cjoy je` pbc `c~pb!

    hxcj`pb ag kjxdcpy gax `fggcxcep feypxskcepy% Kjxdcx Xfyd jejovyfy fewaowcy se`cxypje`fel pbc

    kjpbckjpfijo ~xa~cxpfcy ag `fggcxcep feypxskcepy |fpb xcljx`y pa fpy se`cxovfel je` apbcx kjxdcp gjipaxyje` syfel ypjpfypfijo pcibefzscy pa kcjysxc `fggcxcep xfyd ~jxjkcpcxy% Pbfy xc~axp fy gaisyc` cepfxcov ae

    j``xcyyfel pbc fyysc ag kjxdcp xfyd kcjysxckcep%

    Asx `fyisyyfae |foo ypjxp |fpb pbc fepxa`sipfae ag pbc pbcaxv ag Iabcxcep Xfyd Kcjysxcy% Pbfy fy pbc gfxyp

    jppck~p pa gaxkjof}c pbc pbcaxv ag xfyd kcjysxckcep fe pbc ojelsjlc ag ~xcifyc kjpbckjpfiy% \c |foo ycc

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    ba| pbc pbcaxv fy iaeypxsipc` gxak wcxv ejpsxjo jyysk~pfaey je` ba| jev kcjysxc ag xfyd fe pbc gspsxc

    bjy pa yjpfygv pbc jrfaky ~xa~ayc` hv pbfy pbcaxv ax coyc bjwc wcxv ahwfasy ybaxpiakfely% Aeic pbc

    Jrfaky ag Iabcxceiv bjwc hcce cypjhofybc`/ |c |foo ycc ba| WjX kcjysxcy s~ |fpb pbfy ec| pbcaxv je`

    pbc ycwcxc ofkfpjpfaey pbjp jxc cr~ayc`% Pa gfefyb pbc `fyisyyfae ae pbc pbcaxv ag xfyd kcjysxckcep |c |fooycc p|a ec| xfyd kcjysxcy pbjp jxc `cyflec` pa awcxiakc pbc ofkfpjpfaey ag WjX%

    Pbc pbcaxv ag Iabcxcep Xfyd Kcjysxc fy xcojpfwcov ec|/ je` WjX fy ypfoo pbc gjwaxfpc xfyd kcjysxc gax pbc

    gfejeifjo fe`sypxv% Fp bjy pbc hjidfel ag xclsojpaxv feypfpspfaey je` icepxjo hjedy jy je jiic~pjhoc xfyd

    kjejlckcep paao% Pbc yciae` ~jxp ag pbc xc~axp lfwcy `cpjfoy ae pbc WjX iak~spjpfae ~xaicyy je` pbc

    `fggcxcep j~~xajibcy pa `afel pbjp% Pbc pbxcc ~a~sojx WjX kcpba`aoalfcy jxc @copj+Eaxkjo/ Bfypaxfijo

    je` Kaepc+Ijxoa kcpba`% Cjib ag pbcyc kcpba`y fy hjyc` ae `fggcxcep jyysk~pfaey je` bjy fpy j`wjepjlcy

    je` ofkfpjpfaey% \c |foo `fyisyy pbcyc fe `cpjfo%

    Pbc gfejo ycipfae fy ae pbc pa~fi ag Ypxcyy Pcypfel% Ypxcyy Pcypfel jy j kcpba`aoalv fy yfk~oc je` ypxjflbp+

    gax|jx`/ hsp pbc `fggfisopv ofcy fe pbc fk~ockcepjpfae% \coo fk~ockcepc` Ypxcyy Pcypy xczsfxc cr~cxfceic

    je` kjdfel xcjyaejhoc zsjofpjpfwc ijooy% \c |foo |jod pbxaslb pbc kcpba`aoalv syc` hv kc pa `cyfle

    Ypxcyy Pcypy gax pbc ~axpgaofay jp QQQQQQQQQQ je` xase` agg |fpb hxfcg `cyixf~pfaey ag yakc kjmax

    gfejeifjo cwcepy ag pbc ~jyp%

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    Iabcxcep Xfyd Kcjysxcy

    Pbc pbcaxv ag Iabcxcep Xfyd Kcjysxcy |jy ~xa~ayc` hv Jxp}ecx cp jo fe pbcfx yckfejo |axd T:/ 8[/ je` fp

    hcijkc j ~jpb+hxcjdfel cwcep fe pbc gfco` ag xfyd kjejlckcep% Gax pbc gfxyp pfkc/ pbc ~xahock ag xfyd

    kcjysxckcep |jy lfwce j gaxkjo kjpbckjpfijo gase`jpfae pa ypje` ae% Fp |jy pxsc pbjp kayp ~xagcyyfaejoy

    fe pbc gfejeifjo iakksefpv bj` je fepsfpfwc yceyc ag |bjp gfejeifjo xfyd cepjfoc` hsp fp |jy `fggfisop pa lfwc

    j zsjepfpjpfwc jyycyykcep ag gfejeifjo xfyd |fpbasp xflaxasyov y~cifgvfel |bjp |jy kcjep hv j kcjysxc ag

    gfejeifjo xfyd% Jxp}ecx cp jo ~aypsojpc` j ycp ag jrfaky pbc Jrfaky ag Iabcxceiv je` |axdc` asp pbc

    fk~ofijpfaey gax jev xfyd kcjysxc yjpfygvfel pbcyc jrfaky% Fe pbc ycipfae hcoa| |c la awcx pbc pbcaxcpfijo

    jxlskcepy ocj`fel pa pbc gaxksojpfae ag pbc jrfaky/ ypjxpfel |fpb pbc iaeic~p ag jiic~pjeic ycpy je` ba|

    pbjp ocj`y pa pbc `cgfefpfae ag j kcjysxc ag xfyd%

    Jiic~pjeic Ycpy

    Jxp}ecx cp jo iaeyf`cxc` fp hcyp pa xcojpc xfyd pa pbc gspsxc wjosc ag pbc fewcypkcep xjpbcx pbje pa pbc ^!O ag

    pbc ~ayfpfae% Pbcv `f` pbfy hv iaeyf`cxfel pbc gspsxc wjosc ag pbc ~axpgaofa jy j xje`ak wjxfjhoc ae pbc ycp

    ag ypjpcy ag ejpsxc jp j gspsxc `jpc% Jiiax`fel pa pbck/ pbc gfxyp ixs`c kcjysxckcep ag xfyd gax jev ~ayfpfae

    |aso` hc pa ycc |bcpbcx fpy gspsxc wjosc hcoaely pa pbc yshycp agjiic~pjhoc xfyd/ jy `cif`c` hv j ~cxyae

    fe+ibjxlc ag kjejlfel xfyd gax pbjp ~ayfpfae% Ysib j ~cxyae iaso` hc jipfel fe pbc ij~jifpv ag=

    :% J Xclsojpax/ |ba bjy pa pjdc fepa jiiasep pbc segjwaxjhoc ypjpcy |bce jooa|fel j xfydv ~ayfpfae

    |bfib kjv `xj| ae pbc xcyasxicy ag pbc lawcxekcep/ gax crjk~oc jy j lsjxjepax ag pbc ojyp xcyaxp%

    8% Je Cribjelcy Iocjxfel Gfxk/ |bfib bjy pa kjdc laa` ae pbc ~xakfyc pa joo ~jxpfcy/ ag

    pxjeyjipfaey hcfel ycisxcov iak~ocpc`%

    9% Je Fewcypkcep Kjejlcx/ |ba dea|y pbjp bfy gfxk bjy hjyfijoov lfwce pa fpy pxj`cxy je crfp a~pfae

    |bcxc pbc ypxfdc ~xfic iaeyfypy ae hcfel gfxc` fe pbc cwcep ag hfl pxj`fel oayycy ae aecy

    ~ayfpfae%

    Aeic pbcv bj` pbc iaeic~p ag jiic~pjhoc xfyd/ pbcv `cgfec pbc jiic~pjeic ycpjy pbc ycp ag joo jiic~pjhoc

    gspsxc ecp |axpb gax pbc ~axpgaofa% Joo xfydy pbjp jxc sejiic~pjhoc ax ~ayfpfaey pbjp bjwc je sejiic~pjhoc

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    gspsxc ecp |axpb ijeeap eap hc bco` fe pbcfx isxxcep gaxk% Aec xckc`v fy pa jopcx pbc ~ayfpfae% Jeapbcx aec

    fy pa oaad gax yakc iakkaeov jiic~pc` feypxskcepy |bfib/ |bce j``c` pa pbc isxxcep ~ayfpfaey/ kjdcy fpy

    gspsxc wjosc hciakc jiic~pjhoc pa pbc xclsojpaxy! xfyd kjejlcxy% Pbc isxxcep iayp ag lcppfel ceaslb ag

    pbfy ax pbcyc feypxskcep"y& ybaso` hc laa` fe`fijpax ag pbc xfyd jyyaifjpc` |fpb pbc fefpfjo sejiic~pjhoc~ayfpfae%

    Kcjysxc ag Xfyd

    Hjyc` ae jiic~pjeic ycp/ Jxp}ecx cp jo `cgfec j kcjysxc ag xfyd " &% gax j xfydv ~ayfpfae jy pbc kfefksk

    jkasep ag crpxj ijyb pbjp bjy pa hc j``c` pa pbc xfydv ~ayfpfae je` fewcypc` ~xs`cepov fe yakc xcgcxceic

    jyycp pa kjdc pbc xfydv ~ayfpfae hc jiic~pjhoc% Fg " &% fy ecljpfwc/ fpy ecljpfwfpv ije hc fepcx~xcpc` jy pbc

    kjrfksk jkasep pbjp ije hc yjgcov |fpb`xj|e/ je` ypfoo ocjwc pbc ~ayfpfae jiic~pjhoc%

    Pa cr~xcyy pbc xfyd kcjysxc " &% kjpbckjpfijoov/ ocp hc pbc ycp ag gspsxc ypjpcy ag ejpsxc "jyyskc`

    gfefpc&% Gax cjib cockcep ag / pbcxc fy je jyyaifjpc` ecp |axpb ag pbc ~axpgaofa/ j xje`ak wjxfjhoc

    `ceapc` hv R% Ijoo L jy pbc ycp ag joo xfydy f%c% pbc ycp ag joo xcjo wjosc` gseipfaey ae % Yfeic fy

    jyyskc` pa hc gfefpc/ L ije hc f`cepfgfc` |fpbe

    / |bcxc e;ijx`" &%

    @cgfefpfae= J kcjysxc ag xfyd/ " &% / fy j kj~~fel gxak L fepa

    Pbc jhawc `cgfefpfae yfk~ov kcjey lfwfel j xcjo eskhcx wjosc pa zsjepfgv pbc ycp ag joo xfydy gjic` hv pbc

    ~axpgaofa% Bjwfel j `cgfefpfae gax j kcjysxc ag xfyd |jy pbc gfxyp ypc~ gax Jxp}ecx cp jo% Pbcv joya ~xa~ayc`

    ~xa~cxpfcy pbjp ybaso` hc yjpfygfc` hv ysib j xfyd kcjysxc ya jy pa hc jiic~pjhoc jy j xcjofypfi kcjysxc

    gxak j ~xjipfijo ~afep ag wfc|% Pbcv ijooc` pbcyc ~xa~cxpfcy pbc Jrfaky ag Iabcxceiv je` jev xfyd

    kcjysxc yjpfygvfel pbcyc jrfaky/ j Iabcxcep Xfyd Kcjysxc%

    Jrfaky ag Iabcxceiv

    :% Kaeapaefifpv= Gax joo Rje` LV |fpb VR / |c bjwc " & " &RV %

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    Kaeapaefifpv kcjey pbjp xje`ak ijyb goa|y ax gspsxc wjosc Vpbjp fy jo|jvy lxcjpcx pbje Rybaso`

    bjwc j oa|cx xfyd= pbfy kjdcy yceyc/ hcijsyc fp kcjey pbjp ocyy bjy pa hc j``c` pa Vpbje pa Rpa

    kjdc fp jiic~pjhoc/ je` pbc jkasep pa hc j``c` fy pbc xfyd kcjysxc%

    8% Pxjeyojpfae Fewjxfjeic= Gax joo LR je` xcjo eskhcx e/ " & " & eReR ;$

    Pbfy jrfak ceysxcy pbjp gax cjib R/ " &" & >;$ RR / |bfib yjvy fg |c j`` j ijyb jkasep czsjo pa

    &"R / pbc xfyd kcjysxc jyyaifjpc |fpb R/ pbce pbc xfyd ag pbc ~axpgaofa fy >% Pbfy czsjofpv bjy j

    ejpsxjo fepcx~xcpjpfae fe pcxky ag jiic~pjeic ycp jyyaifjpc` |fpb / je` fy crjipov |bjp pbc `cgfefpfae

    ag j xfyd kcjysxc fy%

    9% Yshj``fpfwfpv= Gax joo Rje` LV / " & " & " &VRVR $$ %

    Pbc jrfak yjvy/ j kcxlcx `acy eap ixcjpc xfyd je` ae pbc iaepxjxv/ xfyd ybaso` iakc `a|e `sc pa

    pbc hcecgfpy ag `fwcxyfgfijpfae% J gc| crjk~ocy hcoa| yba|y |bv pbfy fy xcljx`c` pa hc pbc kayp

    fk~axpjep jrfak pa hc y~cifgfc` hv Jxp}ecx cp jo je` |bv jev xfyd kcjysxc eap yjpfygvfel pbfy ~xa~cxpv

    ybaso` hc xcljx`c` |fpb ysy~fifae%

    Jev eae+yshj``fpfwc xfyd kcjysxcy |foo pck~p pxj`cxy ae je axljef}c` cribjelc pa hxcjd s~ pbcfxjiiasepy/ |fpb yc~jxjpc jiiasepy gax yc~jxjpc xfydy/ fe ax`cx pa xc`sic kjxlfe xczsfxckcepy% Pbfy

    fy j iaeicxe gax pbc cribjelc yfeic pbc kjxlfe xczsfxckcepy ae pbc yc~jxjpc jiiasepy |foo ea

    oaelcx iawcx pbc iakhfec` xfydy/ je` ocjwc pbc cribjelc fpycog cr~ayc` pa ~ayyfhoc oayycy%

    Fg xclsojpaxy syc eae+yshj``fpfwc xfyd kcjysxcy pa ycp ij~fpjo xczsfxckcepy/ pbce j gfejeifjo gfxk

    kflbp hc pck~pc` pa hxcjd fpycog pa xc`sic fpy xclsojpaxv ij~fpjo xczsfxckcepy/ hcijsyc pbc ysk ag

    pbc ij~fpjo xczsfxckcepy ag pbc ykjoocx sefpy |aso` hc ocyy pbje pbc ij~fpjo xczsfxckcep ag pbc gfxk

    jy j |baoc%

    Fg xfydy jxc yshj``fpfwc/ j``fel xfydy palcpbcx |aso` lfwc sy je awcx+cypfkjpc ag iakhfec` xfyd/

    je` pbfy kcjey pbjp |c ije syc ysk ag xfydy jy j iaeycxwjpfwc cypfkjpc ag iakhfec` xfyd% Pbfy

    gjifofpjpcy `cicepxjof}c` `cifyfae kjdfel |fpbfe j gfxk% Fg xfydy jxc eap yshj``fpfwc/ j``fel pbck

    palcpbcx lfwcy sy je se`cxcypfkjpc ag pbc iakhfec` xfydy/ |bfib kjdcy ysk ag xfydy feiaxxcip je`

    pbcxcgaxc cggcipfwcov sycocyy jy j hjid ag pbc cewcoa~c kcjysxc%

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    0% ^ayfpfwc Bakalcecfpv= Gax joo LR je` >5e / " & " &ReeR ; %

    Pbc yshj``fpfwfpv jrfak yjvy pbjp " & " & " &ReeRRRR ;$$$ %%% / hsp fg |c pbfed fe

    pcxky ag ofzsf`fpv iaeicxey |bcxc/ jy pbc ~ayfpfae yf}c hciakcy hfllcx pbc xfyd feixcjycy ax

    " & " & " &ReeRRRR ;$$$ %%% % Iakhfefel pbcyc p|a xcysopy lfwcy sy pbc ^ayfpfwc

    Bakalcecfpv Jrfak%

    \fpb pbcyc gasx ~xfkjxv jrfaky/ Jxp}ecx cp jo/ ~sp `a|e pbc lxase`+|axd gax gspsxc xcycjxib fepa

    kcjysxcy ag gfejeifjo xfydy% Fe pbc ecrp ycipfae/ |c |foo `fyisyy pbc kayp iakkae xfyd kcjysxc syc` fe pbc

    fe`sypxv/ pbc Wjosc+jp+Xfyd "WjX&% WjX yjpfygfcy joo ag pbc jhawc jrfaky cric~p yshj``fpfwfpv/ hsp fpy cjyc

    ag syc je` fepcx~xcpjpfae kjdcy fp gjwaxfpc jkael kjejlckcep%

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    y pa kcjysxc xfyd cr~aysxc pa pbcfx pxj`fel ~axpgaofay% Fe pbc

    cjxov 6>y wjxfasy hjedy ypjxpc` j`a~pfel WjX jy j dcv iak~aecep ag kjejlckcep ag kjxdcp xfyd% Pbc

    gfejo haayp ijkc |bce pbc Hjyco Iakkfppcc ae Hjedfel Ys~cxwfyfae ibayc WjX jy je fepcxejpfaejo

    ypje`jx` gax crpcxejo xclsojpaxv ~sx~ayc% Fe xcicep vcjxy/ pbc syc ag WjX gax xfyd kjejlckcep je` ij~fpjo

    jooaijpfae bjy hcce syc` feixcjyfelov hv bc`lc gse`y/ pxj`cxy je` iak~jefcy gax xfyd kcjysxckcep%

    Yfk~ov ~sp WjX fy pbc |axyp oayy awcx j pjxlcp baxf}ae |fpb j lfwce ocwco ag pjxlcp ~xahjhfofpv% Fp jfky

    pa jey|cx pbc zscypfae= Ba| ksib ije pbc ~axpgaofa oayc |fpb R# ~xahjhfofpv awcx j ~xc+ycp baxf}ae% Pbc

    xcjyae gax pbc ~a~sojxfpv ag WjX fy pbjp fp yskkjxf}cy pbc cepfxc xfyd fepa aec `aoojx eskhcx% Pbfy fy cjyv

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    Gflsxc < @copj+Eaxkjo WjX

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    gjipaxy |aep iafeif`c awcx pbc yjkc pfkc baxf}ae% Gax crjk~oc pbc czsfpv kjxdcp kflbp ycc j kjmax

    iaxxcipfae ae j icxpjfe `jpc hsp pbc ixc`fp y~xcj` `acyep kawc pfoo aec |ccd ojpcx% @c~ce`fel ae ba|

    ypxfipov aec |jepy pa gaooa| bfypaxfijo `jpj je` ba| aec ~cxicfwcy gjipaxy pa kawc fe pbc gspsxc/ pbcxc fy

    iaeyf`cxjhoc yia~c pa ~ojv |fpb pbc ~jxjkcpcxy%

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    @fggfisopfcy |fpb Ypxcyy Pcypfel

    Jy ~afepc` asp/ ypxcyy pcypfel fy hjyc` ae ojxlc eskhcx ag `cifyfaey ysib jy ibafic ag yicejxfay/ ibafic ag

    xfyd gjipaxy/ pfkc gxjkc ag yps`v je` ba| `fggcxcep xfyd gjipaxy ybaso` hc iakhfec`% Pbfy kjdcy Ypxcyy

    Pcypfel wcxv yshmcipfwc/ hjyc` ae pbc ms`lkcep je` cr~cxfceic ag ~ca~oc ijxxvfel asp pbc pcyp% Pbfy fy j

    ycp hjid yfeic Ypxcyy Pcypy jxc kayp agpce iae`sipc` gax yicejxfay |bfib jxc wcxv seofdcov pa bj~~ce je`

    bjx` pa ~xc`fip% \bce pbc yicejxfay jxc iak~ocr fp joya hciakcy `fggfisop pa ybaxpofyp |bfib xfyd gjipax pa

    iaeyf`cx%

    Ypxcyy pcypfel Wy WjX

    J gfejo ~afep fy pbc iak~jxfyae ag WjX |fpb Ypxcyy Pcypfel jy jopcxejpc xfyd kcjysxckcep paaoy% WjX lfwcy

    sy je f`cj gxak j ~xahjhfofypfi wfc|~afep jhasp pbc `fypxfhspfae ag asx xcpsxey je` kaxc y~cifgfijoov/ pbc

    iaegf`ceic ocwco |fpb |bfib |c |aep oayc kaxc pbje j icxpjfe jkasep hsp jy kcepfaec` hcgaxc/ fp gjfoy pa

    lfwc sy |axyp ijyc eskhcxy hcvae` pbc WjX eskhcx% Ofypfel pbc `fggcxceicy hcp|cce pbc p|a kcjysxcy=

    Kayp ag pbc WjX fk~ockcepjpfaey fe fe`sypxv jxc hjyc` ae xcicep bfypaxfijo xcpsxey% Kaxc agpce

    pbje eap/ pbcyc `jpj `a eap iaepjfe jev kjmax gfejeifjo cwcep ax ixfyfy% Gax crjk~oc/ bfypaxfijo `jpj

    kflbp bjwc oa| ocwcoy ag waojpfofpv gax j oael pfkc hsp pbcyc wjoscy |foo ys``ceov y~fdc s~ |bcepbcxc fy ixfyfy fe pbc kjxdcp% Ypxcyy Pcyp ae pbc apbcx bje` fy `cyflec` y~cifgfijoov pa j``xcyy pbc

    iaeyczsceicy jxfyfel gxak kjmax cwcepy |bcxc pbc eaxkjo iaxxcojpfaey fe pbc kjxdcp kflbp hxcjd

    `a|e%

    Ypxcyy pcypy cr~ofifpov lfwc sy eskhcxy ag ba| ksib |c ije cr~cip pa oayc fe y~cifgfi yfpsjpfaey%

    Fe pbfy yceyc/ Ypxcyy Pcyp fy j ejpsxjo iak~ockcep ag WjX jejovyfy% WjX lfwcy sy pbc kjrfksk

    ofdcov oayy jp icxpjfe ~xahjhfofpv/ hsp lfwcy sy ea f`cj ag pbc oayy |c kflbp ysggcx fg |c cr~cxfceic

    j oayy fe cricyy ag WjX% Hv iaepxjyp/ ypxcyy pcypfel ije lfwc sy j oap ag fegaxkjpfae jhasp hj`

    ypjpcy hsp fy eap `cyflec` pa pcoo sy pbc ofdcofbaa` ag pbcyc oayycy% Pbc ~xaicyy ag ycppfel s~ pbc Ypxcyy Pcyp xcwcjoy jy ksib jy pbc xcysop fpycog% Fp ije bco~ f`cepfgv

    kjmax iaepxfhspaxy ag xfyd jy |coo jy bf``ce yasxicy ag xfyd ysib jy ofzsf`fpv xfyd/ xfyd gxak

    y~cifgfi iasepcx~jxpv `cgjsop cpi% Fp ije joya bco~ pbc gfxk f`cepfgv |bcpbcx fp ije |fpbypje` wcxv

    ybaxp pcxk kjxdcp ybaidy fe j lcecxjoov laa` kjxdcp cewfxaekcep je` fg pbcv ecc` pa pjdc ~xc+

    ck~pfwc jipfaey%

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    Ypxcyy Pcypfel Fk~ockcepjpfae

    Pbc gfejo ycipfae ag pbc xc~axp `fyisyycy pbc crjip ~xaic`sxcy syc` hv kc pa `cyfle Ypxcyy Pcyp

    Yfksojpfaey gax pbc ~axpgaofay jp QQQQ% Pbc pjhoc hcoa| ofypy ~xfkjxv xfyd yasxicy gax yakc ag pbc iakkae

    feypxskcep pv~cy |bfib kjdc s~ pbc `fggcxcep ~axpgaofay jp pbc gfxk%

    Pjhoc : Feypxskcep Xfyd Gjipaxy

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    Joo pbc Ypxcyy Pcypy pbjp bjwc hcce ixcjpc` jxc hjyc` ae bfypaxfijo cwcepy je` pbc `jpj fy ahpjfec`

    ~xfkjxfov gxak pbc Hoaakhcxl `jpjhjyc% Kawckcep fe cjib ag pbc xfyd gjipaxy fy yps`fc` `sxfel pbc

    bfypaxfijo cwcep je` cggaxp fy kj`c pa yfksojpc pbc cggcip ag pbc cwcep ae pbc isxxcep ~axpgaofa% Pbfy fy `aec

    hv j~~ovfel pbc ahycxwc` xfyd gjipax ibjelc pa joo pbc feypxskcepy fe pbc ~axpgaofa je` cypfkjpc ~xagfp ax

    oayy% Gfxyp je jolaxfpbkfi awcxwfc| fy ~xawf`c` gaooa|c` hv `cpjfoc` `fyisyyfae ae ybaidfel pbc fe`fwf`sjo

    xfyd gjipax%

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    Jolaxfpbk gax Ypxcyy Pcypfel je` Yicejxfa Jejovyfy

    :% Oaijpc cjib feypxskcep fe pbc yvypck je` xcpxfcwc pbc gaooa|fel fegaxkjpfae=

    Kjxdcp iasepxv je` Isxxceiv ag pbc feypxskcep%

    @jpc ag kjpsxfpv%

    Pbc ojpcyp pxj`cx kjxd ~xfic%

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    Pbc xclxcyyfae hcpj ag pbc se`cxovfel |fpb kjmax czsfpv je` isxxceiv fe`ficy%

    Pbc vfco` isxwc gax pbc feypxskcep isxxceiv%

    8% Ijofhxjpc pa Ka`co=

    Ijoisojpc pbc ocwco ag fk~ofc` waojpfofpv hv syfel pbc pxj`cx kjxd je` pbc ~xfifel ka`co%

    Pbfy bjy pa hc `aec gax A~pfaey/ Iaewcxpfhoc Hae`y/ Waojpfofpv je` Wjxfjeic Y|j~y%

    Ijoisojpc pbc ocwco ag fk~ofc` ixc`fp y~xcj` syfel pbc pxj`cx kjxd je` ~xfifel ka`co% Pbfy

    bjy pa hc `aec gax iax~axjpc hae`y/ Iaewcxpfhoc Hae`y/ I@Y%

    9% J~~ov pbc Ybaidy pa pbc gaooa|fel xfyd gjipaxy jy `fipjpc` hv pbc Ypxcyy Pcypfel Ka`co=

    Se`cxovfel y~ap ~xfic%

    Fk~ofc` Waojpfofpv%

    Ixc`fp Y~xcj`%

    Vfco` Isxwc%

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    0% Yce` pbc ec| fegaxkjpfae pa pbc ~xfifel ka`co gax j gsoo xcwjosjpfae ag pbc feypxskcep se`cx pbc

    ypxcyy iae`fpfae%

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    bje` pa ahpjfe j ~xagfp! oayy eskhcx%

    7% Jllxcljpc jixayy joo feypxskcepy pa ahpjfe ecp ^!O eskhcx gax pbc Ypxcyy Pcyp%

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    Kcpba`aoalv fe @cpjfo

    Pbc ypxcyy pcypfel jolaxfpbk ae pbc ~xcwfasy ~jlc lfwcy je awcxwfc| ag pbc ~xaic`sxc hsp pbc jipsjo

    fk~ockcepjpfae fewaowcy pjdfel ijxc ag joo pbc ykjoo `cpjfoy je` dcc~fel pxjid ag pbc jyysk~pfaey pbjp la

    fepa hsfo`fel pbc pcyp% Bcxc |c `cpjfo aec hv aec joo pbc `cifyfaey pbjp bjwc pa hc pjidoc` pa iak~ocpc pbc

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    xcjyae gax ibaayfel j pce `jv ~cxfa` fy pa gfopcx asp `jfov eafyv kawckcepy je` cwjosjpc pbc cggcipy ag

    ybaidy pbjp ~cxyfyp gax yakc pfkc% Gax gjipaxy gax |bfib `jpj fy eap jwjfojhoc/ j ioayc yshypfpspc fy syc`%

    Czsfpv Ybaidy

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    iasepxv y~cifgfi ~ayfpfaey jxc ybaidc` hv j ksopf~oc pfkcy pbc ibjelc fe pbc oaijo fe`cr gax pbjp iasepxv%

    Pbc ksopf~oc bcxc fy pbc xclxcyyfae iacggfifcep ag `jfov ypaid xcpsxey |fpb pbc xcpsxe gax pbc oaijo fe`cr%

    Ycisxfpfcy gax |bfib xclxcyyfae hcpj bjy eap hcce ijoisojpc` gax ojid ag ~xfic bfypaxv/ j hcpj iacggfifcep ag

    : fy syc`% Y~cifgfijoov/

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    pa `jk~ce jev fe`cr kawc fe pbc xjelc fe`cr `a|e ># pa fe`cr `a|e :>#% Gax pbc xjelc fe`cr `a|e

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    :># pa `a|e :3#/ |c feixcjyc pbc gjipax pa %3/ je` gax jev fe`cr kawc `a|e kaxc pbje :3#/ pbc gjipax

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    Pa kcjysxc ba| pbc czsfpv fk~ofc` waojpfofpfcy fe `fggcxcep iasepxfcy hcbjwc`/ pbc ibjelc fe pbc fk~ofc`

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    pbc ~cxicepjlc ibjelc fe pbc WFR "Waojpfofpv& fe`cr fy syc` |bfoc gax pbc apbcx iasepxfcy pbc ibjelc fe pbc

    Hoaakhcxl Ijoo Bfypaxfijo Fk~ofc` Waojpfofpv fy pjdce% Pbcyc eskhcxy xcgocip pbc fk~ofc` waojpfofpv gax

    ioayc pa Jp+pbc+kaecv A~pfaey |fpb aec kaepb pa kjpsxfpv%

    Aeic pbc ybfgpy fe fk~ofc` waojpfofpv gax czsfpv fe`ficy bjy hcce ijoisojpc`/ j kcpba`aoalv pa ybaid pbc

    waoy gax fe`fwf`sjo ~ayfpfaey bjy pa hc `cwfyc`% Aec j~~xajib iaso` hc yfkfojx pa czsfpv ~ayfpfaey f%c% syc j

    gjipax pa j`msyp fe`cr wao kawcy pa ahpjfe fe`fwf`sjo czsfpv wao kawcy% Pbc gjipax fe pbfy ijyc ije hc pbc

    xjpfa ag pbc bfypaxfi waojpfofpv gax pbc fe`fwf`sjo iak~jev ypaid xcpsxey |fpb xcy~cip pa pbc bfypaxfi

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    kf ; / |bcxc

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    ; k Kawckcep fe iasepv czsfpv fe`cr fk~ofc` waojpfofpv

    Pbcxc |cxc j ias~oc ag `xj|hjidy ag syfel pbc waojpfofpv xjpfa/ gfxypov asx yicejxfa celfec aeov jooa|y sy

    pa syc aec ka`fgfcx jp j pfkc je` syfel pbc waojpfofpv xjpfa kcjep |c iaso` eap gjipax fe j pfkc pa kjpsxfpv

    iae`fpfae% Eap hcfel jhoc pa gjipax fe pbfy iae`fpfae kcjep pbjp pbc waojpfofpv gax joo a~pfaey gxak j kaepb

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    ae j ~cxicepjlc pcxk jy iak~jxc` pa pbc fe`cr% Pbfy fy pbc yjkc cggcip pbjp fy ycce fe ixc`fp y~xcj`y% Gax

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    msed hae`y/ |bfib joxcj`v bjwc wcxv bflb y~xcj`y/ pbcxc fy eap ksib xaak gax ixc`fpy pa xfyc fe ~cxicepjlc

    pcxky jy iak~jxc` pa pbayc hae`y |bfib bjwc bflb ixc`fp xjpfel%

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    Iax~axjpc je` Yawcxcfle Ixc`fp Ybaidy

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    iaeyf`cxjpfae pbc ofkfpjpfaey ag pbc yfksojpfae celfec je` `jpj jwjfojhfofpv/ aeov ~jxjooco kawcy fe pbc

    ixc`fp y~xcj` isxwc fy iaeyf`cxc` je` pbc yjkc ybfgp fy j~~ofc` pa joo ixc`fp ~ayfpfaey fxxcy~cipfwc ag xjpfel

    je` kjpsxfpv% Pbc gaooa|fel yasxicy jxc syc` jy ~xarv gax pbc ybfgp fe ixc`fp gax `fggcxcep xclfaey%

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    iasepxfcy je` `fggcxcep kjpsxfpfcy% Gax asx pcypy/ pbc gfwc vcjx xjpc fy syc` je` pbc vfco` isxwc fy ybfgpc` fe

    ~jxjooco%

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