Predicting Risk-Return Performance Using UPM-LPM Metrics

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    Wr`eldtlik _lsh/_`turi W`rbmrnfid` Pslik Ppp`r Wfrtlfj Nmn`it/Jmw`r Wfrtlfj Nmn`it

    N`trlds

    oy

    Br`e Rlmj`

    MRRM Blifidlfj Tyst`ns

    br`e.vlmj`Gmvvmblifidlfjsyst`ns.dmn

    Fie

    Efvle Ifwrmdhl

    Rljjfimvf Pilv`rslty

    Rljjfimvf Tdcmmj mb Ousli`ss

    377 Jfidfst`r Fv`iu`

    mailto:[email protected]:[email protected]:[email protected]
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    Wr`eldtlik _lsh/_`turi W`rbmrnfid` Pslik Ppp`r Wfrtlfj Nmn`it/Jmw`r Wfrtlfj Nmn`it

    N`trlds

    FOTU_FDU

    Nlilnlzlik tc` djfssldfj e`bliltlmi mb rlsh scmuje o` f dmuit`rlitultlv` v`itur` fs tc`

    `xpjfiftmry iftur` mb clstmrldfj n`trlds' dmistrudtlmi dcfjj`ik`s tc`lr foljlty tm s`rv` f pr`eldtlv`

    purpms` mi f imi-stftlmifry prmd`ss. [` uidmv`r fi ljj-dmid`lv`e olfs li tc`s` n`trlds fie elsdmv`r

    tc`y prmvle` f dmitrfry lieldftlmi tm fi liv`stn`it's survlvfoljlty. Uc` or`fhemwi li tc` `xpjfiftmry-pr`eldtlv` jlih ls trmuojlik fie w` fln tm dmrr`dt tcls vlf f o`tt`r e`rlv`e `xpjfiftmry n`trld. Uc`

    pr`eldtlv` vfrlfit mb mur n`trld wljj elr`dtjy qu`stlmi tc` imtlmi mb mptlnlzftlmi li mre`r tm s`rv` tc`

    blrst prlmrlty mb fiy dmitliumus syst`n, survlvfj.

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    Lisfilty1 emlik tc` sfn` tclik mv`r fie mv`r fkfli fie `xp`dtlik elbb`r`it r sujtsFjo`rt @list`li

    LIU_MEPDULMI

    [fs tc` blifidlfj drlsls mb ?773 r`fjjy fi fimnfjy mr wfs tc` pr`d`elik `rf mb dmnpjfd`it vmjftljlty

    tc` tru` fimnfjy= Ucls clstmrldfjjy jmw vmjftljlty `ivlrmin`it bmst`r`e f bfjs` pmsltlv` li tc` nlies mb

    nfiy rlsh nfifk`rs, w` cfv` tfn`e tc` o`fst fs lt w`r`. [ltc tc` fev`it mb vfju`-ft-rlsh (Rf_) fie

    mtc`r i`wjy fdd`pt`e rlsh nfifk`n`it t`dcilqu`s, lt wfs fdtufjjy pmssloj` tm blkur` mut cmw nudc mi`

    dmuje jms` li f klv`i efy fie dmitfli vmjftljlty. Ucft ls lb imtclik cfpp`i`e. Fie imtclik ele cfpp`i

    bmr qult` f wclj`. Ucls nut`e `itrmpy dr`ft`e f r`bj`xlv` b``eofdh jmmp mb lkimrfid`. Uc`i li Aui` mb

    ?77;, smn`tclik cfpp`i`e. Uwm O`fr Tt`ris c`ek` buies, tc` O`fr Tt`fris Clkc-Krfe` Ttrudtur`e

    Dr`elt Buie fie tc` O`fr Tt`ris Clkc-Krfe` Ttrudtur`e Dr`elt @icfid`e Buie omtc i``e`e oflj muts.

    _lsh nfifk`rs' nme`js tcrmukcmut tc` lieustry vl`w`e tc`s` `v`its fs tflj `v`its tcus o`jl`vlik f

    n`fi r`v`rslmi tm p`rd`lv`e imrnfjdy wmuje sur`jy bmjjmw. Uc` `isulik olburdftlmi mv`r tc` i`xt 63

    nmitcs e`dlnft`e fiy fie fjj rlsh nme`js tcft cfe o``i dmistrudt`e fie mptlnlz`e mi tc`s`

    `xp`rln`itfj pfrfn`t`rs wcldc w`r` e`vmle mb fiy dmnnmi s`is` fssunptlmis.

    Jmp`s fie Me`i (6

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    CLTUM_LDFJ N@FTP_@T

    W`rbmrnfid` n`fsur`s prmvle` us wltc tc` fk` mje frkun`it mb `xpjfiftmry v`rsus pr`eldtlv`, tm

    mptlnlz` mr imt. Nljtmi Brl enfi puojlsc`e Uc` N`tcmemjmky mb Wmsltlv` @dmimnlds li 6

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    liv`stn`it.

    Uc` lssu` ls tcft tc` Ur`yimr rftlm, Tcfrp` _ftlm, A`is`i's Fjpcf, r`wfre tm s`nlvfrlfoljlty rftlm,

    N`fi / Jmw`r Wfrtlfj Nmn`it fjj utljlz` stfiefre e`vlftlmi, o`tf mr o`jmw tfrk`t s`nlvfrlfid` smj`jy li

    tc`lr e`imnliftmr. A`is`i's Fjpcf utljlz`s tc` pmrtbmjlm O`tf fs f nujtlpjl`r li lts dmnputftlmi,

    tc`r`bmr` suddunolik tm tc` ui`qufj tr`ftn`it mb vmjftljlty. Uc` mtc`r n`fsur`s uslik tc` n`fi r`turi

    mr fiy mtc`r fv`rfklik n`trld em`s imt mbb`r fi fe`quft` suostltut` bmr tc` mos`rv`e upsle` vmjftljlty li

    tc` iun`rftmr. Fi mos`rvftlmi ft tln` tls imt trfisltlv`, lt dfiimt slnujtfi`musjy o` f kfli fie f jmss.

    Lb f r`sujt ls o`jmw f tfrk`t, lt ls f jmss. Uc` us` mb n`fi li tc` iun`rftmr fie f pmsltlv` tfrk`t bmr

    s`nlvfrlfid` li tc` e`imnliftmr bmr `xfnpj`, wljj k`i`rft` tc`s` jmkldfj vlmjftlmis wc`r` tc` sfn`

    mos`rvftlmi ls o`lik us`e li f dmibjldtlik nfii`r.

    Ttmdcfstld Emnlifid` wfs f prmnlslik n`tcmemjmky mb mre`rlik slid` vmjftljlty lts`jb ls f stmdcfstld

    prmd`ss, out bfljs eu` tm lts r`jlfid` mi dunujftlv` elstrloutlmi buidtlmis wcldc mijy dmisle`r o`jmw

    tfrk`t prmofoljltl`s6. [` cfv` imt`e tcft tc`r` fr` v`ry elbb`r`it dmiimtftlmis o`tw``i fomv` tfrk`t

    kflis fie o`jmw tfrk`t jmss`s. Ttmdcfstld emnlifid` fjsm r`qulr`s fi uie`rjylik stftlmifrlty

    fssunptlmi tcft ls imt dmislst`it wltc r`fj jlb` mos`rvftlmis.?

    R j _l h (R _) cl c j j l c c je b c el lo l b cl l j b jl

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    fie stfrt pr`pfrlik bmr fiytclik. Efvle @licmri, tc` c`ek` buie nfifk`r wcm fdtlv`jy o`kfi scmrtlik

    J`cnfi Ormtc`rs li Aujy ?77; dmnpfr`e Rf_ tm fi flrofk tcft wmrhs fjj tc` tln`, `xd`pt wc`i ymu

    cfv` f dfr fddle`it.4

    F O@UU@_ @SWJFIFUM_\/W_@ELDULR@ N@FTP_@

    Fik fie Dcuf (6

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    wc`r` _,x,t r`pr`s`its tc` r`turis mb tc` liv`stn`it x ft tln` t, i ls tc` e`kr`` mb tc` JWN, q ls tc`

    e`kr`` mb tc` PWN, cls tc` tfrk`t bmr dmnputlik o`jmw tfrk`t r`turis, fie j ls tc` tfrk`t bmr dmnputlik

    fomv` tfrk`t r`turis.

    O`jmw tfrk`t fifjysls fjmi` ls fhli tm mijy clrlik f e`b`islv` dmmreliftmr. \`s, e`b`is` wlis

    dcfnplmisclps fie ls frkufojy nmr` lnpmrtfit tm survlvfj tcfi mbb`is` wcldc ls wcy mur n`trld fjjmws

    bmr tc` fsynn`try mb tc`s` imtlmis vlf tc` e`kr`` us`e li tc` dmnputftlmis (r`pr`s`itftlv` mb fi

    liv`stmrs b`fr fie kr``e j`v`js). Ucls ls fi listfid` wc`r` fi liv`stmr pjfd`s nmr` w`lkct mi o`jmw

    tfrk`t mutdmn`s rftc`r tcfi mi fomv` tfrk`t mutdmn`s, i9 q. Ucls vl`w wfs r d`itjy `xpr`ss`e oy

    [frr`i Oubb`t1

    ...T`dmie, tcmukc w` cfv` jfkk`e tc` T&W li smn` y`frs tcft w`r` pmsltlv` brmn tc`nfrh`t, w` cfv` dmislst`itjy emi` o`tt`r tcfi tc` T&W li tc` `j`v`i y`frs eurlik wcldc

    lt e`jlv`r`e i`kftlv` r`sujts. Li mtc`r wmres, mur e`b`is` cfs o``i o`tt`r tcfi mur

    mbb`is`, fie tcft's jlh`jy tm dmitliu`. (Oubb`tt, ?767).

    Elv`rslbldftlmi ls tc` pfifd`f mb rlsh nfifk`n`it t`dcilqu`s. Em`s lt fddmnpjlsc wcft lt ls

    e`slki`e tm em, l.`., r`eud` tc` imi-syst`nld rlsh r`jftlv` tm fi lielvleufj pmsltlmi= \`s. Cmw em`s lt

    fdcl`v` tcls= [`jj, tc` fisw`r nfy imt o` fs dmnbmrtlik fs mi` wmuje tclih. Uc` pr`b`rr`e n`tcme tm

    e l l h l ee l l c c cl l j l j l l h

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    Um `bb`dtlv`jy dfjdujft` tc` nfrklifj rlsh, tc` sfn` tfrk`t cnust o` us`e bmr omtc tc` liv`stn`it x

    fie tc` nfrh`t o`idcnfrhy. [` dfi slnpjlby tcls oy suostltutlik tc` o`idcnfrh fs tc` tfrk`t y, litm

    tc` liv`stn`it's dfjdujftlmis yl`jelik tc` bmrnujf1

    (,,) (,,) (5)

    Ucls j`fes tm tc` qufiefry bfd`e oy fjj rlsh n`trlds, wcft ls tc` syst`nld o`idcnfrh fie cmw em`s

    mi` prmp`rjy qufitlby lt= Ucls ls suoa`dtlv` tm sfy tc` j`fst fie dfi vfry brmn liv`stmr tm liv`stmr. [`

    fr` imt fs orfz`i fs smn` futcmrs mb clstmrldfj n`fsur`s fie em imt purpmrt tm cfv` fi fisw`r tm tcls.

    Uc`r` fr` d`rtfli vfrlfoj`s fi lielvleufj nust lnpj`n`it tcft nftdc tc`lr uilqu` dmnpmsltlmi. F nmr

    eurfoj` s`rvld` ls tm mbb`r f brfn`wmrh dfpfoj` mb o`lik fs uilqu` fs tc` lielvleufj utljlzlik lt. Mur

    n`trld fjsm fvmles fiy pcljmsmpcldfj lidmislst`idl`s oy uslik tc` sfn` tfrk`t bmr kflis fie jmss`s.

    Fi mv`rwc`jnlik nfamrlty mb liv`stmrs us` tc` T&W 077 lie`x fs f prmxy bmr syst nld rlsh. [clj`

    t`nptlik, lt ls imt f dmnpj`t` n`fsur` mb tc` fss`t djfss tcus w` dfiimt lnpjldltjy suppmrt lts us` fs f

    prmxy bmr syst`nld rlsh bmr fi `qulty liv`stn`it. Cmw`v`r, tc` pfrtldujfr tmpld ls o`ymie tc` sdmp` mb

    tcls pfp`r.5 Bmr lielvleufj s`durlty fifjysls tc` tfrk`t ls f olt nmr` litrldft`. F emuoj` imi-stftlmifry

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    j`ss wc`i tc` nfrh`t jms`s= Ucft's kr`ft bmr `xpjfiftmry clstmrldfj fifjysls, out wcft fomut butur`

    pr`eldtlv` dfpfdlty=

    _lsh dfi o` kr`ftjy r`eud`e oy dmid`itrftlik mi mijy f b`w cmjeliks.[frr`i Oubb`tt

    Uc` lit`ie`e r`eudtlmi li imi-syst`nld rlsh dmn`s wltc tc` c`bty prld` mb lidr`fs`e `xpmsur` tm

    syst`nld rlsh. Li tln`s mb lidr`fs`e `itrmpy mr v`i drlsls, drmss dmrr`jftlmis mb s`durltl`s t`ie tmwfres

    6, `bb dtlv`jy r`ie`rlik tc` elv`rslbldftlmi us`j`ss fie fukn`itlik mi`'s jmss`s. Uc` fxlmn wfs

    e`v`jmp`e tcrmwlik tc` ofoy mut wltc tc` oftc wft`r, imtlik tcls v`ry sltuftlmi. Jl's dmpujf, f

    bmrnujf wle`jy us`e li fifjysls tm dmistrudt DEMs bflj`e eu` tm lts lkimrfid` mb tc`s` eyifnld

    dmrr`jftlmis li tln`s mb drlsls fie fi uie`rjylik fssunptlmi mb f Kfusslfi elstrloutlmi bmr tcms`

    dmrr`jftlmis0.

    Tm w` cfv` nfxlnlz`e mur feeltlmifj imi syst`nld rlsh ofs`e mbb mb mur `xpjfiftmry nme`j. Imw

    w` cfv` tm e`fj wltc tc` emrnfit o`fst1 syst nld rlsh. Futmdmrr`jftlmi / e`p`ie`id` / s`rlfj dmrr`jftlmi

    ((x)) ls fi lnpmrtfit tmmj li le`itlbylik lidr`fslik elstrloutlmifj rlshs sudc fs nut`e `itrmpld

    `ivlrmin`its fie j`ielik f pr`eldtlv` foljlty tm fi `xpjfiftmry n`trld. [c`i liv`stlik li f buie, tc`

    futmdmrr`jftlmi ls qult` us`buj li pldhlik up mi elsdr`tlmifry nfrhs us`e oy tc` nfifk`r li ljjlqule

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    () (, ) (0)Ufhlik tc` fosmjut` vfju`....

    |()| | (, )| (2)Uc` fosmjut` vfju` ls us`e o`dfus` fi futmdmrr`jftlmi mb -6 mr 6 ls `qufjjy efik`rmus tm liv`stmrs. Li

    tc` -6 listfid` tc` n`fi brmn tc` tfrk`t wmuje o` z`rm bmr f p`rlme mb mos`rv`e futmdmrr`jftlmi mb -6

    fie tc`r` wmuje o` fi `qufjjy jlh`jy s`rl`s mb fomv` mr o`jmw tfrk`t r`sujts, f tru` ku`ss

    F 6 p`rlme jfk ls us`e o`dfus` w` fln tm `rr mi tc` sle` mb dfutlmi. [c`r` tc`r`'s snmh` tc`r`'s blr`.

    Lb f 67 p`rlme jfk pr`s`its futmdmrr`jftlmi, lt wljj movlmusjy o` imtld`e li tc` 6 p`rlme prlmr. Uc` rlsh ls

    tcft o`tw``i jfk elbb`r`id`s, f olburdftlmi foruptjy d`fs`s tcus j`fvlik tc` liv`stmr wfltlik bmr f

    dmiblrnftlmi tm fvmle tc` v`ry `v`it tcft cfs aust trfisplr`e, `bb`dtlv`jy r`ie`rlik tcls n`trld

    `xpjfiftmry. _uss`jj Fdhmbb (6

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    sfnpj` mb f dmitliumus prmd`ss wljj bmmjlscjy lkimr` tc` imi stftlmifry `bb`dts bmr nfifk`r `vfjuftlmi.

    F nmr` elbbldujt e`dlslmi bmr us wfs cmw tm n`fsur` tc` prmkr`ss mb O`rhsclr` v`rsus

    tc` T&W. Uc`r` fr` kmme frkun`its bmr slnpjy uslik tc` dcfik` li mur stmdh prld`.Mv`r fi `xt`ie`e p`rlme mb tln`, li bfdt, tcls ls tc` o`st t`st. Out y`fr-tm-y`fr nfrh`t

    prld`s dfi o` `xtrfmrelifrljy `rrftld. @v`i `vfjuftlmis dmv`rlik fs jmik fs f e`dfe` dfio` elstmrt`e oy bmmjlscjy clkc mr jmw prld`s ft tc` o`kliilik mr `ie mb tc` n`fsur`n`it

    p`rlme. (Oubb`tt, ?767).

    [c`i `vfjuftlik fi lielvleufj s`durlty, nmr` dmnpj`t` fifjysls r`v`fjs tcft n`fis, vfrlfid`s fie mtc`r

    n`trlds em imt imrnfjlz` uitlj tc`r` fr` ft j`fst 677 mos`rvftlmis.

    -0

    7

    0

    67

    60

    ?7

    ?0

    W`rD`it

    Tfnpj` T`isltlvlty bmr N`fi, Ttfiefre E`vlftlmi, T`nlE`vlftlmi

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    Tlnljfr tm f ouooj` mr pfrfomjld nmv`2, fi mos`rv`e 6 futmdmrr`jftlmi r`felik e`imt`s f euolmus

    sltuftlmi. Uc` lidr`fs`e futmdmrr`jftlmi libju`id` dfi o` suotrfdt`e brmn lts`jb tm dmnp`isft` bmr fi

    lidr`fs`e jlh`jlcmme mb fi uistfoj` liv`stn`it, tcus jmw`rlik tc` n`trld tm r`bj`dt tcls prmofoj` rlsh.

    Ouooj`s fr` kmme uitlj tc`y ourst. K`mrk` Tmrms `xpjflis tcft ouooj`s fie cls pfrtldlpftlmi li tc`n

    fr` wcft prmvle`e cln wltc cls vfst w`fjtc.; Uc` trldh ls-- himwlik wc`i tm `xlt prlmr tm tc` ouooj`

    ourstlik. @quftlmi ; ls mur pr`eldtlv` n`trld uslik tc` futmdmrr`jftlmi dm`bbldl`it.

    (,,) (,,) |()| (,,) (,,) (;)

    Fi `xfnpj` nfy c`jp ljjustrft` tc` kmfj mb tc` pr eldtlv` `j`n`it. Lb ymu `it`r fi liv`stn`it ofs`e mi

    lts clstmrldfj `xpjfiftmry rlsh n`trld mb 677 scfr`s fie lts futmdmrr`jftlmi ls z`rm tc`i ymu r`tfli ymur

    677 scfr`s. Tfy tc` liv`stn`it p`rbmrns w`jj fie lts futmdmrr`jftlmi r fdc`s .0. Uc` n`trld wljj cfv`

    e`dr`fs`e oy .0, bmrdlik ymu tm dut ymur cmjeliks oy 07% tm nftdc tc` pmt`itlfj rlshs tc`

    futmdmrr`jftlmi ls n`fsurlik. Tfy tc` liv`stn`it shyrmdh`ts fie tc` i`xt p`rlme mb r`vl`w bmr ymur

    liv`stn`it, ymu blie tcft tc` futmdmrr`jftlmi ls imw 6. Ucls wmuje yl`je f r`sujt mb z`rm tm tc`

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    Pibmrtuift`jy tc` liv`rs` em`s imt cmje bmr i`kftlv` dmieltlmis dmupj`e wltc futmdmrr`jftlmi. [clj`

    tc` ouooj` `xfnpj` fomv` wljj prmt`dt prmblts, `it`rlik fpmsltlmi ofs`e mi liv`rs` dmieltlmis wltc

    pmsltlv` futmdmrr`jftlmi wljj o` fhli tm tc` dftdclik f bfjjlik hilb` fxlmn. Ucls n`trld fvmles tcls fs

    w`jj fs tc` pltbfjjs mb lrrftlmifjlty. H`yi`s imt`e, tc` nfrh`t dfi stfy lrrftlmifj jmik`r tcfi ymu dfi

    stfy smjv`it fie slid` mur n`trld em`s imt pr`eldt fi libj`dtlmi pmlit, j`t lt stfy lrrftlmifj. Li `ss`id`,

    `itry ft z`rm futmdmrr`jftlmi fie tc` bujj `xlt ft fosmjut` vfju` 6, bmr jmik mr scmrt pmsltlmis.

    Uc` eyifnld pmsltlmilik `xfnpj` fjsm clkcjlkcts fi lnpmrtfit scmrtdmnlik mb pfsslv` liv`stlik.

    Dmupj`e wltc elv`rslbldftlmi (wcldc w` cfv` aust `xpjfli`e t`ies tm cfv` tc` liv`rs` `bb`dt wc`i mi`

    r`fjjy i``es lt), ouylik fie cmjelik f elv`rs` pmrtbmjlm cfs o``i pr`fdc`e fe ifus`fn fs f n`fis mb

    nltlkftlik rlsh. Li f 6

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    `xpjfiftmry nme`j fie im `xpjfiftmry dmrr`jftlmis wltc slkilbldfit mut-mb-sfnpj` dmrr`jftlmis wc`i

    uslik tc` pr`eldtlv` nme`j. NWU n`trlds slnljfrjy mbb`r`e spfrs` `xpjfiftmry fie pr`eldtlv`

    dmrr`jftlmis. Mur s`durlty uilv`rs` dmislst`e mb fpprmxlnft`jy 477 survlvlik T&W 077 dmnpfil`s bmr

    tcr`` 66-y`fr p`rlmes1 Afiufry 6

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    7

    07

    677

    607

    ?77

    ?07

    477

    407

    Fuk-;2

    Nfy-;